diff --git a/.gitattributes b/.gitattributes index 5b01cff..eec1205 100644 --- a/.gitattributes +++ b/.gitattributes @@ -5,3 +5,7 @@ data/pancan_scaled_zeroone_rnaseq.tsv filter=lfs diff=lfs merge=lfs -text models/decoder_onehidden_vae.hdf5 filter=lfs diff=lfs merge=lfs -text models/encoder_onehidden_vae.hdf5 filter=lfs diff=lfs merge=lfs -text results/parameter_sweep_full_results.tsv filter=lfs diff=lfs merge=lfs -text +data/vae_encoded_with_clinical.tsv filter=lfs diff=lfs merge=lfs -text +results/rnaseq_tsne_out.tsv filter=lfs diff=lfs merge=lfs -text +results/vae_subtracted_tsne_out.tsv filter=lfs diff=lfs merge=lfs -text +results/vae_tsne_out.tsv filter=lfs diff=lfs merge=lfs -text diff --git a/data/vae_encoded_with_clinical.tsv b/data/vae_encoded_with_clinical.tsv new file mode 100644 index 0000000..ec90c5f --- /dev/null +++ b/data/vae_encoded_with_clinical.tsv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:be7cafa450939be13b66cb026cb96d7233687938a22caf3af3a77fa1313a49e8 +size 13363603 diff --git a/get_distance.ipynb b/get_distance.ipynb index 14ee422..a6439b9 100644 --- a/get_distance.ipynb +++ b/get_distance.ipynb @@ -4,9 +4,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Determining the distance of COAD and GBM tumors in different spaces\n", + "# Determining the distance of BLCA and LUAD tumors in different spaces\n", "\n", - "The script will output distance matrices for pairwise comparisons of all colon cancer (COAD) and glioblastoma (GBM) tumors. The script will output distances for raw gene expression features and gene expression features encoded by a variational autoencoder. Additionally, distance matrices for the subtraction of cancer-type specific means is also output." + "The script will output distance matrices for pairwise comparisons of all bladder cancer (BLCA) and lung adenocarcinoma (LUAD) tumors. The script will output distances for raw gene expression features and gene expression features encoded by a variational autoencoder. Additionally, distance matrices for the subtraction of cancer-type specific means is also output." ] }, { diff --git a/param_sweep/paramsweep_0.0005lr_100bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_100e_0.01k.tsv new file mode 100644 index 0000000..9d3c157 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.06242344 3003.45718296 0.0005 100 100 0.01 +1 2872.42192306 2862.50107459 0.0005 100 100 0.01 +2 2823.29870202 2817.24025211 0.0005 100 100 0.01 +3 2799.29271491 2790.84067747 0.0005 100 100 0.01 +4 2783.3950928 2779.287628 0.0005 100 100 0.01 +5 2772.98739344 2766.07224975 0.0005 100 100 0.01 +6 2763.81086981 2765.03613468 0.0005 100 100 0.01 +7 2757.17609493 2755.40132984 0.0005 100 100 0.01 +8 2752.55144214 2751.41989247 0.0005 100 100 0.01 +9 2747.96251545 2744.10740834 0.0005 100 100 0.01 +10 2743.83402548 2753.8577337 0.0005 100 100 0.01 +11 2739.79570233 2739.07239633 0.0005 100 100 0.01 +12 2736.46720237 2735.5304653 0.0005 100 100 0.01 +13 2733.90989948 2734.78306355 0.0005 100 100 0.01 +14 2730.8214979 2731.4601808 0.0005 100 100 0.01 +15 2727.97906872 2730.93978129 0.0005 100 100 0.01 +16 2725.68784558 2728.13127483 0.0005 100 100 0.01 +17 2723.54027833 2721.77257904 0.0005 100 100 0.01 +18 2721.39586854 2722.62433573 0.0005 100 100 0.01 +19 2719.063261 2717.70285659 0.0005 100 100 0.01 +20 2717.76581361 2716.40584481 0.0005 100 100 0.01 +21 2715.50071559 2717.03676347 0.0005 100 100 0.01 +22 2714.34927824 2713.26718881 0.0005 100 100 0.01 +23 2712.36097739 2716.45158827 0.0005 100 100 0.01 +24 2710.31320283 2710.02121829 0.0005 100 100 0.01 +25 2709.28993143 2708.54429589 0.0005 100 100 0.01 +26 2707.77991362 2708.59478585 0.0005 100 100 0.01 +27 2706.49259032 2706.33971258 0.0005 100 100 0.01 +28 2704.98627571 2705.68304432 0.0005 100 100 0.01 +29 2703.88576644 2704.20469534 0.0005 100 100 0.01 +30 2702.65991055 2704.05780438 0.0005 100 100 0.01 +31 2701.06392389 2701.14872132 0.0005 100 100 0.01 +32 2699.99309932 2700.07891577 0.0005 100 100 0.01 +33 2699.01525971 2700.81600293 0.0005 100 100 0.01 +34 2698.17215213 2700.3107336 0.0005 100 100 0.01 +35 2697.1144063 2697.42026825 0.0005 100 100 0.01 +36 2696.13814923 2696.4956965 0.0005 100 100 0.01 +37 2695.63311578 2697.07563598 0.0005 100 100 0.01 +38 2694.53201108 2697.12351462 0.0005 100 100 0.01 +39 2693.8017837 2694.51319993 0.0005 100 100 0.01 +40 2693.21635888 2692.78901255 0.0005 100 100 0.01 +41 2691.90991499 2692.24520495 0.0005 100 100 0.01 +42 2690.98151277 2693.17508057 0.0005 100 100 0.01 +43 2690.41313828 2691.28162811 0.0005 100 100 0.01 +44 2689.7895105 2688.69412354 0.0005 100 100 0.01 +45 2688.34813504 2688.78854668 0.0005 100 100 0.01 +46 2687.53485204 2690.00752448 0.0005 100 100 0.01 +47 2687.5519417 2687.50730648 0.0005 100 100 0.01 +48 2686.5280008 2687.24542201 0.0005 100 100 0.01 +49 2685.5005469 2686.67405686 0.0005 100 100 0.01 +50 2685.27609291 2686.10105928 0.0005 100 100 0.01 +51 2684.49155439 2684.55383277 0.0005 100 100 0.01 +52 2684.42261341 2685.67899709 0.0005 100 100 0.01 +53 2683.71455482 2693.31681471 0.0005 100 100 0.01 +54 2683.11518071 2684.14748054 0.0005 100 100 0.01 +55 2682.82254032 2683.64392533 0.0005 100 100 0.01 +56 2681.9826192 2682.56575365 0.0005 100 100 0.01 +57 2681.48145934 2682.28591995 0.0005 100 100 0.01 +58 2680.7787431 2681.7468145 0.0005 100 100 0.01 +59 2680.4867137 2681.56937188 0.0005 100 100 0.01 +60 2679.95457306 2680.82965893 0.0005 100 100 0.01 +61 2679.3111159 2681.00514329 0.0005 100 100 0.01 +62 2678.86390847 2680.34570733 0.0005 100 100 0.01 +63 2678.48110567 2680.38234709 0.0005 100 100 0.01 +64 2678.05560301 2679.50695917 0.0005 100 100 0.01 +65 2677.53936331 2678.33646919 0.0005 100 100 0.01 +66 2677.348064 2678.80605058 0.0005 100 100 0.01 +67 2676.60843522 2677.67359799 0.0005 100 100 0.01 +68 2676.58025522 2678.20310259 0.0005 100 100 0.01 +69 2675.83788806 2676.19437235 0.0005 100 100 0.01 +70 2675.33714651 2676.37586219 0.0005 100 100 0.01 +71 2675.38156399 2676.68959037 0.0005 100 100 0.01 +72 2674.51287233 2676.03645118 0.0005 100 100 0.01 +73 2675.19505524 2675.39934404 0.0005 100 100 0.01 +74 2674.32116623 2675.74001778 0.0005 100 100 0.01 +75 2673.50019504 2675.69614108 0.0005 100 100 0.01 +76 2673.56164482 2676.08423412 0.0005 100 100 0.01 +77 2672.93450117 2677.09243874 0.0005 100 100 0.01 +78 2672.69150074 2677.56753733 0.0005 100 100 0.01 +79 2672.24484864 2673.81304943 0.0005 100 100 0.01 +80 2672.02605771 2672.66292862 0.0005 100 100 0.01 +81 2671.85494678 2671.64199321 0.0005 100 100 0.01 +82 2671.1761405 2672.88837172 0.0005 100 100 0.01 +83 2671.3705303 2674.47967284 0.0005 100 100 0.01 +84 2671.03527623 2674.02044386 0.0005 100 100 0.01 +85 2670.42649497 2672.1221268 0.0005 100 100 0.01 +86 2670.62767432 2672.39696799 0.0005 100 100 0.01 +87 2670.17414141 2670.89534583 0.0005 100 100 0.01 +88 2669.89150778 2674.58749524 0.0005 100 100 0.01 +89 2669.51301187 2673.88811917 0.0005 100 100 0.01 +90 2669.56478205 2670.90477209 0.0005 100 100 0.01 +91 2669.15656124 2669.87581831 0.0005 100 100 0.01 +92 2668.8067402 2670.18330993 0.0005 100 100 0.01 +93 2668.49051643 2668.92435095 0.0005 100 100 0.01 +94 2668.42625244 2670.54645441 0.0005 100 100 0.01 +95 2668.48396562 2670.0734023 0.0005 100 100 0.01 +96 2668.14597345 2669.73092622 0.0005 100 100 0.01 +97 2667.9709324 2669.50732935 0.0005 100 100 0.01 +98 2667.43319163 2670.14731343 0.0005 100 100 0.01 +99 2667.64566903 2669.13442112 0.0005 100 100 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_100e_0.05k.tsv new file mode 100644 index 0000000..4dff075 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3097.11178406 3008.44479248 0.0005 100 100 0.05 +1 2872.34623591 2862.94395269 0.0005 100 100 0.05 +2 2823.33514638 2818.60281961 0.0005 100 100 0.05 +3 2799.35796857 2791.18899939 0.0005 100 100 0.05 +4 2783.4193617 2778.67019122 0.0005 100 100 0.05 +5 2772.95235909 2765.6060602 0.0005 100 100 0.05 +6 2763.61091817 2764.26616323 0.0005 100 100 0.05 +7 2757.03062049 2754.44841257 0.0005 100 100 0.05 +8 2752.41493449 2751.13730039 0.0005 100 100 0.05 +9 2747.79318822 2744.1753938 0.0005 100 100 0.05 +10 2743.78220952 2752.77514602 0.0005 100 100 0.05 +11 2739.72442855 2739.50521938 0.0005 100 100 0.05 +12 2736.36563496 2736.38136306 0.0005 100 100 0.05 +13 2734.00085194 2735.72911827 0.0005 100 100 0.05 +14 2730.78856597 2731.89314763 0.0005 100 100 0.05 +15 2727.94358679 2730.78813215 0.0005 100 100 0.05 +16 2725.64573141 2728.62590934 0.0005 100 100 0.05 +17 2723.51539383 2722.788725 0.0005 100 100 0.05 +18 2721.36835055 2723.88602134 0.0005 100 100 0.05 +19 2719.04761889 2717.13309305 0.0005 100 100 0.05 +20 2717.8332068 2716.45714188 0.0005 100 100 0.05 +21 2715.49449365 2716.50303005 0.0005 100 100 0.05 +22 2714.54627867 2713.74808002 0.0005 100 100 0.05 +23 2712.4038959 2716.50959431 0.0005 100 100 0.05 +24 2710.33932445 2709.66562817 0.0005 100 100 0.05 +25 2709.28798839 2709.21594495 0.0005 100 100 0.05 +26 2707.75152917 2708.7129149 0.0005 100 100 0.05 +27 2706.47750654 2706.40728025 0.0005 100 100 0.05 +28 2705.1382882 2706.1235599 0.0005 100 100 0.05 +29 2703.92821073 2705.22266419 0.0005 100 100 0.05 +30 2702.62851816 2704.7899583 0.0005 100 100 0.05 +31 2701.22719169 2701.1287312 0.0005 100 100 0.05 +32 2700.10840194 2700.39474645 0.0005 100 100 0.05 +33 2699.07730727 2701.76769903 0.0005 100 100 0.05 +34 2698.30281294 2700.36524931 0.0005 100 100 0.05 +35 2697.14273431 2697.18445594 0.0005 100 100 0.05 +36 2696.20263143 2695.96625398 0.0005 100 100 0.05 +37 2695.55818297 2697.3056818 0.0005 100 100 0.05 +38 2694.62745585 2697.84206809 0.0005 100 100 0.05 +39 2693.84814028 2694.60393435 0.0005 100 100 0.05 +40 2693.19422716 2693.81882618 0.0005 100 100 0.05 +41 2691.8454214 2693.13112686 0.0005 100 100 0.05 +42 2691.08539164 2693.88614178 0.0005 100 100 0.05 +43 2690.3448487 2691.50397767 0.0005 100 100 0.05 +44 2689.72822174 2688.7966472 0.0005 100 100 0.05 +45 2688.41490168 2688.8355944 0.0005 100 100 0.05 +46 2687.57919698 2689.53305888 0.0005 100 100 0.05 +47 2687.57901172 2688.39509889 0.0005 100 100 0.05 +48 2686.59371789 2686.3143789 0.0005 100 100 0.05 +49 2685.50297697 2686.58138192 0.0005 100 100 0.05 +50 2685.20364223 2686.05774416 0.0005 100 100 0.05 +51 2684.52489228 2685.093321 0.0005 100 100 0.05 +52 2684.3731861 2686.81313673 0.0005 100 100 0.05 +53 2683.79682658 2692.33870567 0.0005 100 100 0.05 +54 2683.10157806 2683.31212562 0.0005 100 100 0.05 +55 2682.78161264 2684.15543262 0.0005 100 100 0.05 +56 2681.95612521 2683.26577251 0.0005 100 100 0.05 +57 2681.4737889 2682.64809813 0.0005 100 100 0.05 +58 2680.81184375 2682.52402101 0.0005 100 100 0.05 +59 2680.54383913 2682.28181811 0.0005 100 100 0.05 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2673.89510729 0.0005 100 100 0.05 +80 2672.19888323 2672.55240668 0.0005 100 100 0.05 +81 2671.94630831 2671.89373674 0.0005 100 100 0.05 +82 2671.21014026 2671.82696405 0.0005 100 100 0.05 +83 2671.30000969 2671.99282749 0.0005 100 100 0.05 +84 2671.02151586 2676.78777831 0.0005 100 100 0.05 +85 2670.42983158 2672.22510092 0.0005 100 100 0.05 +86 2670.66184114 2673.78968242 0.0005 100 100 0.05 +87 2670.16148731 2670.52586163 0.0005 100 100 0.05 +88 2669.94087593 2673.34015138 0.0005 100 100 0.05 +89 2669.56341766 2674.59914583 0.0005 100 100 0.05 +90 2669.67481924 2670.45271748 0.0005 100 100 0.05 +91 2669.26982962 2670.5991253 0.0005 100 100 0.05 +92 2668.79803597 2669.7479143 0.0005 100 100 0.05 +93 2668.62076949 2669.10376817 0.0005 100 100 0.05 +94 2668.56069334 2671.19700888 0.0005 100 100 0.05 +95 2668.54228779 2669.73327147 0.0005 100 100 0.05 +96 2668.25179118 2669.76856496 0.0005 100 100 0.05 +97 2668.12308116 2669.43906614 0.0005 100 100 0.05 +98 2667.52439588 2669.09757596 0.0005 100 100 0.05 +99 2667.80568422 2668.97299422 0.0005 100 100 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_100e_0.1k.tsv new file mode 100644 index 0000000..6f4b859 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.65494508 3007.30595348 0.0005 100 100 0.1 +1 2872.32298451 2860.72647241 0.0005 100 100 0.1 +2 2823.30266538 2817.4887882 0.0005 100 100 0.1 +3 2799.2929624 2790.36420413 0.0005 100 100 0.1 +4 2783.30361373 2779.63704832 0.0005 100 100 0.1 +5 2772.84144235 2766.88591071 0.0005 100 100 0.1 +6 2763.71724412 2765.74823313 0.0005 100 100 0.1 +7 2756.99544881 2754.96362912 0.0005 100 100 0.1 +8 2752.30251345 2750.50284193 0.0005 100 100 0.1 +9 2747.83618794 2744.14408218 0.0005 100 100 0.1 +10 2743.7226058 2752.51400518 0.0005 100 100 0.1 +11 2739.68706069 2739.06694075 0.0005 100 100 0.1 +12 2736.33871274 2735.75624169 0.0005 100 100 0.1 +13 2733.79012836 2735.06507165 0.0005 100 100 0.1 +14 2730.73241469 2730.73334942 0.0005 100 100 0.1 +15 2727.89812375 2730.91006242 0.0005 100 100 0.1 +16 2725.59226856 2727.55287582 0.0005 100 100 0.1 +17 2723.38806213 2722.08294199 0.0005 100 100 0.1 +18 2721.27899881 2723.30311996 0.0005 100 100 0.1 +19 2718.95251326 2717.21718806 0.0005 100 100 0.1 +20 2717.70179342 2716.29750286 0.0005 100 100 0.1 +21 2715.4816306 2716.80331462 0.0005 100 100 0.1 +22 2714.33292342 2713.0274049 0.0005 100 100 0.1 +23 2712.29023685 2715.9092343 0.0005 100 100 0.1 +24 2710.30484696 2709.58312451 0.0005 100 100 0.1 +25 2709.1767437 2708.53956759 0.0005 100 100 0.1 +26 2707.68645216 2709.10622078 0.0005 100 100 0.1 +27 2706.40755414 2706.49326489 0.0005 100 100 0.1 +28 2704.93508349 2706.43864555 0.0005 100 100 0.1 +29 2703.80211825 2704.283662 0.0005 100 100 0.1 +30 2702.58957759 2704.2481239 0.0005 100 100 0.1 +31 2701.03375482 2700.98670204 0.0005 100 100 0.1 +32 2699.963126 2699.8472604 0.0005 100 100 0.1 +33 2699.00217008 2699.81954367 0.0005 100 100 0.1 +34 2698.06908345 2700.61521524 0.0005 100 100 0.1 +35 2697.03072069 2698.24909019 0.0005 100 100 0.1 +36 2696.10028328 2696.99505697 0.0005 100 100 0.1 +37 2695.58996109 2695.87622677 0.0005 100 100 0.1 +38 2694.47824832 2696.88078562 0.0005 100 100 0.1 +39 2693.7243366 2693.96732577 0.0005 100 100 0.1 +40 2693.2004588 2692.67858677 0.0005 100 100 0.1 +41 2691.79353256 2692.93819788 0.0005 100 100 0.1 +42 2690.99649226 2694.56324503 0.0005 100 100 0.1 +43 2690.28621752 2691.1659456 0.0005 100 100 0.1 +44 2689.69866791 2688.28625978 0.0005 100 100 0.1 +45 2688.32316726 2689.00856733 0.0005 100 100 0.1 +46 2687.42305579 2688.9708273 0.0005 100 100 0.1 +47 2687.46425471 2688.0580966 0.0005 100 100 0.1 +48 2686.46937494 2686.89301412 0.0005 100 100 0.1 +49 2685.46612219 2686.75172252 0.0005 100 100 0.1 +50 2685.16750262 2685.60336671 0.0005 100 100 0.1 +51 2684.44820401 2684.40275501 0.0005 100 100 0.1 +52 2684.35826437 2685.79684372 0.0005 100 100 0.1 +53 2683.62164778 2693.54492608 0.0005 100 100 0.1 +54 2683.02005779 2684.02515956 0.0005 100 100 0.1 +55 2682.78461986 2683.71100285 0.0005 100 100 0.1 +56 2681.93599501 2683.19109302 0.0005 100 100 0.1 +57 2681.45177731 2682.01859157 0.0005 100 100 0.1 +58 2680.65357293 2681.32472477 0.0005 100 100 0.1 +59 2680.47890636 2681.32662935 0.0005 100 100 0.1 +60 2679.86630291 2682.00285827 0.0005 100 100 0.1 +61 2679.24258508 2681.27758369 0.0005 100 100 0.1 +62 2678.75727497 2680.81020704 0.0005 100 100 0.1 +63 2678.4132033 2681.48845257 0.0005 100 100 0.1 +64 2678.02115244 2679.47737521 0.0005 100 100 0.1 +65 2677.4383482 2678.13777467 0.0005 100 100 0.1 +66 2677.30040084 2678.72573718 0.0005 100 100 0.1 +67 2676.59795535 2679.48431291 0.0005 100 100 0.1 +68 2676.53825987 2678.54768164 0.0005 100 100 0.1 +69 2675.87911628 2675.74561947 0.0005 100 100 0.1 +70 2675.29074625 2676.27544291 0.0005 100 100 0.1 +71 2675.37568867 2676.64002609 0.0005 100 100 0.1 +72 2674.55780453 2676.77623041 0.0005 100 100 0.1 +73 2675.20706881 2675.87153582 0.0005 100 100 0.1 +74 2674.25056425 2676.19541613 0.0005 100 100 0.1 +75 2673.42116213 2675.21677634 0.0005 100 100 0.1 +76 2673.57935123 2675.64221495 0.0005 100 100 0.1 +77 2672.79818526 2676.50704787 0.0005 100 100 0.1 +78 2672.69575949 2677.26789135 0.0005 100 100 0.1 +79 2672.28531524 2674.6467794 0.0005 100 100 0.1 +80 2671.98634685 2673.30995916 0.0005 100 100 0.1 +81 2671.84033691 2671.87530156 0.0005 100 100 0.1 +82 2671.14821917 2672.96224083 0.0005 100 100 0.1 +83 2671.33461668 2674.39299545 0.0005 100 100 0.1 +84 2670.98238473 2675.01505503 0.0005 100 100 0.1 +85 2670.40466523 2672.24081228 0.0005 100 100 0.1 +86 2670.65405665 2673.24740688 0.0005 100 100 0.1 +87 2670.16545519 2671.48225896 0.0005 100 100 0.1 +88 2669.85530784 2674.72507572 0.0005 100 100 0.1 +89 2669.48667508 2674.07565839 0.0005 100 100 0.1 +90 2669.58889593 2670.44968276 0.0005 100 100 0.1 +91 2669.14983781 2670.05397889 0.0005 100 100 0.1 +92 2668.78202112 2669.40588822 0.0005 100 100 0.1 +93 2668.48614063 2669.24111151 0.0005 100 100 0.1 +94 2668.43295615 2669.76806641 0.0005 100 100 0.1 +95 2668.52228701 2670.28766814 0.0005 100 100 0.1 +96 2668.29258243 2669.30058752 0.0005 100 100 0.1 +97 2667.97017182 2669.52495649 0.0005 100 100 0.1 +98 2667.48843443 2669.9926165 0.0005 100 100 0.1 +99 2667.66731284 2668.74265944 0.0005 100 100 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_100e_1k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_100e_1k.tsv new file mode 100644 index 0000000..8c4f471 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.16789519 3008.92150342 0.0005 100 100 1.0 +1 2872.37973191 2863.71838962 0.0005 100 100 1.0 +2 2823.38843074 2820.62280087 0.0005 100 100 1.0 +3 2799.31564276 2791.6836591 0.0005 100 100 1.0 +4 2783.35136354 2780.02186949 0.0005 100 100 1.0 +5 2772.92598345 2766.75194846 0.0005 100 100 1.0 +6 2763.75786614 2764.57291682 0.0005 100 100 1.0 +7 2757.14735359 2754.99114745 0.0005 100 100 1.0 +8 2752.33217644 2750.4327619 0.0005 100 100 1.0 +9 2747.78980076 2744.12926242 0.0005 100 100 1.0 +10 2743.66912663 2752.52966285 0.0005 100 100 1.0 +11 2739.68119371 2739.71401843 0.0005 100 100 1.0 +12 2736.31247518 2735.0367588 0.0005 100 100 1.0 +13 2733.72454936 2735.17735486 0.0005 100 100 1.0 +14 2730.72140103 2731.48199848 0.0005 100 100 1.0 +15 2727.90994881 2730.68286926 0.0005 100 100 1.0 +16 2725.54146583 2727.42604453 0.0005 100 100 1.0 +17 2723.40791378 2722.24310618 0.0005 100 100 1.0 +18 2721.2504687 2722.86227761 0.0005 100 100 1.0 +19 2718.92615943 2717.72974286 0.0005 100 100 1.0 +20 2717.646262 2716.38267339 0.0005 100 100 1.0 +21 2715.4057446 2716.56516221 0.0005 100 100 1.0 +22 2714.30086458 2713.45851803 0.0005 100 100 1.0 +23 2712.25349495 2716.66243801 0.0005 100 100 1.0 +24 2710.25621074 2709.72802688 0.0005 100 100 1.0 +25 2709.21366582 2708.2279928 0.0005 100 100 1.0 +26 2707.75172296 2708.81192489 0.0005 100 100 1.0 +27 2706.39209578 2706.22909447 0.0005 100 100 1.0 +28 2704.97664117 2706.07940639 0.0005 100 100 1.0 +29 2703.74171898 2704.47885873 0.0005 100 100 1.0 +30 2702.64292565 2703.54547598 0.0005 100 100 1.0 +31 2701.00084444 2701.73133001 0.0005 100 100 1.0 +32 2699.98910305 2700.23620255 0.0005 100 100 1.0 +33 2699.09377446 2700.49272806 0.0005 100 100 1.0 +34 2698.1210791 2700.18437332 0.0005 100 100 1.0 +35 2697.01306724 2697.79423007 0.0005 100 100 1.0 +36 2696.0582503 2696.24670574 0.0005 100 100 1.0 +37 2695.63346763 2695.42804807 0.0005 100 100 1.0 +38 2694.49377536 2697.58523822 0.0005 100 100 1.0 +39 2693.74108797 2694.9090994 0.0005 100 100 1.0 +40 2693.23488932 2693.33401845 0.0005 100 100 1.0 +41 2691.90239861 2692.33808528 0.0005 100 100 1.0 +42 2690.92368213 2694.27802762 0.0005 100 100 1.0 +43 2690.2641635 2691.6115914 0.0005 100 100 1.0 +44 2689.76399079 2688.52262759 0.0005 100 100 1.0 +45 2688.30476847 2689.14172013 0.0005 100 100 1.0 +46 2687.4532795 2689.89020301 0.0005 100 100 1.0 +47 2687.48593003 2687.7369037 0.0005 100 100 1.0 +48 2686.43139628 2687.14010918 0.0005 100 100 1.0 +49 2685.46480544 2687.32974809 0.0005 100 100 1.0 +50 2685.09489824 2687.18555014 0.0005 100 100 1.0 +51 2684.51546731 2685.08342467 0.0005 100 100 1.0 +52 2684.35691095 2685.77992473 0.0005 100 100 1.0 +53 2683.74576321 2691.78453259 0.0005 100 100 1.0 +54 2683.05769541 2684.70105751 0.0005 100 100 1.0 +55 2682.79610222 2684.27928474 0.0005 100 100 1.0 +56 2681.85610557 2682.39833714 0.0005 100 100 1.0 +57 2681.45256555 2681.90972212 0.0005 100 100 1.0 +58 2680.72794308 2681.75480392 0.0005 100 100 1.0 +59 2680.45680337 2682.88199512 0.0005 100 100 1.0 +60 2679.90945851 2681.34308667 0.0005 100 100 1.0 +61 2679.3652234 2682.45856471 0.0005 100 100 1.0 +62 2678.78711936 2680.94631287 0.0005 100 100 1.0 +63 2678.41533093 2681.75830965 0.0005 100 100 1.0 +64 2678.09751409 2679.48037445 0.0005 100 100 1.0 +65 2677.5165764 2677.82973642 0.0005 100 100 1.0 +66 2677.33617194 2679.59065366 0.0005 100 100 1.0 +67 2676.5537522 2676.74454815 0.0005 100 100 1.0 +68 2676.56703804 2678.17939668 0.0005 100 100 1.0 +69 2675.96063337 2675.53615849 0.0005 100 100 1.0 +70 2675.38973846 2675.56740335 0.0005 100 100 1.0 +71 2675.46137899 2676.62393568 0.0005 100 100 1.0 +72 2674.52225191 2676.14015773 0.0005 100 100 1.0 +73 2675.22180102 2676.17307003 0.0005 100 100 1.0 +74 2674.42968996 2675.34907301 0.0005 100 100 1.0 +75 2673.52504512 2674.85296246 0.0005 100 100 1.0 +76 2673.60316188 2675.30569441 0.0005 100 100 1.0 +77 2672.92509855 2677.68966366 0.0005 100 100 1.0 +78 2672.712221 2678.90405787 0.0005 100 100 1.0 +79 2672.34418812 2674.53670232 0.0005 100 100 1.0 +80 2672.16043566 2672.71084741 0.0005 100 100 1.0 +81 2671.87121127 2672.73929656 0.0005 100 100 1.0 +82 2671.17888412 2672.86394692 0.0005 100 100 1.0 +83 2671.39288571 2672.99628094 0.0005 100 100 1.0 +84 2671.07253368 2674.1974192 0.0005 100 100 1.0 +85 2670.50742662 2672.12969469 0.0005 100 100 1.0 +86 2670.68738915 2672.97630062 0.0005 100 100 1.0 +87 2670.26623788 2670.77577761 0.0005 100 100 1.0 +88 2669.94206058 2674.40058622 0.0005 100 100 1.0 +89 2669.53642859 2673.99459576 0.0005 100 100 1.0 +90 2669.62047981 2670.09535815 0.0005 100 100 1.0 +91 2669.23005524 2670.44700141 0.0005 100 100 1.0 +92 2668.88515511 2669.18783797 0.0005 100 100 1.0 +93 2668.55642042 2669.45869729 0.0005 100 100 1.0 +94 2668.55201809 2669.89365739 0.0005 100 100 1.0 +95 2668.49695562 2670.53510724 0.0005 100 100 1.0 +96 2668.21176869 2668.85977645 0.0005 100 100 1.0 +97 2668.10725775 2669.79543303 0.0005 100 100 1.0 +98 2667.50693821 2669.12366493 0.0005 100 100 1.0 +99 2667.72360247 2668.73173893 0.0005 100 100 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_10e_0.01k.tsv new file mode 100644 index 0000000..9396379 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.35878832 3008.4778789 0.0005 100 10 0.01 +1 2872.4396636 2860.97593091 0.0005 100 10 0.01 +2 2823.43127751 2818.65223125 0.0005 100 10 0.01 +3 2799.48047098 2791.12290777 0.0005 100 10 0.01 +4 2783.43926189 2778.99016015 0.0005 100 10 0.01 +5 2772.91628658 2766.91750428 0.0005 100 10 0.01 +6 2763.7546103 2765.0936459 0.0005 100 10 0.01 +7 2757.07132237 2755.0283894 0.0005 100 10 0.01 +8 2752.42453163 2750.57044274 0.0005 100 10 0.01 +9 2747.89304527 2744.17235161 0.0005 100 10 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_10e_0.05k.tsv new file mode 100644 index 0000000..6f01aba --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.33515409 3002.9964868 0.0005 100 10 0.05 +1 2872.27622944 2860.21414447 0.0005 100 10 0.05 +2 2823.36960038 2819.32496751 0.0005 100 10 0.05 +3 2799.41629102 2790.59426162 0.0005 100 10 0.05 +4 2783.35202197 2778.95088572 0.0005 100 10 0.05 +5 2772.86114504 2767.12086081 0.0005 100 10 0.05 +6 2763.71839008 2764.46180763 0.0005 100 10 0.05 +7 2756.96537148 2754.5625999 0.0005 100 10 0.05 +8 2752.25985562 2750.07188424 0.0005 100 10 0.05 +9 2747.7682233 2743.57204669 0.0005 100 10 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_10e_0.1k.tsv new file mode 100644 index 0000000..e8e2816 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.18727414 3006.65068611 0.0005 100 10 0.1 +1 2872.50799914 2862.14227657 0.0005 100 10 0.1 +2 2823.40093939 2817.59656485 0.0005 100 10 0.1 +3 2799.37629182 2790.86444734 0.0005 100 10 0.1 +4 2783.47052357 2779.50986365 0.0005 100 10 0.1 +5 2772.99816673 2766.10622078 0.0005 100 10 0.1 +6 2763.83699556 2764.68018979 0.0005 100 10 0.1 +7 2757.15053743 2754.34756569 0.0005 100 10 0.1 +8 2752.42283776 2750.80134375 0.0005 100 10 0.1 +9 2747.94639099 2744.08617931 0.0005 100 10 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_10e_1k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_10e_1k.tsv new file mode 100644 index 0000000..0a7dab4 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.44682587 3003.74677809 0.0005 100 10 1.0 +1 2872.54435765 2862.68997408 0.0005 100 10 1.0 +2 2823.43028012 2819.07936718 0.0005 100 10 1.0 +3 2799.4807416 2790.8980986 0.0005 100 10 1.0 +4 2783.51304787 2779.21816789 0.0005 100 10 1.0 +5 2773.03268997 2766.49330877 0.0005 100 10 1.0 +6 2763.82362942 2764.7319378 0.0005 100 10 1.0 +7 2757.13874719 2754.80762699 0.0005 100 10 1.0 +8 2752.44110035 2751.01992244 0.0005 100 10 1.0 +9 2747.99367159 2744.05133815 0.0005 100 10 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_25e_0.01k.tsv new file mode 100644 index 0000000..22afffc --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.53461887 3007.60001503 0.0005 100 25 0.01 +1 2872.71435026 2862.62101019 0.0005 100 25 0.01 +2 2823.54396466 2818.09707787 0.0005 100 25 0.01 +3 2799.49380029 2791.34286306 0.0005 100 25 0.01 +4 2783.54728119 2779.56362127 0.0005 100 25 0.01 +5 2773.10508209 2766.18082931 0.0005 100 25 0.01 +6 2763.90568181 2764.7677079 0.0005 100 25 0.01 +7 2757.23595264 2754.49430961 0.0005 100 25 0.01 +8 2752.53129982 2750.74764309 0.0005 100 25 0.01 +9 2748.03118897 2743.83498148 0.0005 100 25 0.01 +10 2743.8358697 2753.17568555 0.0005 100 25 0.01 +11 2739.7666816 2739.41293936 0.0005 100 25 0.01 +12 2736.40875433 2736.34009629 0.0005 100 25 0.01 +13 2733.84688477 2735.04569538 0.0005 100 25 0.01 +14 2730.80175465 2731.5747159 0.0005 100 25 0.01 +15 2727.98382442 2730.77588311 0.0005 100 25 0.01 +16 2725.71557109 2728.44714145 0.0005 100 25 0.01 +17 2723.48793915 2722.12800578 0.0005 100 25 0.01 +18 2721.34640639 2722.66289221 0.0005 100 25 0.01 +19 2719.05249835 2717.28566694 0.0005 100 25 0.01 +20 2717.77949529 2716.48974003 0.0005 100 25 0.01 +21 2715.50333383 2717.19957072 0.0005 100 25 0.01 +22 2714.36285156 2712.24901037 0.0005 100 25 0.01 +23 2712.38792817 2715.56884159 0.0005 100 25 0.01 +24 2710.31424159 2709.62857295 0.0005 100 25 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_25e_0.05k.tsv new file mode 100644 index 0000000..e16f329 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3093.91357196 3004.89529822 0.0005 100 25 0.05 +1 2872.39649236 2862.49393056 0.0005 100 25 0.05 +2 2823.36194518 2817.06132504 0.0005 100 25 0.05 +3 2799.33438019 2790.50149005 0.0005 100 25 0.05 +4 2783.39166446 2778.87574269 0.0005 100 25 0.05 +5 2773.01522511 2766.05768908 0.0005 100 25 0.05 +6 2763.79399387 2764.80525 0.0005 100 25 0.05 +7 2757.17594644 2755.27249875 0.0005 100 25 0.05 +8 2752.5448519 2751.13615718 0.0005 100 25 0.05 +9 2747.97754998 2743.88640412 0.0005 100 25 0.05 +10 2743.82229333 2753.07325946 0.0005 100 25 0.05 +11 2739.75967843 2739.44408199 0.0005 100 25 0.05 +12 2736.44789837 2735.438175 0.0005 100 25 0.05 +13 2733.92917668 2735.28496346 0.0005 100 25 0.05 +14 2730.78530707 2731.11913456 0.0005 100 25 0.05 +15 2727.94903017 2730.97351564 0.0005 100 25 0.05 +16 2725.65772768 2729.3151258 0.0005 100 25 0.05 +17 2723.52287045 2721.83193695 0.0005 100 25 0.05 +18 2721.36630506 2722.81956327 0.0005 100 25 0.05 +19 2719.01781933 2717.64625704 0.0005 100 25 0.05 +20 2717.74084163 2716.26920122 0.0005 100 25 0.05 +21 2715.45131689 2716.89682281 0.0005 100 25 0.05 +22 2714.35122092 2712.78603245 0.0005 100 25 0.05 +23 2712.34254066 2716.13218184 0.0005 100 25 0.05 +24 2710.29244291 2709.8449665 0.0005 100 25 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_25e_0.1k.tsv new file mode 100644 index 0000000..d62b442 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3095.20662205 3003.59929801 0.0005 100 25 0.1 +1 2872.44540787 2862.47603687 0.0005 100 25 0.1 +2 2823.10971905 2819.12618102 0.0005 100 25 0.1 +3 2799.2008665 2790.53165939 0.0005 100 25 0.1 +4 2783.31182728 2779.24609702 0.0005 100 25 0.1 +5 2772.93426654 2766.76939074 0.0005 100 25 0.1 +6 2763.69157287 2764.97157092 0.0005 100 25 0.1 +7 2757.05563055 2754.41531915 0.0005 100 25 0.1 +8 2752.3437327 2751.4823906 0.0005 100 25 0.1 +9 2747.84912872 2743.80635447 0.0005 100 25 0.1 +10 2743.70419955 2754.73876206 0.0005 100 25 0.1 +11 2739.61264033 2739.24129216 0.0005 100 25 0.1 +12 2736.33087941 2734.92008526 0.0005 100 25 0.1 +13 2733.68138318 2736.43669055 0.0005 100 25 0.1 +14 2730.64234916 2731.58685431 0.0005 100 25 0.1 +15 2727.86937452 2730.76396223 0.0005 100 25 0.1 +16 2725.50667578 2728.68157854 0.0005 100 25 0.1 +17 2723.33154131 2722.35444644 0.0005 100 25 0.1 +18 2721.20974022 2723.37650172 0.0005 100 25 0.1 +19 2718.8917903 2717.63902805 0.0005 100 25 0.1 +20 2717.54402618 2716.01175329 0.0005 100 25 0.1 +21 2715.30544544 2717.11295075 0.0005 100 25 0.1 +22 2714.14490717 2711.9617222 0.0005 100 25 0.1 +23 2712.1771236 2715.50039679 0.0005 100 25 0.1 +24 2710.13841023 2709.82563084 0.0005 100 25 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_25e_1k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_25e_1k.tsv new file mode 100644 index 0000000..80e537b --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.19583336 3006.0622708 0.0005 100 25 1.0 +1 2872.55165967 2861.76189614 0.0005 100 25 1.0 +2 2823.44150566 2817.66260746 0.0005 100 25 1.0 +3 2799.42050864 2790.99475961 0.0005 100 25 1.0 +4 2783.46241171 2779.5260857 0.0005 100 25 1.0 +5 2773.01239186 2766.2034499 0.0005 100 25 1.0 +6 2763.83024075 2764.78687831 0.0005 100 25 1.0 +7 2757.16074846 2754.92351723 0.0005 100 25 1.0 +8 2752.48765084 2751.22191963 0.0005 100 25 1.0 +9 2748.01488926 2743.81425006 0.0005 100 25 1.0 +10 2743.8023502 2754.52664541 0.0005 100 25 1.0 +11 2739.72858262 2739.30799437 0.0005 100 25 1.0 +12 2736.39545257 2735.61154286 0.0005 100 25 1.0 +13 2733.8200313 2735.11051168 0.0005 100 25 1.0 +14 2730.78727667 2730.84816227 0.0005 100 25 1.0 +15 2727.96212091 2731.6681438 0.0005 100 25 1.0 +16 2725.68792998 2728.44643937 0.0005 100 25 1.0 +17 2723.5189552 2721.83958701 0.0005 100 25 1.0 +18 2721.37347737 2722.94088202 0.0005 100 25 1.0 +19 2719.06854827 2717.33614663 0.0005 100 25 1.0 +20 2717.81428895 2716.29622334 0.0005 100 25 1.0 +21 2715.49789292 2716.90438277 0.0005 100 25 1.0 +22 2714.39427131 2712.47119374 0.0005 100 25 1.0 +23 2712.40431887 2715.75803143 0.0005 100 25 1.0 +24 2710.3539158 2709.84429243 0.0005 100 25 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_50e_0.01k.tsv new file mode 100644 index 0000000..b72555f --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.31091045 3005.89751182 0.0005 100 50 0.01 +1 2872.51723478 2861.35395536 0.0005 100 50 0.01 +2 2823.43846736 2818.16883655 0.0005 100 50 0.01 +3 2799.45334969 2790.818646 0.0005 100 50 0.01 +4 2783.45736428 2779.3708048 0.0005 100 50 0.01 +5 2773.00329703 2766.23736631 0.0005 100 50 0.01 +6 2763.81829586 2764.63628135 0.0005 100 50 0.01 +7 2757.10364505 2754.84111207 0.0005 100 50 0.01 +8 2752.44487583 2750.97816879 0.0005 100 50 0.01 +9 2747.97301622 2743.79767091 0.0005 100 50 0.01 +10 2743.80003072 2753.35712078 0.0005 100 50 0.01 +11 2739.77792325 2739.23339237 0.0005 100 50 0.01 +12 2736.43884948 2735.98982685 0.0005 100 50 0.01 +13 2733.863379 2734.96168439 0.0005 100 50 0.01 +14 2730.75039501 2730.85953185 0.0005 100 50 0.01 +15 2727.95763313 2731.71699293 0.0005 100 50 0.01 +16 2725.67717256 2728.54223306 0.0005 100 50 0.01 +17 2723.51448984 2721.93335708 0.0005 100 50 0.01 +18 2721.36195646 2723.11946926 0.0005 100 50 0.01 +19 2719.0697248 2717.43413198 0.0005 100 50 0.01 +20 2717.78281978 2716.33417297 0.0005 100 50 0.01 +21 2715.47895393 2717.26667298 0.0005 100 50 0.01 +22 2714.4041292 2712.41792534 0.0005 100 50 0.01 +23 2712.43725889 2715.681776 0.0005 100 50 0.01 +24 2710.34720874 2709.57002728 0.0005 100 50 0.01 +25 2709.28624973 2708.25010036 0.0005 100 50 0.01 +26 2707.8825723 2708.85245784 0.0005 100 50 0.01 +27 2706.51546938 2706.75167397 0.0005 100 50 0.01 +28 2705.01788342 2705.67311017 0.0005 100 50 0.01 +29 2703.90607112 2704.44570509 0.0005 100 50 0.01 +30 2702.70668246 2704.49748997 0.0005 100 50 0.01 +31 2701.10598258 2700.80536857 0.0005 100 50 0.01 +32 2700.0356409 2699.83287384 0.0005 100 50 0.01 +33 2699.08253974 2699.87399076 0.0005 100 50 0.01 +34 2698.20378633 2700.10896608 0.0005 100 50 0.01 +35 2697.16612254 2697.87426291 0.0005 100 50 0.01 +36 2696.14716158 2696.80307188 0.0005 100 50 0.01 +37 2695.70636595 2695.58367068 0.0005 100 50 0.01 +38 2694.56162335 2697.12198675 0.0005 100 50 0.01 +39 2693.82131121 2694.27520624 0.0005 100 50 0.01 +40 2693.29355518 2692.52460452 0.0005 100 50 0.01 +41 2691.96158508 2692.50083325 0.0005 100 50 0.01 +42 2691.01995409 2693.86100976 0.0005 100 50 0.01 +43 2690.460189 2690.63760335 0.0005 100 50 0.01 +44 2689.83244984 2688.85677441 0.0005 100 50 0.01 +45 2688.43580834 2688.83595524 0.0005 100 50 0.01 +46 2687.62063729 2689.40452841 0.0005 100 50 0.01 +47 2687.60138704 2687.71724128 0.0005 100 50 0.01 +48 2686.61992645 2687.15227373 0.0005 100 50 0.01 +49 2685.56338838 2686.75203995 0.0005 100 50 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_50e_0.05k.tsv new file mode 100644 index 0000000..30c2d42 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.02827959 3003.95400867 0.0005 100 50 0.05 +1 2872.46245736 2862.34823089 0.0005 100 50 0.05 +2 2823.36209292 2817.16004188 0.0005 100 50 0.05 +3 2799.33669791 2791.18925053 0.0005 100 50 0.05 +4 2783.39929141 2778.86922652 0.0005 100 50 0.05 +5 2772.98941265 2766.46802365 0.0005 100 50 0.05 +6 2763.81503089 2765.1378783 0.0005 100 50 0.05 +7 2757.14677673 2754.98445716 0.0005 100 50 0.05 +8 2752.51971102 2750.75834139 0.0005 100 50 0.05 +9 2747.94256437 2744.0073863 0.0005 100 50 0.05 +10 2743.84751005 2753.91069121 0.0005 100 50 0.05 +11 2739.81012647 2739.14789694 0.0005 100 50 0.05 +12 2736.46662235 2735.5028634 0.0005 100 50 0.05 +13 2733.89864058 2735.02795153 0.0005 100 50 0.05 +14 2730.81691217 2731.11012189 0.0005 100 50 0.05 +15 2727.9638612 2730.95669795 0.0005 100 50 0.05 +16 2725.67217662 2728.06871462 0.0005 100 50 0.05 +17 2723.53582816 2721.75804124 0.0005 100 50 0.05 +18 2721.39209941 2722.56401246 0.0005 100 50 0.05 +19 2719.05783962 2717.8051431 0.0005 100 50 0.05 +20 2717.81848208 2716.08955806 0.0005 100 50 0.05 +21 2715.50560004 2716.71225903 0.0005 100 50 0.05 +22 2714.40099972 2712.93798501 0.0005 100 50 0.05 +23 2712.35198944 2715.82706068 0.0005 100 50 0.05 +24 2710.35520809 2709.78223543 0.0005 100 50 0.05 +25 2709.26568862 2708.08363334 0.0005 100 50 0.05 +26 2707.8180699 2708.21361978 0.0005 100 50 0.05 +27 2706.52003937 2706.89808459 0.0005 100 50 0.05 +28 2705.02351183 2705.99892027 0.0005 100 50 0.05 +29 2703.87024594 2704.21647058 0.0005 100 50 0.05 +30 2702.68277784 2704.21018547 0.0005 100 50 0.05 +31 2701.08360627 2701.03440936 0.0005 100 50 0.05 +32 2700.011779 2699.97234489 0.0005 100 50 0.05 +33 2699.04149838 2701.05120931 0.0005 100 50 0.05 +34 2698.21902441 2700.22005613 0.0005 100 50 0.05 +35 2697.1577489 2697.81335659 0.0005 100 50 0.05 +36 2696.15453858 2696.4335256 0.0005 100 50 0.05 +37 2695.6730909 2696.78595496 0.0005 100 50 0.05 +38 2694.55703722 2697.45435644 0.0005 100 50 0.05 +39 2693.84160116 2694.22495668 0.0005 100 50 0.05 +40 2693.26582292 2692.41658046 0.0005 100 50 0.05 +41 2691.98417905 2692.7072063 0.0005 100 50 0.05 +42 2691.04135788 2693.84209563 0.0005 100 50 0.05 +43 2690.45766078 2690.78437108 0.0005 100 50 0.05 +44 2689.85700357 2688.88610863 0.0005 100 50 0.05 +45 2688.4117721 2688.8847913 0.0005 100 50 0.05 +46 2687.57414649 2690.13834744 0.0005 100 50 0.05 +47 2687.58786835 2687.42624012 0.0005 100 50 0.05 +48 2686.60575037 2687.6240057 0.0005 100 50 0.05 +49 2685.57331593 2686.85423404 0.0005 100 50 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_50e_0.1k.tsv new file mode 100644 index 0000000..c7d9c0d --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.1758146 3012.45148604 0.0005 100 50 0.1 +1 2872.55316858 2864.16194086 0.0005 100 50 0.1 +2 2823.52924189 2819.79602448 0.0005 100 50 0.1 +3 2799.62914878 2791.37973904 0.0005 100 50 0.1 +4 2783.57423633 2779.76570809 0.0005 100 50 0.1 +5 2773.02322046 2766.06110798 0.0005 100 50 0.1 +6 2763.8779369 2764.93487094 0.0005 100 50 0.1 +7 2757.24542954 2755.41359429 0.0005 100 50 0.1 +8 2752.51457955 2750.32375941 0.0005 100 50 0.1 +9 2747.84233521 2743.90386461 0.0005 100 50 0.1 +10 2743.79099716 2753.24524509 0.0005 100 50 0.1 +11 2739.76238669 2739.36889088 0.0005 100 50 0.1 +12 2736.40503176 2735.42695994 0.0005 100 50 0.1 +13 2733.91177407 2734.80121118 0.0005 100 50 0.1 +14 2730.77055681 2731.16602076 0.0005 100 50 0.1 +15 2727.96549017 2731.3671791 0.0005 100 50 0.1 +16 2725.69574017 2728.45866134 0.0005 100 50 0.1 +17 2723.54555104 2722.15584948 0.0005 100 50 0.1 +18 2721.3582305 2722.61876158 0.0005 100 50 0.1 +19 2719.13486657 2718.86616099 0.0005 100 50 0.1 +20 2717.78424889 2716.47111812 0.0005 100 50 0.1 +21 2715.53376299 2717.53515298 0.0005 100 50 0.1 +22 2714.44591573 2712.33389381 0.0005 100 50 0.1 +23 2712.33749789 2716.37459201 0.0005 100 50 0.1 +24 2710.36240491 2709.64438374 0.0005 100 50 0.1 +25 2709.35991733 2708.14549147 0.0005 100 50 0.1 +26 2707.80755312 2708.58315766 0.0005 100 50 0.1 +27 2706.4954894 2706.70349191 0.0005 100 50 0.1 +28 2705.06609475 2705.91077851 0.0005 100 50 0.1 +29 2703.85464088 2704.14583598 0.0005 100 50 0.1 +30 2702.7019231 2703.86252455 0.0005 100 50 0.1 +31 2701.12178109 2701.47524563 0.0005 100 50 0.1 +32 2700.00621621 2699.68860447 0.0005 100 50 0.1 +33 2699.15627516 2700.15605581 0.0005 100 50 0.1 +34 2698.1637399 2700.09157794 0.0005 100 50 0.1 +35 2697.14729966 2698.21769548 0.0005 100 50 0.1 +36 2696.16605593 2696.6570249 0.0005 100 50 0.1 +37 2695.71905727 2696.8052234 0.0005 100 50 0.1 +38 2694.54263539 2698.49422605 0.0005 100 50 0.1 +39 2693.84423877 2695.290708 0.0005 100 50 0.1 +40 2693.26563159 2693.1844256 0.0005 100 50 0.1 +41 2691.8759258 2692.91405036 0.0005 100 50 0.1 +42 2691.04403614 2694.91172519 0.0005 100 50 0.1 +43 2690.37540967 2691.47298908 0.0005 100 50 0.1 +44 2689.73726786 2688.97464112 0.0005 100 50 0.1 +45 2688.41154437 2689.16907228 0.0005 100 50 0.1 +46 2687.52431615 2689.51592469 0.0005 100 50 0.1 +47 2687.52224068 2687.62397816 0.0005 100 50 0.1 +48 2686.48786569 2686.96525594 0.0005 100 50 0.1 +49 2685.5304705 2686.68570652 0.0005 100 50 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_100bs_50e_1k.tsv b/param_sweep/paramsweep_0.0005lr_100bs_50e_1k.tsv new file mode 100644 index 0000000..e6cf288 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_100bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3094.69312187 3002.1346872 0.0005 100 50 1.0 +1 2872.35374283 2861.96909497 0.0005 100 50 1.0 +2 2823.19562423 2817.6576663 0.0005 100 50 1.0 +3 2799.18983061 2790.4407065 0.0005 100 50 1.0 +4 2783.2770661 2779.12014986 0.0005 100 50 1.0 +5 2772.92970171 2766.32646176 0.0005 100 50 1.0 +6 2763.65445727 2765.22382934 0.0005 100 50 1.0 +7 2757.02336962 2754.71626565 0.0005 100 50 1.0 +8 2752.31016065 2750.74061902 0.0005 100 50 1.0 +9 2747.83295083 2743.74146722 0.0005 100 50 1.0 +10 2743.71320303 2753.87172067 0.0005 100 50 1.0 +11 2739.65544457 2739.07571534 0.0005 100 50 1.0 +12 2736.35359188 2735.246252 0.0005 100 50 1.0 +13 2733.77421951 2736.10830414 0.0005 100 50 1.0 +14 2730.68491405 2731.41017446 0.0005 100 50 1.0 +15 2727.85674247 2730.00521845 0.0005 100 50 1.0 +16 2725.54478457 2728.58917528 0.0005 100 50 1.0 +17 2723.31068522 2721.84192945 0.0005 100 50 1.0 +18 2721.20441685 2723.15301502 0.0005 100 50 1.0 +19 2718.91104642 2717.81615651 0.0005 100 50 1.0 +20 2717.58709258 2716.06403627 0.0005 100 50 1.0 +21 2715.28085859 2716.64136209 0.0005 100 50 1.0 +22 2714.17391343 2712.08318893 0.0005 100 50 1.0 +23 2712.13263001 2715.10930358 0.0005 100 50 1.0 +24 2710.14645968 2709.62760946 0.0005 100 50 1.0 +25 2709.05067442 2708.22064244 0.0005 100 50 1.0 +26 2707.59906082 2709.1435827 0.0005 100 50 1.0 +27 2706.22425088 2706.8246104 0.0005 100 50 1.0 +28 2704.85819554 2706.0537945 0.0005 100 50 1.0 +29 2703.7612688 2704.44802045 0.0005 100 50 1.0 +30 2702.44543049 2704.00215152 0.0005 100 50 1.0 +31 2700.85903933 2701.41078831 0.0005 100 50 1.0 +32 2699.82976987 2700.03803832 0.0005 100 50 1.0 +33 2698.77833445 2699.5564637 0.0005 100 50 1.0 +34 2697.95062044 2699.84129786 0.0005 100 50 1.0 +35 2696.91875572 2698.74841099 0.0005 100 50 1.0 +36 2695.93300076 2696.26070531 0.0005 100 50 1.0 +37 2695.41101656 2695.55223816 0.0005 100 50 1.0 +38 2694.33081483 2697.36886521 0.0005 100 50 1.0 +39 2693.57545667 2694.49874709 0.0005 100 50 1.0 +40 2693.01764987 2694.0282951 0.0005 100 50 1.0 +41 2691.70234532 2692.98735557 0.0005 100 50 1.0 +42 2690.81884817 2693.07688656 0.0005 100 50 1.0 +43 2690.10884574 2691.4655435 0.0005 100 50 1.0 +44 2689.55492832 2688.38418211 0.0005 100 50 1.0 +45 2688.21910486 2688.64046162 0.0005 100 50 1.0 +46 2687.31112796 2689.13247453 0.0005 100 50 1.0 +47 2687.34159037 2687.26215195 0.0005 100 50 1.0 +48 2686.3605734 2686.87264122 0.0005 100 50 1.0 +49 2685.36629266 2686.48781304 0.0005 100 50 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_100e_0.01k.tsv new file mode 100644 index 0000000..7f8d294 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3134.65642318 3077.91161222 0.0005 128 100 0.01 +1 2897.07486644 2892.21463089 0.0005 128 100 0.01 +2 2840.36661109 2844.22573252 0.0005 128 100 0.01 +3 2811.64029791 2826.01553537 0.0005 128 100 0.01 +4 2793.42989159 2804.63960736 0.0005 128 100 0.01 +5 2781.27068094 2777.74484877 0.0005 128 100 0.01 +6 2771.65908038 2772.3366111 0.0005 128 100 0.01 +7 2764.62478592 2767.53086068 0.0005 128 100 0.01 +8 2758.93678262 2759.2547227 0.0005 128 100 0.01 +9 2754.33882626 2755.64194793 0.0005 128 100 0.01 +10 2750.16741207 2748.07122231 0.0005 128 100 0.01 +11 2746.22231547 2749.04619673 0.0005 128 100 0.01 +12 2743.14149893 2744.2661889 0.0005 128 100 0.01 +13 2739.95868234 2740.34601962 0.0005 128 100 0.01 +14 2737.19489798 2739.33200791 0.0005 128 100 0.01 +15 2734.57580713 2736.5512714 0.0005 128 100 0.01 +16 2731.88181781 2736.49207313 0.0005 128 100 0.01 +17 2729.8997959 2731.9412354 0.0005 128 100 0.01 +18 2727.86581639 2728.82596835 0.0005 128 100 0.01 +19 2725.56817644 2727.99502196 0.0005 128 100 0.01 +20 2724.10422507 2726.5864846 0.0005 128 100 0.01 +21 2722.26406072 2722.51155397 0.0005 128 100 0.01 +22 2720.63491569 2719.93533168 0.0005 128 100 0.01 +23 2718.3505788 2719.48005936 0.0005 128 100 0.01 +24 2716.80690292 2717.45079983 0.0005 128 100 0.01 +25 2715.33739604 2717.6407207 0.0005 128 100 0.01 +26 2714.17290178 2715.29254209 0.0005 128 100 0.01 +27 2712.41123609 2714.08444231 0.0005 128 100 0.01 +28 2711.32038673 2715.10923122 0.0005 128 100 0.01 +29 2709.9886648 2713.22990158 0.0005 128 100 0.01 +30 2708.56490904 2712.01042663 0.0005 128 100 0.01 +31 2706.90545341 2707.97058782 0.0005 128 100 0.01 +32 2705.92101886 2707.88496822 0.0005 128 100 0.01 +33 2705.11655667 2705.54556654 0.0005 128 100 0.01 +34 2704.149791 2704.10627399 0.0005 128 100 0.01 +35 2703.03948646 2705.34123297 0.0005 128 100 0.01 +36 2702.08704675 2704.8541897 0.0005 128 100 0.01 +37 2701.14670315 2702.80018374 0.0005 128 100 0.01 +38 2700.11898918 2702.14658847 0.0005 128 100 0.01 +39 2699.29781696 2703.31292713 0.0005 128 100 0.01 +40 2698.21698183 2699.30109354 0.0005 128 100 0.01 +41 2697.18543327 2699.34403149 0.0005 128 100 0.01 +42 2696.39435247 2698.10024984 0.0005 128 100 0.01 +43 2695.66924156 2696.55553569 0.0005 128 100 0.01 +44 2694.74660854 2695.21130301 0.0005 128 100 0.01 +45 2693.91644998 2695.73304973 0.0005 128 100 0.01 +46 2693.05798608 2696.20953287 0.0005 128 100 0.01 +47 2692.61901678 2692.3263642 0.0005 128 100 0.01 +48 2691.38465192 2693.00118989 0.0005 128 100 0.01 +49 2690.94987896 2693.06617145 0.0005 128 100 0.01 +50 2690.09452612 2691.72028813 0.0005 128 100 0.01 +51 2689.37418554 2690.63329471 0.0005 128 100 0.01 +52 2689.31747053 2691.6353356 0.0005 128 100 0.01 +53 2688.50608274 2691.22233275 0.0005 128 100 0.01 +54 2687.67825381 2690.44990729 0.0005 128 100 0.01 +55 2687.40691621 2688.3944869 0.0005 128 100 0.01 +56 2686.31015181 2688.73717538 0.0005 128 100 0.01 +57 2685.90377361 2689.31003385 0.0005 128 100 0.01 +58 2685.3955858 2688.54102309 0.0005 128 100 0.01 +59 2684.91209379 2686.76151009 0.0005 128 100 0.01 +60 2684.3530724 2688.38082296 0.0005 128 100 0.01 +61 2683.97805766 2687.446733 0.0005 128 100 0.01 +62 2683.12933529 2686.35311464 0.0005 128 100 0.01 +63 2682.63734032 2683.47042818 0.0005 128 100 0.01 +64 2682.25355123 2683.88075481 0.0005 128 100 0.01 +65 2681.67609083 2683.57279358 0.0005 128 100 0.01 +66 2681.44063562 2683.31466412 0.0005 128 100 0.01 +67 2680.324126 2683.57277678 0.0005 128 100 0.01 +68 2680.67393179 2684.55165231 0.0005 128 100 0.01 +69 2680.0636348 2683.4239677 0.0005 128 100 0.01 +70 2679.24474248 2681.15675229 0.0005 128 100 0.01 +71 2678.87094402 2681.24973299 0.0005 128 100 0.01 +72 2678.47918855 2679.96544827 0.0005 128 100 0.01 +73 2678.62451924 2679.71163164 0.0005 128 100 0.01 +74 2677.56879537 2680.29554506 0.0005 128 100 0.01 +75 2677.33638047 2682.66750194 0.0005 128 100 0.01 +76 2677.14215842 2678.45268667 0.0005 128 100 0.01 +77 2676.20934279 2677.86443847 0.0005 128 100 0.01 +78 2676.42162469 2678.43930935 0.0005 128 100 0.01 +79 2675.47521494 2678.37395622 0.0005 128 100 0.01 +80 2675.08533331 2677.66506427 0.0005 128 100 0.01 +81 2674.97532286 2676.94660743 0.0005 128 100 0.01 +82 2674.17484668 2676.70827623 0.0005 128 100 0.01 +83 2674.30662626 2676.22914535 0.0005 128 100 0.01 +84 2674.2057399 2678.37781392 0.0005 128 100 0.01 +85 2673.54035611 2676.48861548 0.0005 128 100 0.01 +86 2673.3868137 2677.42661544 0.0005 128 100 0.01 +87 2672.8924307 2676.63855471 0.0005 128 100 0.01 +88 2672.89514426 2677.19608087 0.0005 128 100 0.01 +89 2672.35435314 2675.48607605 0.0005 128 100 0.01 +90 2672.55799329 2673.76505596 0.0005 128 100 0.01 +91 2671.77605463 2676.35599391 0.0005 128 100 0.01 +92 2671.53397367 2675.91292582 0.0005 128 100 0.01 +93 2671.12444076 2676.92432994 0.0005 128 100 0.01 +94 2670.92889887 2672.34918645 0.0005 128 100 0.01 +95 2671.27688369 2672.88714775 0.0005 128 100 0.01 +96 2670.58991865 2674.84611252 0.0005 128 100 0.01 +97 2670.32937001 2671.99487958 0.0005 128 100 0.01 +98 2669.64754492 2672.62099152 0.0005 128 100 0.01 +99 2670.12328593 2672.75239893 0.0005 128 100 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_100e_0.05k.tsv new file mode 100644 index 0000000..ce8bbad --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3134.75092007 3079.19758305 0.0005 128 100 0.05 +1 2897.27449055 2891.80253832 0.0005 128 100 0.05 +2 2840.51338541 2843.23413366 0.0005 128 100 0.05 +3 2811.75595897 2825.44512951 0.0005 128 100 0.05 +4 2793.44270907 2805.54960303 0.0005 128 100 0.05 +5 2781.28029491 2778.39214026 0.0005 128 100 0.05 +6 2771.68501035 2774.08372436 0.0005 128 100 0.05 +7 2764.63761356 2768.01363266 0.0005 128 100 0.05 +8 2758.96680792 2759.92641891 0.0005 128 100 0.05 +9 2754.29632115 2755.98879287 0.0005 128 100 0.05 +10 2750.10822918 2747.4655533 0.0005 128 100 0.05 +11 2746.16490175 2747.96265769 0.0005 128 100 0.05 +12 2743.12120867 2744.10311837 0.0005 128 100 0.05 +13 2739.88684976 2739.59597014 0.0005 128 100 0.05 +14 2737.15556289 2738.57599776 0.0005 128 100 0.05 +15 2734.52289841 2737.70666714 0.0005 128 100 0.05 +16 2731.82229514 2736.44882196 0.0005 128 100 0.05 +17 2729.87984881 2731.66574814 0.0005 128 100 0.05 +18 2727.79943774 2729.0370753 0.0005 128 100 0.05 +19 2725.52518233 2727.31556366 0.0005 128 100 0.05 +20 2724.07015172 2726.92125368 0.0005 128 100 0.05 +21 2722.23106532 2722.32948901 0.0005 128 100 0.05 +22 2720.57694382 2719.74349363 0.0005 128 100 0.05 +23 2718.33265886 2719.89921707 0.0005 128 100 0.05 +24 2716.830785 2717.8251547 0.0005 128 100 0.05 +25 2715.35384149 2717.6072907 0.0005 128 100 0.05 +26 2714.19341913 2715.14512176 0.0005 128 100 0.05 +27 2712.45188407 2714.01292358 0.0005 128 100 0.05 +28 2711.31882239 2715.06399892 0.0005 128 100 0.05 +29 2709.93679896 2713.00792407 0.0005 128 100 0.05 +30 2708.60202062 2712.13521143 0.0005 128 100 0.05 +31 2706.9311526 2707.92906898 0.0005 128 100 0.05 +32 2705.97713458 2707.40269292 0.0005 128 100 0.05 +33 2705.11811206 2705.10911265 0.0005 128 100 0.05 +34 2704.13800323 2704.38686299 0.0005 128 100 0.05 +35 2703.09338292 2704.66619114 0.0005 128 100 0.05 +36 2702.05674678 2704.15431881 0.0005 128 100 0.05 +37 2701.10207565 2703.33114945 0.0005 128 100 0.05 +38 2700.07265366 2702.33117372 0.0005 128 100 0.05 +39 2699.3258728 2703.10237054 0.0005 128 100 0.05 +40 2698.23514257 2700.03128734 0.0005 128 100 0.05 +41 2697.14814981 2698.77403735 0.0005 128 100 0.05 +42 2696.43176206 2698.03844445 0.0005 128 100 0.05 +43 2695.67039496 2696.75904627 0.0005 128 100 0.05 +44 2694.69648213 2695.38959149 0.0005 128 100 0.05 +45 2693.82238498 2696.10753858 0.0005 128 100 0.05 +46 2693.03724329 2695.99405006 0.0005 128 100 0.05 +47 2692.58655507 2692.51145594 0.0005 128 100 0.05 +48 2691.34901595 2692.81462631 0.0005 128 100 0.05 +49 2690.89861151 2692.49558213 0.0005 128 100 0.05 +50 2690.03382283 2692.63955368 0.0005 128 100 0.05 +51 2689.32795488 2690.66282452 0.0005 128 100 0.05 +52 2689.25958142 2690.77425488 0.0005 128 100 0.05 +53 2688.4663054 2692.02174999 0.0005 128 100 0.05 +54 2687.65588621 2690.77622201 0.0005 128 100 0.05 +55 2687.29534023 2687.9460916 0.0005 128 100 0.05 +56 2686.29252824 2689.19247571 0.0005 128 100 0.05 +57 2685.78490705 2688.7309687 0.0005 128 100 0.05 +58 2685.33440688 2688.64117257 0.0005 128 100 0.05 +59 2684.89444192 2686.91134754 0.0005 128 100 0.05 +60 2684.28947676 2688.35021949 0.0005 128 100 0.05 +61 2683.87046956 2686.38647741 0.0005 128 100 0.05 +62 2683.08033505 2686.11808891 0.0005 128 100 0.05 +63 2682.51935872 2683.00429697 0.0005 128 100 0.05 +64 2682.18449629 2684.13372558 0.0005 128 100 0.05 +65 2681.60705703 2684.15420071 0.0005 128 100 0.05 +66 2681.30679137 2683.32521025 0.0005 128 100 0.05 +67 2680.30830394 2683.42756912 0.0005 128 100 0.05 +68 2680.57244396 2684.15335906 0.0005 128 100 0.05 +69 2679.98660627 2683.43838367 0.0005 128 100 0.05 +70 2679.1212952 2681.41911196 0.0005 128 100 0.05 +71 2678.79780861 2681.48624457 0.0005 128 100 0.05 +72 2678.41517528 2681.14917879 0.0005 128 100 0.05 +73 2678.50289903 2679.93843268 0.0005 128 100 0.05 +74 2677.43858521 2680.35187013 0.0005 128 100 0.05 +75 2677.29527166 2683.7629866 0.0005 128 100 0.05 +76 2677.07713487 2678.65859291 0.0005 128 100 0.05 +77 2676.13371997 2677.54346683 0.0005 128 100 0.05 +78 2676.2949067 2678.15289412 0.0005 128 100 0.05 +79 2675.38461146 2678.96749289 0.0005 128 100 0.05 +80 2675.04995245 2677.38554519 0.0005 128 100 0.05 +81 2674.87955049 2676.77918297 0.0005 128 100 0.05 +82 2674.1097363 2676.55769795 0.0005 128 100 0.05 +83 2674.18023601 2676.27131586 0.0005 128 100 0.05 +84 2674.16361992 2678.45035823 0.0005 128 100 0.05 +85 2673.44036853 2676.90209494 0.0005 128 100 0.05 +86 2673.3214728 2676.69262882 0.0005 128 100 0.05 +87 2672.86295136 2676.40539667 0.0005 128 100 0.05 +88 2672.92119743 2676.44083068 0.0005 128 100 0.05 +89 2672.28005272 2675.57604864 0.0005 128 100 0.05 +90 2672.48783553 2673.91751501 0.0005 128 100 0.05 +91 2671.74928127 2676.32142584 0.0005 128 100 0.05 +92 2671.53540571 2676.3453983 0.0005 128 100 0.05 +93 2671.12450785 2677.42224751 0.0005 128 100 0.05 +94 2670.90581172 2671.8952464 0.0005 128 100 0.05 +95 2671.27144124 2673.22085064 0.0005 128 100 0.05 +96 2670.55091314 2675.11251195 0.0005 128 100 0.05 +97 2670.29233831 2672.38561568 0.0005 128 100 0.05 +98 2669.66855468 2673.34434565 0.0005 128 100 0.05 +99 2670.0984386 2672.9772179 0.0005 128 100 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_100e_0.1k.tsv new file mode 100644 index 0000000..ab5ecb3 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3134.56400696 3080.02852944 0.0005 128 100 0.1 +1 2897.13912436 2891.56801487 0.0005 128 100 0.1 +2 2840.4380337 2843.42372403 0.0005 128 100 0.1 +3 2811.70141596 2825.68004507 0.0005 128 100 0.1 +4 2793.40105898 2804.89080986 0.0005 128 100 0.1 +5 2781.22911424 2778.22339707 0.0005 128 100 0.1 +6 2771.64665846 2773.53679801 0.0005 128 100 0.1 +7 2764.61300456 2767.78877728 0.0005 128 100 0.1 +8 2758.93603985 2760.47588563 0.0005 128 100 0.1 +9 2754.28085351 2756.17147168 0.0005 128 100 0.1 +10 2750.11030931 2747.53330256 0.0005 128 100 0.1 +11 2746.1384696 2748.32825291 0.0005 128 100 0.1 +12 2743.09449876 2744.25585004 0.0005 128 100 0.1 +13 2739.8604897 2740.0085958 0.0005 128 100 0.1 +14 2737.12894137 2738.65152357 0.0005 128 100 0.1 +15 2734.48684836 2737.43987745 0.0005 128 100 0.1 +16 2731.80097061 2736.47947445 0.0005 128 100 0.1 +17 2729.84774368 2731.717885 0.0005 128 100 0.1 +18 2727.77483473 2728.93226428 0.0005 128 100 0.1 +19 2725.48762259 2727.50278171 0.0005 128 100 0.1 +20 2724.01527281 2727.13820087 0.0005 128 100 0.1 +21 2722.18872428 2722.19051371 0.0005 128 100 0.1 +22 2720.54087658 2719.75405423 0.0005 128 100 0.1 +23 2718.29149229 2719.8278043 0.0005 128 100 0.1 +24 2716.76285768 2717.42147915 0.0005 128 100 0.1 +25 2715.32640611 2718.18305085 0.0005 128 100 0.1 +26 2714.15038214 2714.88145362 0.0005 128 100 0.1 +27 2712.41854068 2714.32558603 0.0005 128 100 0.1 +28 2711.28644208 2714.85150088 0.0005 128 100 0.1 +29 2709.92270528 2712.87272805 0.0005 128 100 0.1 +30 2708.59938751 2711.79041624 0.0005 128 100 0.1 +31 2706.91384251 2708.26290958 0.0005 128 100 0.1 +32 2705.95466506 2707.37928203 0.0005 128 100 0.1 +33 2705.09651317 2705.06910067 0.0005 128 100 0.1 +34 2704.10217001 2703.89114082 0.0005 128 100 0.1 +35 2703.07607498 2705.61958129 0.0005 128 100 0.1 +36 2702.05037778 2703.96614428 0.0005 128 100 0.1 +37 2701.0950993 2703.13903038 0.0005 128 100 0.1 +38 2700.05737105 2702.02141949 0.0005 128 100 0.1 +39 2699.30488402 2702.70909034 0.0005 128 100 0.1 +40 2698.20911398 2699.68848637 0.0005 128 100 0.1 +41 2697.14257688 2698.81053427 0.0005 128 100 0.1 +42 2696.43597991 2698.07330614 0.0005 128 100 0.1 +43 2695.63459146 2696.48843623 0.0005 128 100 0.1 +44 2694.68831786 2695.46178662 0.0005 128 100 0.1 +45 2693.8164825 2696.1286439 0.0005 128 100 0.1 +46 2693.02862836 2695.94753684 0.0005 128 100 0.1 +47 2692.57518258 2692.46582778 0.0005 128 100 0.1 +48 2691.32584367 2692.69779965 0.0005 128 100 0.1 +49 2690.87821769 2692.58354044 0.0005 128 100 0.1 +50 2690.02152784 2692.77299123 0.0005 128 100 0.1 +51 2689.31939279 2690.70887094 0.0005 128 100 0.1 +52 2689.25542577 2690.83964256 0.0005 128 100 0.1 +53 2688.46633533 2692.04936682 0.0005 128 100 0.1 +54 2687.63630159 2690.99765102 0.0005 128 100 0.1 +55 2687.2772032 2687.51277327 0.0005 128 100 0.1 +56 2686.27239407 2689.1265414 0.0005 128 100 0.1 +57 2685.77776558 2689.04209302 0.0005 128 100 0.1 +58 2685.30935032 2688.9029576 0.0005 128 100 0.1 +59 2684.857505 2686.86452389 0.0005 128 100 0.1 +60 2684.25970065 2687.81009641 0.0005 128 100 0.1 +61 2683.86675348 2686.42590589 0.0005 128 100 0.1 +62 2683.08886633 2685.98936985 0.0005 128 100 0.1 +63 2682.5025438 2683.17642451 0.0005 128 100 0.1 +64 2682.1752093 2683.90511239 0.0005 128 100 0.1 +65 2681.5965195 2684.07344805 0.0005 128 100 0.1 +66 2681.310396 2683.10730471 0.0005 128 100 0.1 +67 2680.31279718 2683.56662145 0.0005 128 100 0.1 +68 2680.57729293 2684.06634043 0.0005 128 100 0.1 +69 2679.9732959 2683.48468683 0.0005 128 100 0.1 +70 2679.09803402 2681.16490415 0.0005 128 100 0.1 +71 2678.80031543 2681.11349085 0.0005 128 100 0.1 +72 2678.39466168 2680.88290353 0.0005 128 100 0.1 +73 2678.5019967 2679.9879979 0.0005 128 100 0.1 +74 2677.4468952 2680.85505562 0.0005 128 100 0.1 +75 2677.29223003 2683.6226809 0.0005 128 100 0.1 +76 2677.06448472 2678.93384489 0.0005 128 100 0.1 +77 2676.13057483 2677.52904853 0.0005 128 100 0.1 +78 2676.3014667 2677.84455431 0.0005 128 100 0.1 +79 2675.37436022 2678.46740933 0.0005 128 100 0.1 +80 2675.05028955 2677.16833566 0.0005 128 100 0.1 +81 2674.88462082 2677.17793464 0.0005 128 100 0.1 +82 2674.12155807 2676.55163364 0.0005 128 100 0.1 +83 2674.19882166 2676.49123241 0.0005 128 100 0.1 +84 2674.16196097 2678.43087226 0.0005 128 100 0.1 +85 2673.45069576 2676.8307746 0.0005 128 100 0.1 +86 2673.33018623 2676.80980792 0.0005 128 100 0.1 +87 2672.88659062 2676.24104755 0.0005 128 100 0.1 +88 2672.91860912 2676.84410244 0.0005 128 100 0.1 +89 2672.28222781 2675.31461931 0.0005 128 100 0.1 +90 2672.48421744 2674.39379369 0.0005 128 100 0.1 +91 2671.73562965 2676.43992133 0.0005 128 100 0.1 +92 2671.53805946 2675.60402351 0.0005 128 100 0.1 +93 2671.10744148 2677.02317795 0.0005 128 100 0.1 +94 2670.91410636 2671.76349776 0.0005 128 100 0.1 +95 2671.26366342 2673.07550621 0.0005 128 100 0.1 +96 2670.56180041 2675.03783573 0.0005 128 100 0.1 +97 2670.28840356 2672.10902816 0.0005 128 100 0.1 +98 2669.66133896 2672.80105387 0.0005 128 100 0.1 +99 2670.11040027 2673.02390057 0.0005 128 100 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_100e_1k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_100e_1k.tsv new file mode 100644 index 0000000..609efca --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3136.26497993 3081.13914475 0.0005 128 100 1.0 +1 2897.47302937 2893.16552268 0.0005 128 100 1.0 +2 2840.38501005 2844.83837377 0.0005 128 100 1.0 +3 2811.71744174 2825.72092112 0.0005 128 100 1.0 +4 2793.64513829 2804.83844519 0.0005 128 100 1.0 +5 2781.38887527 2778.41438927 0.0005 128 100 1.0 +6 2771.83485146 2773.87987394 0.0005 128 100 1.0 +7 2764.67671377 2767.65541908 0.0005 128 100 1.0 +8 2759.05737785 2759.05284734 0.0005 128 100 1.0 +9 2754.41423843 2755.67661964 0.0005 128 100 1.0 +10 2750.2491063 2747.61075769 0.0005 128 100 1.0 +11 2746.29949692 2748.86122543 0.0005 128 100 1.0 +12 2743.27185864 2744.36542623 0.0005 128 100 1.0 +13 2740.11073903 2740.88614551 0.0005 128 100 1.0 +14 2737.32446652 2738.28026363 0.0005 128 100 1.0 +15 2734.71918169 2737.32697665 0.0005 128 100 1.0 +16 2731.98507023 2736.0121048 0.0005 128 100 1.0 +17 2730.03029564 2731.36695176 0.0005 128 100 1.0 +18 2727.89591333 2729.22775286 0.0005 128 100 1.0 +19 2725.565117 2727.43369878 0.0005 128 100 1.0 +20 2724.14495103 2726.72534506 0.0005 128 100 1.0 +21 2722.26867833 2722.04789124 0.0005 128 100 1.0 +22 2720.68090418 2719.66721672 0.0005 128 100 1.0 +23 2718.39147886 2720.55112622 0.0005 128 100 1.0 +24 2716.87693458 2717.49072919 0.0005 128 100 1.0 +25 2715.29975466 2717.99565728 0.0005 128 100 1.0 +26 2714.23585937 2716.06479903 0.0005 128 100 1.0 +27 2712.44550095 2713.4816129 0.0005 128 100 1.0 +28 2711.32659962 2714.7142355 0.0005 128 100 1.0 +29 2709.94822115 2712.64012925 0.0005 128 100 1.0 +30 2708.56426402 2712.39135555 0.0005 128 100 1.0 +31 2706.86200515 2708.06596978 0.0005 128 100 1.0 +32 2705.87579337 2707.51270698 0.0005 128 100 1.0 +33 2705.11756454 2705.7422015 0.0005 128 100 1.0 +34 2704.11173315 2703.5926544 0.0005 128 100 1.0 +35 2702.97574029 2706.30595535 0.0005 128 100 1.0 +36 2702.0647418 2704.82836214 0.0005 128 100 1.0 +37 2701.07608963 2703.26209686 0.0005 128 100 1.0 +38 2699.9759102 2702.65624206 0.0005 128 100 1.0 +39 2699.3091164 2702.43514589 0.0005 128 100 1.0 +40 2698.16902159 2699.88045325 0.0005 128 100 1.0 +41 2697.09703063 2699.50052516 0.0005 128 100 1.0 +42 2696.33515525 2698.19352182 0.0005 128 100 1.0 +43 2695.64538101 2696.49346049 0.0005 128 100 1.0 +44 2694.68315942 2695.49488658 0.0005 128 100 1.0 +45 2693.78236237 2696.67117852 0.0005 128 100 1.0 +46 2692.9449739 2695.49852535 0.0005 128 100 1.0 +47 2692.52685923 2692.99738587 0.0005 128 100 1.0 +48 2691.21935087 2692.48708902 0.0005 128 100 1.0 +49 2690.83820824 2693.39749828 0.0005 128 100 1.0 +50 2690.03949917 2693.25269442 0.0005 128 100 1.0 +51 2689.24455486 2690.46947495 0.0005 128 100 1.0 +52 2689.21472322 2691.35845585 0.0005 128 100 1.0 +53 2688.43122896 2692.46962713 0.0005 128 100 1.0 +54 2687.59732271 2690.27929127 0.0005 128 100 1.0 +55 2687.26506513 2687.99099761 0.0005 128 100 1.0 +56 2686.22207851 2689.50534869 0.0005 128 100 1.0 +57 2685.74164465 2689.34358428 0.0005 128 100 1.0 +58 2685.28301011 2688.5641637 0.0005 128 100 1.0 +59 2684.80985935 2687.06857224 0.0005 128 100 1.0 +60 2684.25821579 2688.45863987 0.0005 128 100 1.0 +61 2683.89182254 2686.623467 0.0005 128 100 1.0 +62 2683.05942823 2687.26332784 0.0005 128 100 1.0 +63 2682.47918017 2683.46552109 0.0005 128 100 1.0 +64 2682.1532376 2683.94122513 0.0005 128 100 1.0 +65 2681.53260109 2683.0352216 0.0005 128 100 1.0 +66 2681.298486 2683.48062373 0.0005 128 100 1.0 +67 2680.21299499 2683.97667874 0.0005 128 100 1.0 +68 2680.50464376 2684.13128931 0.0005 128 100 1.0 +69 2680.00266166 2685.16084759 0.0005 128 100 1.0 +70 2679.21391123 2681.36569838 0.0005 128 100 1.0 +71 2678.77911496 2681.53080186 0.0005 128 100 1.0 +72 2678.37240367 2681.02322837 0.0005 128 100 1.0 +73 2678.46760213 2679.7347139 0.0005 128 100 1.0 +74 2677.48798754 2679.87571375 0.0005 128 100 1.0 +75 2677.21035297 2682.6505414 0.0005 128 100 1.0 +76 2677.0219621 2679.60671559 0.0005 128 100 1.0 +77 2676.14488409 2677.58788829 0.0005 128 100 1.0 +78 2676.27838863 2678.39008164 0.0005 128 100 1.0 +79 2675.39806866 2678.53510537 0.0005 128 100 1.0 +80 2674.97328819 2677.92441304 0.0005 128 100 1.0 +81 2674.88857658 2676.8942409 0.0005 128 100 1.0 +82 2674.13826254 2676.17818531 0.0005 128 100 1.0 +83 2674.13104215 2676.41063753 0.0005 128 100 1.0 +84 2674.11724355 2678.35163719 0.0005 128 100 1.0 +85 2673.47362651 2677.15496301 0.0005 128 100 1.0 +86 2673.39697714 2677.65958534 0.0005 128 100 1.0 +87 2672.90247662 2676.89458867 0.0005 128 100 1.0 +88 2672.92541453 2677.92482336 0.0005 128 100 1.0 +89 2672.29243137 2675.3200903 0.0005 128 100 1.0 +90 2672.47923897 2673.59459866 0.0005 128 100 1.0 +91 2671.78286626 2676.35400997 0.0005 128 100 1.0 +92 2671.55167152 2675.35798905 0.0005 128 100 1.0 +93 2671.1629567 2676.04505912 0.0005 128 100 1.0 +94 2670.82996113 2672.32364411 0.0005 128 100 1.0 +95 2671.23561798 2672.87923395 0.0005 128 100 1.0 +96 2670.63380758 2674.37579497 0.0005 128 100 1.0 +97 2670.35502557 2672.83146314 0.0005 128 100 1.0 +98 2669.70466729 2673.01952658 0.0005 128 100 1.0 +99 2670.1650885 2673.23140003 0.0005 128 100 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_10e_0.01k.tsv new file mode 100644 index 0000000..cafb69d --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3135.03432177 3076.61582162 0.0005 128 10 0.01 +1 2897.24616767 2892.66597828 0.0005 128 10 0.01 +2 2840.42362445 2843.38878251 0.0005 128 10 0.01 +3 2811.65793188 2825.77739463 0.0005 128 10 0.01 +4 2793.40848194 2805.18559309 0.0005 128 10 0.01 +5 2781.22523896 2778.28627239 0.0005 128 10 0.01 +6 2771.65535109 2773.9372834 0.0005 128 10 0.01 +7 2764.63156848 2767.95765351 0.0005 128 10 0.01 +8 2758.95314113 2759.97995479 0.0005 128 10 0.01 +9 2754.36662649 2756.53791742 0.0005 128 10 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_10e_0.05k.tsv new file mode 100644 index 0000000..c0dc856 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3136.46236544 3084.91964926 0.0005 128 10 0.05 +1 2897.46070324 2891.71909497 0.0005 128 10 0.05 +2 2840.29367311 2841.51983981 0.0005 128 10 0.05 +3 2811.5292873 2823.93032049 0.0005 128 10 0.05 +4 2793.47381748 2804.43350646 0.0005 128 10 0.05 +5 2781.24849026 2778.29465206 0.0005 128 10 0.05 +6 2771.65228163 2772.89860742 0.0005 128 10 0.05 +7 2764.56911109 2768.02533694 0.0005 128 10 0.05 +8 2758.98693042 2759.27644514 0.0005 128 10 0.05 +9 2754.30313219 2755.64670191 0.0005 128 10 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_10e_0.1k.tsv new file mode 100644 index 0000000..bb87682 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3135.91966412 3083.12527448 0.0005 128 10 0.1 +1 2897.28184187 2892.55971362 0.0005 128 10 0.1 +2 2840.28490264 2844.59314782 0.0005 128 10 0.1 +3 2811.61483672 2825.61831017 0.0005 128 10 0.1 +4 2793.56635145 2805.78700341 0.0005 128 10 0.1 +5 2781.31578292 2778.36940764 0.0005 128 10 0.1 +6 2771.74555365 2773.49298994 0.0005 128 10 0.1 +7 2764.6029395 2767.78185265 0.0005 128 10 0.1 +8 2759.01613375 2758.62445804 0.0005 128 10 0.1 +9 2754.36440741 2755.67596844 0.0005 128 10 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_10e_1k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_10e_1k.tsv new file mode 100644 index 0000000..c4a9cd4 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3138.18005295 3090.38025066 0.0005 128 10 1.0 +1 2897.43969125 2895.67822966 0.0005 128 10 1.0 +2 2840.15314809 2842.98198588 0.0005 128 10 1.0 +3 2811.46747888 2826.08657236 0.0005 128 10 1.0 +4 2793.44526436 2806.40111978 0.0005 128 10 1.0 +5 2781.45594295 2778.87023622 0.0005 128 10 1.0 +6 2771.91538052 2773.40425906 0.0005 128 10 1.0 +7 2764.77273229 2766.86723792 0.0005 128 10 1.0 +8 2759.13858245 2758.83842279 0.0005 128 10 1.0 +9 2754.63064817 2755.357188 0.0005 128 10 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_25e_0.01k.tsv new file mode 100644 index 0000000..89825e1 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3136.76698688 3085.66739504 0.0005 128 25 0.01 +1 2897.61198025 2892.68699818 0.0005 128 25 0.01 +2 2840.38294924 2844.27277837 0.0005 128 25 0.01 +3 2811.73012577 2825.82486901 0.0005 128 25 0.01 +4 2793.6627587 2806.1367575 0.0005 128 25 0.01 +5 2781.39572791 2778.17950825 0.0005 128 25 0.01 +6 2771.88182577 2774.3096352 0.0005 128 25 0.01 +7 2764.71915093 2768.35447352 0.0005 128 25 0.01 +8 2759.10065158 2759.46517892 0.0005 128 25 0.01 +9 2754.46414647 2756.19756765 0.0005 128 25 0.01 +10 2750.2514949 2747.55438734 0.0005 128 25 0.01 +11 2746.35255182 2748.96116764 0.0005 128 25 0.01 +12 2743.26901646 2744.11736862 0.0005 128 25 0.01 +13 2740.12839055 2740.97534787 0.0005 128 25 0.01 +14 2737.33169693 2739.14546253 0.0005 128 25 0.01 +15 2734.72899156 2737.06781601 0.0005 128 25 0.01 +16 2731.99809678 2737.24262537 0.0005 128 25 0.01 +17 2730.04074856 2731.3531137 0.0005 128 25 0.01 +18 2727.89294603 2729.10102707 0.0005 128 25 0.01 +19 2725.56105733 2727.60866405 0.0005 128 25 0.01 +20 2724.16023961 2726.18972714 0.0005 128 25 0.01 +21 2722.29615679 2722.02049241 0.0005 128 25 0.01 +22 2720.71820367 2720.02892996 0.0005 128 25 0.01 +23 2718.40136247 2721.18527099 0.0005 128 25 0.01 +24 2716.9110564 2717.04056609 0.0005 128 25 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_25e_0.05k.tsv new file mode 100644 index 0000000..f9e01f2 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3135.63039612 3078.58658683 0.0005 128 25 0.05 +1 2897.49091422 2892.11687987 0.0005 128 25 0.05 +2 2840.57557759 2842.8801755 0.0005 128 25 0.05 +3 2811.81572666 2826.16535276 0.0005 128 25 0.05 +4 2793.51759846 2804.81065051 0.0005 128 25 0.05 +5 2781.2860162 2778.32976163 0.0005 128 25 0.05 +6 2771.68469232 2773.4333076 0.0005 128 25 0.05 +7 2764.64227498 2768.6045328 0.0005 128 25 0.05 +8 2758.92311827 2759.45621714 0.0005 128 25 0.05 +9 2754.35929758 2756.55303267 0.0005 128 25 0.05 +10 2750.18904901 2747.93727453 0.0005 128 25 0.05 +11 2746.22798626 2748.48189018 0.0005 128 25 0.05 +12 2743.14669332 2744.26582433 0.0005 128 25 0.05 +13 2739.91505667 2740.59953188 0.0005 128 25 0.05 +14 2737.14606283 2738.90040043 0.0005 128 25 0.05 +15 2734.55311964 2737.05734877 0.0005 128 25 0.05 +16 2731.82302263 2736.89317517 0.0005 128 25 0.05 +17 2729.84947635 2731.36192797 0.0005 128 25 0.05 +18 2727.7569754 2728.89631772 0.0005 128 25 0.05 +19 2725.5181527 2728.81398818 0.0005 128 25 0.05 +20 2724.04405505 2727.14132661 0.0005 128 25 0.05 +21 2722.24903462 2722.07361517 0.0005 128 25 0.05 +22 2720.56207573 2719.71860576 0.0005 128 25 0.05 +23 2718.31264965 2720.14627618 0.0005 128 25 0.05 +24 2716.80743454 2717.78352942 0.0005 128 25 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_25e_0.1k.tsv new file mode 100644 index 0000000..dd14631 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3137.72207211 3085.51252633 0.0005 128 25 0.1 +1 2897.53899815 2893.70168583 0.0005 128 25 0.1 +2 2840.47751984 2841.6237947 0.0005 128 25 0.1 +3 2811.73610494 2823.39430205 0.0005 128 25 0.1 +4 2793.5183328 2805.82213632 0.0005 128 25 0.1 +5 2781.4305965 2778.79313307 0.0005 128 25 0.1 +6 2771.83030725 2773.00923767 0.0005 128 25 0.1 +7 2764.81206901 2766.8403437 0.0005 128 25 0.1 +8 2759.07917696 2758.92492699 0.0005 128 25 0.1 +9 2754.62535865 2755.75160068 0.0005 128 25 0.1 +10 2750.36195527 2748.19052492 0.0005 128 25 0.1 +11 2746.56087074 2749.175623 0.0005 128 25 0.1 +12 2743.48870661 2744.744733 0.0005 128 25 0.1 +13 2740.41512151 2741.28610154 0.0005 128 25 0.1 +14 2737.39459996 2739.45820294 0.0005 128 25 0.1 +15 2734.82286318 2737.3765302 0.0005 128 25 0.1 +16 2732.0809588 2736.37494445 0.0005 128 25 0.1 +17 2730.1067121 2732.05729929 0.0005 128 25 0.1 +18 2728.04789187 2728.38801181 0.0005 128 25 0.1 +19 2725.69538717 2729.36118995 0.0005 128 25 0.1 +20 2724.22710066 2727.29811157 0.0005 128 25 0.1 +21 2722.43662965 2723.21097531 0.0005 128 25 0.1 +22 2720.77735433 2720.23555416 0.0005 128 25 0.1 +23 2718.41834247 2720.31232075 0.0005 128 25 0.1 +24 2716.88373843 2718.07818055 0.0005 128 25 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_25e_1k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_25e_1k.tsv new file mode 100644 index 0000000..c91c755 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3135.59823593 3075.70629276 0.0005 128 25 1.0 +1 2897.33401021 2892.36299696 0.0005 128 25 1.0 +2 2840.52368971 2844.09835786 0.0005 128 25 1.0 +3 2811.7746677 2826.20783603 0.0005 128 25 1.0 +4 2793.50437715 2805.66656459 0.0005 128 25 1.0 +5 2781.25757816 2777.91177094 0.0005 128 25 1.0 +6 2771.65632332 2773.66347152 0.0005 128 25 1.0 +7 2764.56056685 2768.11523017 0.0005 128 25 1.0 +8 2758.90490187 2758.86954441 0.0005 128 25 1.0 +9 2754.31603323 2755.92172002 0.0005 128 25 1.0 +10 2750.12546585 2747.55272737 0.0005 128 25 1.0 +11 2746.2373079 2748.27896404 0.0005 128 25 1.0 +12 2743.14494291 2744.61724865 0.0005 128 25 1.0 +13 2739.93213949 2740.10944269 0.0005 128 25 1.0 +14 2737.23204491 2739.05695572 0.0005 128 25 1.0 +15 2734.59904518 2736.69455674 0.0005 128 25 1.0 +16 2731.8980428 2737.09198033 0.0005 128 25 1.0 +17 2729.89691681 2731.30444243 0.0005 128 25 1.0 +18 2727.81319699 2729.63204507 0.0005 128 25 1.0 +19 2725.58668932 2728.04597219 0.0005 128 25 1.0 +20 2724.09802782 2726.77933282 0.0005 128 25 1.0 +21 2722.27031313 2722.19229879 0.0005 128 25 1.0 +22 2720.61896859 2719.94754011 0.0005 128 25 1.0 +23 2718.41485787 2719.65884405 0.0005 128 25 1.0 +24 2716.84010618 2717.47290039 0.0005 128 25 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_50e_0.01k.tsv new file mode 100644 index 0000000..fb3fe1b --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3135.96425629 3078.15674342 0.0005 128 50 0.01 +1 2897.41756575 2892.92409561 0.0005 128 50 0.01 +2 2840.58097242 2844.82732442 0.0005 128 50 0.01 +3 2811.81502191 2826.23994495 0.0005 128 50 0.01 +4 2793.52257283 2806.1615212 0.0005 128 50 0.01 +5 2781.29926832 2778.31222178 0.0005 128 50 0.01 +6 2771.64866831 2773.03328062 0.0005 128 50 0.01 +7 2764.56667384 2767.69403111 0.0005 128 50 0.01 +8 2758.88847491 2759.21905529 0.0005 128 50 0.01 +9 2754.31572446 2756.00429463 0.0005 128 50 0.01 +10 2750.15632755 2747.23403936 0.0005 128 50 0.01 +11 2746.21718961 2748.10678048 0.0005 128 50 0.01 +12 2743.11617354 2744.60507056 0.0005 128 50 0.01 +13 2739.88648755 2740.39909477 0.0005 128 50 0.01 +14 2737.17413843 2739.23305067 0.0005 128 50 0.01 +15 2734.53210956 2737.32316703 0.0005 128 50 0.01 +16 2731.85746877 2736.25584957 0.0005 128 50 0.01 +17 2729.83542795 2731.18165463 0.0005 128 50 0.01 +18 2727.74614609 2729.64480993 0.0005 128 50 0.01 +19 2725.52975053 2728.0146489 0.0005 128 50 0.01 +20 2724.05330625 2726.64910737 0.0005 128 50 0.01 +21 2722.21958793 2722.01729617 0.0005 128 50 0.01 +22 2720.51809418 2719.80097031 0.0005 128 50 0.01 +23 2718.36768006 2719.74341941 0.0005 128 50 0.01 +24 2716.80087875 2717.91105812 0.0005 128 50 0.01 +25 2715.36484937 2718.1551474 0.0005 128 50 0.01 +26 2714.21922731 2715.5648219 0.0005 128 50 0.01 +27 2712.4389275 2713.36802215 0.0005 128 50 0.01 +28 2711.35703342 2715.33298914 0.0005 128 50 0.01 +29 2710.02649952 2712.81704671 0.0005 128 50 0.01 +30 2708.6163658 2712.06088064 0.0005 128 50 0.01 +31 2706.93615802 2708.20892742 0.0005 128 50 0.01 +32 2705.99442492 2707.13195824 0.0005 128 50 0.01 +33 2705.15538725 2705.31669614 0.0005 128 50 0.01 +34 2704.09034129 2704.31910207 0.0005 128 50 0.01 +35 2703.08838604 2707.86576887 0.0005 128 50 0.01 +36 2702.10208535 2704.11120629 0.0005 128 50 0.01 +37 2701.15199335 2704.25570019 0.0005 128 50 0.01 +38 2700.06422628 2702.34175253 0.0005 128 50 0.01 +39 2699.3909406 2703.20441479 0.0005 128 50 0.01 +40 2698.2396439 2699.77614732 0.0005 128 50 0.01 +41 2697.165373 2698.50016572 0.0005 128 50 0.01 +42 2696.45794131 2698.01373023 0.0005 128 50 0.01 +43 2695.60580655 2696.55600577 0.0005 128 50 0.01 +44 2694.70914702 2695.27806123 0.0005 128 50 0.01 +45 2693.85696005 2696.21509209 0.0005 128 50 0.01 +46 2693.03651945 2696.19185579 0.0005 128 50 0.01 +47 2692.60267728 2692.5688696 0.0005 128 50 0.01 +48 2691.31697623 2692.94495259 0.0005 128 50 0.01 +49 2690.8989755 2692.61591265 0.0005 128 50 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_50e_0.05k.tsv new file mode 100644 index 0000000..80f8adf --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3135.98162464 3082.2185404 0.0005 128 50 0.05 +1 2897.27922988 2892.67248652 0.0005 128 50 0.05 +2 2840.27868189 2844.67408627 0.0005 128 50 0.05 +3 2811.61911005 2826.93247248 0.0005 128 50 0.05 +4 2793.5440074 2805.55689223 0.0005 128 50 0.05 +5 2781.31659546 2777.90784088 0.0005 128 50 0.05 +6 2771.75820056 2773.40886039 0.0005 128 50 0.05 +7 2764.61894291 2767.99722669 0.0005 128 50 0.05 +8 2759.0216679 2758.87527495 0.0005 128 50 0.05 +9 2754.37021188 2755.42481029 0.0005 128 50 0.05 +10 2750.21537358 2747.7641947 0.0005 128 50 0.05 +11 2746.30826283 2748.4840529 0.0005 128 50 0.05 +12 2743.25853416 2744.36163202 0.0005 128 50 0.05 +13 2740.06974265 2740.41436219 0.0005 128 50 0.05 +14 2737.3187942 2738.20991052 0.0005 128 50 0.05 +15 2734.68648848 2737.24070258 0.0005 128 50 0.05 +16 2731.98161901 2736.28908911 0.0005 128 50 0.05 +17 2730.01845743 2731.77238625 0.0005 128 50 0.05 +18 2727.86829323 2729.36430403 0.0005 128 50 0.05 +19 2725.54747009 2727.151644 0.0005 128 50 0.05 +20 2724.14697587 2726.69110656 0.0005 128 50 0.05 +21 2722.28031623 2722.03032525 0.0005 128 50 0.05 +22 2720.69723056 2719.93466928 0.0005 128 50 0.05 +23 2718.39624493 2720.79791552 0.0005 128 50 0.05 +24 2716.87737076 2717.1871583 0.0005 128 50 0.05 +25 2715.31577088 2717.79327731 0.0005 128 50 0.05 +26 2714.20513607 2716.08658076 0.0005 128 50 0.05 +27 2712.45985621 2714.17118226 0.0005 128 50 0.05 +28 2711.3293069 2715.16070755 0.0005 128 50 0.05 +29 2709.97574612 2712.62342966 0.0005 128 50 0.05 +30 2708.61784758 2712.48963873 0.0005 128 50 0.05 +31 2706.87763826 2708.13216877 0.0005 128 50 0.05 +32 2705.90777162 2707.84072182 0.0005 128 50 0.05 +33 2705.11573342 2705.68026121 0.0005 128 50 0.05 +34 2704.09259458 2704.08491752 0.0005 128 50 0.05 +35 2702.97298845 2706.62308002 0.0005 128 50 0.05 +36 2702.03766849 2705.25071142 0.0005 128 50 0.05 +37 2701.09655651 2703.20941897 0.0005 128 50 0.05 +38 2699.99821025 2702.99976986 0.0005 128 50 0.05 +39 2699.28758822 2702.96720533 0.0005 128 50 0.05 +40 2698.18030181 2699.56291453 0.0005 128 50 0.05 +41 2697.0864423 2699.31010014 0.0005 128 50 0.05 +42 2696.35056441 2698.32732909 0.0005 128 50 0.05 +43 2695.66856672 2696.53819937 0.0005 128 50 0.05 +44 2694.65911225 2695.21510983 0.0005 128 50 0.05 +45 2693.7968479 2696.57930602 0.0005 128 50 0.05 +46 2692.97098609 2695.13649935 0.0005 128 50 0.05 +47 2692.52639344 2693.05559264 0.0005 128 50 0.05 +48 2691.24007878 2692.75507234 0.0005 128 50 0.05 +49 2690.83958713 2692.92487658 0.0005 128 50 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_50e_0.1k.tsv new file mode 100644 index 0000000..d838d2b --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3136.41424821 3075.22281216 0.0005 128 50 0.1 +1 2897.57556623 2893.70134086 0.0005 128 50 0.1 +2 2840.73153741 2843.29344116 0.0005 128 50 0.1 +3 2811.89224054 2826.58213395 0.0005 128 50 0.1 +4 2793.59352941 2805.57501372 0.0005 128 50 0.1 +5 2781.37217258 2778.43279317 0.0005 128 50 0.1 +6 2771.75609252 2773.73354361 0.0005 128 50 0.1 +7 2764.6687469 2768.30727035 0.0005 128 50 0.1 +8 2758.97512681 2759.02776901 0.0005 128 50 0.1 +9 2754.36919058 2756.28562866 0.0005 128 50 0.1 +10 2750.17319048 2747.28044196 0.0005 128 50 0.1 +11 2746.2558586 2748.1794639 0.0005 128 50 0.1 +12 2743.17011186 2744.29499423 0.0005 128 50 0.1 +13 2739.93054509 2739.95759422 0.0005 128 50 0.1 +14 2737.21485329 2739.12656754 0.0005 128 50 0.1 +15 2734.57604333 2736.86670435 0.0005 128 50 0.1 +16 2731.88489196 2736.32630958 0.0005 128 50 0.1 +17 2729.89000623 2731.32348773 0.0005 128 50 0.1 +18 2727.80816077 2729.44919868 0.0005 128 50 0.1 +19 2725.61096343 2727.43921505 0.0005 128 50 0.1 +20 2724.12649151 2726.73192052 0.0005 128 50 0.1 +21 2722.22396947 2722.36636125 0.0005 128 50 0.1 +22 2720.61314469 2719.93096469 0.0005 128 50 0.1 +23 2718.41437283 2719.57234358 0.0005 128 50 0.1 +24 2716.87262128 2718.24167448 0.0005 128 50 0.1 +25 2715.37662339 2718.16973702 0.0005 128 50 0.1 +26 2714.2869101 2715.46355256 0.0005 128 50 0.1 +27 2712.49806918 2713.69498947 0.0005 128 50 0.1 +28 2711.39316227 2715.62912051 0.0005 128 50 0.1 +29 2710.05031841 2712.88987811 0.0005 128 50 0.1 +30 2708.68101568 2712.29477576 0.0005 128 50 0.1 +31 2706.96086034 2708.14897386 0.0005 128 50 0.1 +32 2706.00501978 2706.89124025 0.0005 128 50 0.1 +33 2705.19782046 2705.38037203 0.0005 128 50 0.1 +34 2704.19255879 2703.82886209 0.0005 128 50 0.1 +35 2703.11416042 2707.22260303 0.0005 128 50 0.1 +36 2702.17588435 2704.7470255 0.0005 128 50 0.1 +37 2701.17672848 2704.03403218 0.0005 128 50 0.1 +38 2700.06643374 2702.87892025 0.0005 128 50 0.1 +39 2699.41537434 2703.53732644 0.0005 128 50 0.1 +40 2698.27947184 2699.66774001 0.0005 128 50 0.1 +41 2697.21690534 2698.63533466 0.0005 128 50 0.1 +42 2696.49096218 2698.27664634 0.0005 128 50 0.1 +43 2695.63005111 2696.62901268 0.0005 128 50 0.1 +44 2694.75891771 2695.09306099 0.0005 128 50 0.1 +45 2693.91810365 2696.09083152 0.0005 128 50 0.1 +46 2693.08162519 2695.95365483 0.0005 128 50 0.1 +47 2692.67397391 2692.32647157 0.0005 128 50 0.1 +48 2691.36577048 2692.90117953 0.0005 128 50 0.1 +49 2690.92359241 2692.30466323 0.0005 128 50 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_128bs_50e_1k.tsv b/param_sweep/paramsweep_0.0005lr_128bs_50e_1k.tsv new file mode 100644 index 0000000..dc24571 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_128bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3135.01210495 3078.01433848 0.0005 128 50 1.0 +1 2897.35527978 2891.766068 0.0005 128 50 1.0 +2 2840.51212738 2842.96515978 0.0005 128 50 1.0 +3 2811.70696397 2824.01538413 0.0005 128 50 1.0 +4 2793.43705908 2805.16589379 0.0005 128 50 1.0 +5 2781.23788455 2778.25752121 0.0005 128 50 1.0 +6 2771.67665861 2772.97948519 0.0005 128 50 1.0 +7 2764.59392767 2767.61816079 0.0005 128 50 1.0 +8 2758.93667522 2759.65205246 0.0005 128 50 1.0 +9 2754.31292798 2756.31236323 0.0005 128 50 1.0 +10 2750.12834047 2747.61644294 0.0005 128 50 1.0 +11 2746.20518968 2748.27705386 0.0005 128 50 1.0 +12 2743.14148228 2744.48419668 0.0005 128 50 1.0 +13 2739.90337455 2740.00239566 0.0005 128 50 1.0 +14 2737.186636 2738.70019438 0.0005 128 50 1.0 +15 2734.55342475 2737.32644356 0.0005 128 50 1.0 +16 2731.85451512 2736.95338128 0.0005 128 50 1.0 +17 2729.91353716 2731.62998458 0.0005 128 50 1.0 +18 2727.83843789 2728.76471426 0.0005 128 50 1.0 +19 2725.55530334 2726.8830207 0.0005 128 50 1.0 +20 2724.06139126 2726.60134497 0.0005 128 50 1.0 +21 2722.26819547 2722.49190181 0.0005 128 50 1.0 +22 2720.60778864 2720.11447675 0.0005 128 50 1.0 +23 2718.32020245 2720.03060254 0.0005 128 50 1.0 +24 2716.82345435 2717.51219163 0.0005 128 50 1.0 +25 2715.39305764 2717.77139615 0.0005 128 50 1.0 +26 2714.21194941 2715.0191382 0.0005 128 50 1.0 +27 2712.44220019 2713.93038725 0.0005 128 50 1.0 +28 2711.37909948 2715.62413314 0.0005 128 50 1.0 +29 2709.95354416 2712.82019907 0.0005 128 50 1.0 +30 2708.62176338 2712.06295 0.0005 128 50 1.0 +31 2706.90547626 2708.27535842 0.0005 128 50 1.0 +32 2705.96346042 2707.83499922 0.0005 128 50 1.0 +33 2705.11632008 2705.5600852 0.0005 128 50 1.0 +34 2704.14912126 2704.0787692 0.0005 128 50 1.0 +35 2703.07675415 2705.50256744 0.0005 128 50 1.0 +36 2702.05213846 2704.29127704 0.0005 128 50 1.0 +37 2701.15674575 2703.43831085 0.0005 128 50 1.0 +38 2700.10011332 2702.03474639 0.0005 128 50 1.0 +39 2699.34625308 2702.75822563 0.0005 128 50 1.0 +40 2698.24820369 2699.81567523 0.0005 128 50 1.0 +41 2697.20074748 2699.19527422 0.0005 128 50 1.0 +42 2696.44458659 2698.23321498 0.0005 128 50 1.0 +43 2695.70314069 2696.26533511 0.0005 128 50 1.0 +44 2694.72514932 2696.07346532 0.0005 128 50 1.0 +45 2693.89641227 2695.86689061 0.0005 128 50 1.0 +46 2693.08002602 2696.19478781 0.0005 128 50 1.0 +47 2692.63958352 2692.68148938 0.0005 128 50 1.0 +48 2691.40266046 2692.6094945 0.0005 128 50 1.0 +49 2690.94828921 2692.94366 0.0005 128 50 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_100e_0.01k.tsv new file mode 100644 index 0000000..9e74ce2 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3213.06908215 3154.31191369 0.0005 200 100 0.01 +1 2949.85226997 2973.10725056 0.0005 200 100 0.01 +2 2880.42596021 2880.22598646 0.0005 200 100 0.01 +3 2845.00040469 2851.61357487 0.0005 200 100 0.01 +4 2822.26302582 2828.92504183 0.0005 200 100 0.01 +5 2807.31520824 2800.08282389 0.0005 200 100 0.01 +6 2794.94692484 2790.88147509 0.0005 200 100 0.01 +7 2786.17441608 2788.89763272 0.0005 200 100 0.01 +8 2779.75203153 2797.91943593 0.0005 200 100 0.01 +9 2773.78575806 2774.00068247 0.0005 200 100 0.01 +10 2767.91690924 2777.53027017 0.0005 200 100 0.01 +11 2763.3855335 2765.53335764 0.0005 200 100 0.01 +12 2759.6546977 2761.64135789 0.0005 200 100 0.01 +13 2756.49799718 2757.13263231 0.0005 200 100 0.01 +14 2752.84407226 2763.39867277 0.0005 200 100 0.01 +15 2750.2372039 2752.51393189 0.0005 200 100 0.01 +16 2748.35498029 2749.64136162 0.0005 200 100 0.01 +17 2745.34942131 2745.11771359 0.0005 200 100 0.01 +18 2743.09419849 2742.53949897 0.0005 200 100 0.01 +19 2740.73486245 2741.13068199 0.0005 200 100 0.01 +20 2739.58722177 2745.87558911 0.0005 200 100 0.01 +21 2737.08132259 2739.74866026 0.0005 200 100 0.01 +22 2736.07577152 2737.01284236 0.0005 200 100 0.01 +23 2733.22963777 2736.24860004 0.0005 200 100 0.01 +24 2731.61072886 2732.38999434 0.0005 200 100 0.01 +25 2731.14315939 2731.57925094 0.0005 200 100 0.01 +26 2729.25052955 2729.72651349 0.0005 200 100 0.01 +27 2727.55944102 2729.28272978 0.0005 200 100 0.01 +28 2726.24201596 2734.68395599 0.0005 200 100 0.01 +29 2724.80897045 2731.32891764 0.0005 200 100 0.01 +30 2723.57479221 2726.15127709 0.0005 200 100 0.01 +31 2721.72127679 2725.28721301 0.0005 200 100 0.01 +32 2720.65097407 2724.96770248 0.0005 200 100 0.01 +33 2719.96219197 2720.7703477 0.0005 200 100 0.01 +34 2718.77118904 2726.76347208 0.0005 200 100 0.01 +35 2717.33919993 2719.31792711 0.0005 200 100 0.01 +36 2716.46850057 2717.6005584 0.0005 200 100 0.01 +37 2715.36667141 2716.20593659 0.0005 200 100 0.01 +38 2714.47936629 2716.29338047 0.0005 200 100 0.01 +39 2713.78755271 2713.79901672 0.0005 200 100 0.01 +40 2712.25993616 2712.41091295 0.0005 200 100 0.01 +41 2711.29014608 2714.1219074 0.0005 200 100 0.01 +42 2710.47597898 2715.20991052 0.0005 200 100 0.01 +43 2709.78153732 2713.45047867 0.0005 200 100 0.01 +44 2709.14472124 2710.12273038 0.0005 200 100 0.01 +45 2707.98080432 2710.09283366 0.0005 200 100 0.01 +46 2706.73914717 2711.54294774 0.0005 200 100 0.01 +47 2706.00172377 2710.13551952 0.0005 200 100 0.01 +48 2705.12829052 2706.66095262 0.0005 200 100 0.01 +49 2704.50058458 2708.56025045 0.0005 200 100 0.01 +50 2703.88870928 2705.61945105 0.0005 200 100 0.01 +51 2703.0010122 2704.00333348 0.0005 200 100 0.01 +52 2702.56608567 2704.83003938 0.0005 200 100 0.01 +53 2702.04729795 2714.08668393 0.0005 200 100 0.01 +54 2702.23029254 2702.69390601 0.0005 200 100 0.01 +55 2700.75397418 2702.45451375 0.0005 200 100 0.01 +56 2699.99840682 2700.97662739 0.0005 200 100 0.01 +57 2699.3165661 2703.70426448 0.0005 200 100 0.01 +58 2698.55492002 2705.67346495 0.0005 200 100 0.01 +59 2698.03544495 2700.96803065 0.0005 200 100 0.01 +60 2697.30647556 2698.30936025 0.0005 200 100 0.01 +61 2696.73304114 2700.95112613 0.0005 200 100 0.01 +62 2695.80357254 2698.80798783 0.0005 200 100 0.01 +63 2695.59055197 2701.6926853 0.0005 200 100 0.01 +64 2695.14498413 2697.74726637 0.0005 200 100 0.01 +65 2694.2776324 2697.46747608 0.0005 200 100 0.01 +66 2693.61524363 2696.59093608 0.0005 200 100 0.01 +67 2692.86925327 2694.40685592 0.0005 200 100 0.01 +68 2693.17128546 2696.08250133 0.0005 200 100 0.01 +69 2692.54834773 2693.54525284 0.0005 200 100 0.01 +70 2691.66075665 2694.43680259 0.0005 200 100 0.01 +71 2691.04523545 2692.99156104 0.0005 200 100 0.01 +72 2690.64108063 2691.6664941 0.0005 200 100 0.01 +73 2690.90732865 2692.16531495 0.0005 200 100 0.01 +74 2689.81430352 2692.3176685 0.0005 200 100 0.01 +75 2689.11241012 2691.774436 0.0005 200 100 0.01 +76 2688.74357923 2690.77050781 0.0005 200 100 0.01 +77 2688.20803805 2692.56202712 0.0005 200 100 0.01 +78 2688.10584146 2692.75255951 0.0005 200 100 0.01 +79 2687.48253773 2690.73786766 0.0005 200 100 0.01 +80 2686.97082002 2689.12381944 0.0005 200 100 0.01 +81 2686.64599791 2689.80197301 0.0005 200 100 0.01 +82 2685.80461859 2688.94448765 0.0005 200 100 0.01 +83 2685.84410759 2689.00992901 0.0005 200 100 0.01 +84 2685.61375708 2689.51443417 0.0005 200 100 0.01 +85 2684.85046378 2687.25092895 0.0005 200 100 0.01 +86 2684.70635804 2686.86141215 0.0005 200 100 0.01 +87 2684.10327452 2687.85756145 0.0005 200 100 0.01 +88 2683.95034123 2685.22821967 0.0005 200 100 0.01 +89 2683.45907409 2687.42401578 0.0005 200 100 0.01 +90 2683.31783647 2686.08592863 0.0005 200 100 0.01 +91 2682.87867723 2684.99191162 0.0005 200 100 0.01 +92 2682.36640305 2685.03681529 0.0005 200 100 0.01 +93 2682.11076089 2685.03181717 0.0005 200 100 0.01 +94 2681.7334293 2684.0511813 0.0005 200 100 0.01 +95 2681.53256293 2683.82115742 0.0005 200 100 0.01 +96 2680.92006582 2683.46757038 0.0005 200 100 0.01 +97 2680.56528473 2684.29467353 0.0005 200 100 0.01 +98 2680.31104784 2683.3654239 0.0005 200 100 0.01 +99 2680.25534319 2683.69135117 0.0005 200 100 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_100e_0.05k.tsv new file mode 100644 index 0000000..f02bee1 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3213.71119277 3149.84039785 0.0005 200 100 0.05 +1 2950.16128807 2974.43418333 0.0005 200 100 0.05 +2 2880.47107918 2879.00439266 0.0005 200 100 0.05 +3 2844.83598701 2851.92537559 0.0005 200 100 0.05 +4 2822.13218717 2827.71583898 0.0005 200 100 0.05 +5 2807.2023544 2800.7743165 0.0005 200 100 0.05 +6 2794.82861458 2792.38178365 0.0005 200 100 0.05 +7 2785.9797098 2788.88310519 0.0005 200 100 0.05 +8 2779.42325028 2795.49071379 0.0005 200 100 0.05 +9 2773.67851151 2773.7254781 0.0005 200 100 0.05 +10 2767.88693096 2775.86318275 0.0005 200 100 0.05 +11 2763.28770955 2764.96672872 0.0005 200 100 0.05 +12 2759.64405513 2761.47771505 0.0005 200 100 0.05 +13 2756.40711156 2756.32672831 0.0005 200 100 0.05 +14 2752.81707191 2762.78092744 0.0005 200 100 0.05 +15 2750.26797604 2752.59162789 0.0005 200 100 0.05 +16 2748.2577806 2749.71212506 0.0005 200 100 0.05 +17 2745.22046809 2745.50533422 0.0005 200 100 0.05 +18 2743.02519221 2742.3104241 0.0005 200 100 0.05 +19 2740.65215166 2741.02753327 0.0005 200 100 0.05 +20 2739.52282654 2745.1579039 0.0005 200 100 0.05 +21 2737.09531356 2738.69759893 0.0005 200 100 0.05 +22 2735.94099653 2736.42411428 0.0005 200 100 0.05 +23 2733.21801968 2736.34835179 0.0005 200 100 0.05 +24 2731.56033858 2732.09878873 0.0005 200 100 0.05 +25 2730.93171939 2730.92955306 0.0005 200 100 0.05 +26 2729.09086404 2730.2690495 0.0005 200 100 0.05 +27 2727.48737529 2728.84042259 0.0005 200 100 0.05 +28 2726.02960627 2735.52387863 0.0005 200 100 0.05 +29 2724.70995404 2730.80344579 0.0005 200 100 0.05 +30 2723.44207388 2726.69835562 0.0005 200 100 0.05 +31 2721.72435857 2724.4756681 0.0005 200 100 0.05 +32 2720.50063246 2724.83993104 0.0005 200 100 0.05 +33 2719.88586126 2720.53121592 0.0005 200 100 0.05 +34 2718.63955372 2726.27165943 0.0005 200 100 0.05 +35 2717.30646644 2718.79103243 0.0005 200 100 0.05 +36 2716.39766246 2716.90928052 0.0005 200 100 0.05 +37 2715.33702066 2716.8150259 0.0005 200 100 0.05 +38 2714.45274788 2716.46905669 0.0005 200 100 0.05 +39 2713.7361738 2714.16238619 0.0005 200 100 0.05 +40 2712.21109294 2712.80587553 0.0005 200 100 0.05 +41 2711.20140632 2713.72384801 0.0005 200 100 0.05 +42 2710.40428762 2715.09949314 0.0005 200 100 0.05 +43 2709.8015351 2713.22990438 0.0005 200 100 0.05 +44 2709.01484216 2709.64123138 0.0005 200 100 0.05 +45 2707.82592654 2708.96153128 0.0005 200 100 0.05 +46 2706.62606584 2710.96473732 0.0005 200 100 0.05 +47 2705.94316503 2709.60733692 0.0005 200 100 0.05 +48 2705.02093776 2706.10086182 0.0005 200 100 0.05 +49 2704.35341673 2707.9276975 0.0005 200 100 0.05 +50 2703.93939345 2705.64789834 0.0005 200 100 0.05 +51 2703.00143237 2704.16983365 0.0005 200 100 0.05 +52 2702.51950705 2704.90914654 0.0005 200 100 0.05 +53 2702.22697116 2715.42559219 0.0005 200 100 0.05 +54 2702.28582847 2702.79989105 0.0005 200 100 0.05 +55 2700.7298318 2702.51761454 0.0005 200 100 0.05 +56 2699.89757926 2701.46558971 0.0005 200 100 0.05 +57 2699.35124148 2704.34106865 0.0005 200 100 0.05 +58 2698.42702065 2706.46318331 0.0005 200 100 0.05 +59 2698.08718085 2700.43688988 0.0005 200 100 0.05 +60 2697.17291057 2698.58894188 0.0005 200 100 0.05 +61 2696.72124113 2701.07367772 0.0005 200 100 0.05 +62 2695.75847321 2699.87459995 0.0005 200 100 0.05 +63 2695.60697634 2702.46649252 0.0005 200 100 0.05 +64 2695.11014389 2697.72453655 0.0005 200 100 0.05 +65 2694.319924 2698.13622347 0.0005 200 100 0.05 +66 2693.63365876 2696.22338027 0.0005 200 100 0.05 +67 2692.8745805 2694.31399892 0.0005 200 100 0.05 +68 2693.20055051 2696.55175408 0.0005 200 100 0.05 +69 2692.42480954 2693.31174937 0.0005 200 100 0.05 +70 2691.61941853 2693.95222079 0.0005 200 100 0.05 +71 2691.07957013 2693.05361804 0.0005 200 100 0.05 +72 2690.60388595 2692.43262466 0.0005 200 100 0.05 +73 2690.82683925 2692.60367481 0.0005 200 100 0.05 +74 2689.8012014 2693.66725733 0.0005 200 100 0.05 +75 2688.98779772 2691.43891816 0.0005 200 100 0.05 +76 2688.78675155 2690.04623967 0.0005 200 100 0.05 +77 2688.11635789 2693.76537432 0.0005 200 100 0.05 +78 2688.0595645 2693.64556616 0.0005 200 100 0.05 +79 2687.40960004 2689.9589461 0.0005 200 100 0.05 +80 2686.84823614 2689.70754381 0.0005 200 100 0.05 +81 2686.56346717 2689.09940165 0.0005 200 100 0.05 +82 2685.66445998 2688.95829863 0.0005 200 100 0.05 +83 2685.68055689 2688.44051371 0.0005 200 100 0.05 +84 2685.60468759 2689.52201187 0.0005 200 100 0.05 +85 2684.79774299 2687.4566508 0.0005 200 100 0.05 +86 2684.68342947 2686.8886392 0.0005 200 100 0.05 +87 2683.90998468 2688.03922075 0.0005 200 100 0.05 +88 2683.83444369 2685.37105594 0.0005 200 100 0.05 +89 2683.26401935 2687.73883628 0.0005 200 100 0.05 +90 2683.13344424 2686.54486959 0.0005 200 100 0.05 +91 2682.85378282 2685.57204062 0.0005 200 100 0.05 +92 2682.25975045 2684.43552867 0.0005 200 100 0.05 +93 2682.10204536 2685.37343059 0.0005 200 100 0.05 +94 2681.63857368 2683.96270624 0.0005 200 100 0.05 +95 2681.44126687 2683.79869555 0.0005 200 100 0.05 +96 2680.93912399 2683.83413329 0.0005 200 100 0.05 +97 2680.51513034 2684.04250474 0.0005 200 100 0.05 +98 2680.22821697 2682.96753863 0.0005 200 100 0.05 +99 2680.12592785 2683.47088891 0.0005 200 100 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_100e_0.1k.tsv new file mode 100644 index 0000000..b9d3296 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3214.02646782 3152.92871374 0.0005 200 100 0.1 +1 2950.33290757 2976.99651901 0.0005 200 100 0.1 +2 2880.68176471 2880.2843146 0.0005 200 100 0.1 +3 2845.19155738 2852.5357673 0.0005 200 100 0.1 +4 2822.31608127 2829.65216029 0.0005 200 100 0.1 +5 2807.31988024 2801.03790155 0.0005 200 100 0.1 +6 2794.89273818 2792.29402 0.0005 200 100 0.1 +7 2786.05789769 2788.99904258 0.0005 200 100 0.1 +8 2779.60668453 2797.97872149 0.0005 200 100 0.1 +9 2773.73142187 2774.4035103 0.0005 200 100 0.1 +10 2767.96917601 2776.74730325 0.0005 200 100 0.1 +11 2763.44027428 2765.65925298 0.0005 200 100 0.1 +12 2759.73286106 2762.12292971 0.0005 200 100 0.1 +13 2756.59194282 2757.73464201 0.0005 200 100 0.1 +14 2752.948656 2763.45645007 0.0005 200 100 0.1 +15 2750.44606897 2752.5593047 0.0005 200 100 0.1 +16 2748.4256415 2750.33437229 0.0005 200 100 0.1 +17 2745.47096034 2745.38911067 0.0005 200 100 0.1 +18 2743.28600575 2742.14123605 0.0005 200 100 0.1 +19 2740.84495563 2741.37033425 0.0005 200 100 0.1 +20 2739.61712188 2745.23085713 0.0005 200 100 0.1 +21 2737.30161687 2739.49733826 0.0005 200 100 0.1 +22 2736.2064026 2736.65420725 0.0005 200 100 0.1 +23 2733.36052295 2735.84340223 0.0005 200 100 0.1 +24 2731.69476628 2732.18338182 0.0005 200 100 0.1 +25 2731.16661875 2731.53012406 0.0005 200 100 0.1 +26 2729.23350403 2729.75074363 0.0005 200 100 0.1 +27 2727.68114876 2729.79110712 0.0005 200 100 0.1 +28 2726.19438799 2736.33529797 0.0005 200 100 0.1 +29 2724.84126429 2730.94966549 0.0005 200 100 0.1 +30 2723.60902621 2726.14868864 0.0005 200 100 0.1 +31 2721.77144905 2724.77015864 0.0005 200 100 0.1 +32 2720.65639177 2725.14776996 0.0005 200 100 0.1 +33 2719.98367111 2720.61494215 0.0005 200 100 0.1 +34 2718.8046833 2726.93580969 0.0005 200 100 0.1 +35 2717.34313139 2718.80705282 0.0005 200 100 0.1 +36 2716.40281699 2717.05888504 0.0005 200 100 0.1 +37 2715.3668262 2716.44762367 0.0005 200 100 0.1 +38 2714.50286391 2716.35996785 0.0005 200 100 0.1 +39 2713.80868746 2714.32300832 0.0005 200 100 0.1 +40 2712.23427136 2712.17244124 0.0005 200 100 0.1 +41 2711.30215832 2713.98415933 0.0005 200 100 0.1 +42 2710.52162625 2716.74506631 0.0005 200 100 0.1 +43 2709.83820461 2712.92795424 0.0005 200 100 0.1 +44 2709.12494968 2710.24674168 0.0005 200 100 0.1 +45 2707.88415842 2709.29393504 0.0005 200 100 0.1 +46 2706.81708109 2711.10382699 0.0005 200 100 0.1 +47 2706.02184775 2710.34679919 0.0005 200 100 0.1 +48 2705.11464336 2706.72310952 0.0005 200 100 0.1 +49 2704.45965828 2707.7728722 0.0005 200 100 0.1 +50 2703.94811214 2706.15419978 0.0005 200 100 0.1 +51 2703.04984995 2704.66862882 0.0005 200 100 0.1 +52 2702.65100932 2704.75470122 0.0005 200 100 0.1 +53 2702.09984275 2714.60776545 0.0005 200 100 0.1 +54 2702.20586997 2703.06395131 0.0005 200 100 0.1 +55 2700.80276163 2703.04795613 0.0005 200 100 0.1 +56 2699.84678595 2700.97197331 0.0005 200 100 0.1 +57 2699.28738967 2703.56290846 0.0005 200 100 0.1 +58 2698.48851035 2705.04707573 0.0005 200 100 0.1 +59 2698.05841816 2700.31276888 0.0005 200 100 0.1 +60 2697.15962782 2698.64295204 0.0005 200 100 0.1 +61 2696.8222429 2700.57972195 0.0005 200 100 0.1 +62 2695.82059072 2699.59993754 0.0005 200 100 0.1 +63 2695.61928704 2703.01223691 0.0005 200 100 0.1 +64 2695.28324468 2697.88339834 0.0005 200 100 0.1 +65 2694.34642891 2696.96878221 0.0005 200 100 0.1 +66 2693.65788561 2696.17071265 0.0005 200 100 0.1 +67 2692.91270454 2694.02202401 0.0005 200 100 0.1 +68 2693.23593449 2695.90980381 0.0005 200 100 0.1 +69 2692.49705366 2693.65362981 0.0005 200 100 0.1 +70 2691.65885219 2694.32529194 0.0005 200 100 0.1 +71 2691.04739524 2693.03842344 0.0005 200 100 0.1 +72 2690.67794703 2692.19413848 0.0005 200 100 0.1 +73 2690.95633112 2692.59441193 0.0005 200 100 0.1 +74 2689.81839496 2692.10759693 0.0005 200 100 0.1 +75 2689.07897603 2691.6847477 0.0005 200 100 0.1 +76 2688.78034777 2690.07199768 0.0005 200 100 0.1 +77 2688.17890868 2692.77133266 0.0005 200 100 0.1 +78 2688.11170812 2692.83248499 0.0005 200 100 0.1 +79 2687.45729824 2690.42295519 0.0005 200 100 0.1 +80 2686.97233993 2689.61390444 0.0005 200 100 0.1 +81 2686.6590298 2689.0780027 0.0005 200 100 0.1 +82 2685.80565159 2688.35652234 0.0005 200 100 0.1 +83 2685.84478443 2689.0176038 0.0005 200 100 0.1 +84 2685.35993621 2689.87782512 0.0005 200 100 0.1 +85 2684.85286983 2687.34852685 0.0005 200 100 0.1 +86 2684.72028926 2686.66666589 0.0005 200 100 0.1 +87 2684.08304262 2687.54551332 0.0005 200 100 0.1 +88 2683.97789815 2685.4515934 0.0005 200 100 0.1 +89 2683.44671624 2687.39080986 0.0005 200 100 0.1 +90 2683.24400238 2686.15301735 0.0005 200 100 0.1 +91 2682.98312193 2684.70602901 0.0005 200 100 0.1 +92 2682.36075099 2684.53052131 0.0005 200 100 0.1 +93 2682.15337149 2685.20218532 0.0005 200 100 0.1 +94 2681.63695711 2684.3769942 0.0005 200 100 0.1 +95 2681.44993906 2683.93131806 0.0005 200 100 0.1 +96 2681.0084619 2683.53349301 0.0005 200 100 0.1 +97 2680.64645696 2684.36779668 0.0005 200 100 0.1 +98 2680.34984602 2683.12307862 0.0005 200 100 0.1 +99 2680.26573928 2683.87979225 0.0005 200 100 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_100e_1k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_100e_1k.tsv new file mode 100644 index 0000000..42c07a0 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3213.2604759 3154.39725601 0.0005 200 100 1.0 +1 2949.94981957 2974.79320122 0.0005 200 100 1.0 +2 2880.41837891 2881.85934512 0.0005 200 100 1.0 +3 2845.11944572 2852.17349903 0.0005 200 100 1.0 +4 2822.34649829 2829.09888629 0.0005 200 100 1.0 +5 2807.43251461 2801.31020797 0.0005 200 100 1.0 +6 2795.02875229 2792.20427195 0.0005 200 100 1.0 +7 2786.23084273 2788.79473935 0.0005 200 100 1.0 +8 2779.73649298 2796.95839526 0.0005 200 100 1.0 +9 2773.76487141 2773.84503886 0.0005 200 100 1.0 +10 2767.96281349 2778.07701166 0.0005 200 100 1.0 +11 2763.44696048 2765.55742953 0.0005 200 100 1.0 +12 2759.62699187 2761.78899761 0.0005 200 100 1.0 +13 2756.48145501 2757.22441985 0.0005 200 100 1.0 +14 2752.87499307 2763.10287283 0.0005 200 100 1.0 +15 2750.25397402 2752.84150325 0.0005 200 100 1.0 +16 2748.37226795 2750.19917534 0.0005 200 100 1.0 +17 2745.32520592 2745.12088602 0.0005 200 100 1.0 +18 2743.12616621 2742.95049314 0.0005 200 100 1.0 +19 2740.72811016 2741.73971622 0.0005 200 100 1.0 +20 2739.53577408 2745.27618327 0.0005 200 100 1.0 +21 2737.09354173 2739.81581294 0.0005 200 100 1.0 +22 2736.0680194 2737.15399625 0.0005 200 100 1.0 +23 2733.22940675 2735.6719791 0.0005 200 100 1.0 +24 2731.61364156 2731.95934008 0.0005 200 100 1.0 +25 2731.12070169 2731.52502371 0.0005 200 100 1.0 +26 2729.28460995 2729.86027967 0.0005 200 100 1.0 +27 2727.56519916 2728.8444208 0.0005 200 100 1.0 +28 2726.2273893 2735.16817275 0.0005 200 100 1.0 +29 2724.84746217 2730.66431271 0.0005 200 100 1.0 +30 2723.63713156 2726.03840337 0.0005 200 100 1.0 +31 2721.80269207 2724.74474001 0.0005 200 100 1.0 +32 2720.67923063 2724.97022558 0.0005 200 100 1.0 +33 2719.97766683 2720.75126178 0.0005 200 100 1.0 +34 2718.86929762 2726.2095058 0.0005 200 100 1.0 +35 2717.39152316 2719.2454757 0.0005 200 100 1.0 +36 2716.5129664 2717.03244083 0.0005 200 100 1.0 +37 2715.42418182 2716.35170908 0.0005 200 100 1.0 +38 2714.51844142 2716.34778649 0.0005 200 100 1.0 +39 2713.83142213 2713.85205732 0.0005 200 100 1.0 +40 2712.32240052 2712.52778348 0.0005 200 100 1.0 +41 2711.35330261 2714.28640076 0.0005 200 100 1.0 +42 2710.59575705 2716.02832591 0.0005 200 100 1.0 +43 2709.95554203 2712.8277889 0.0005 200 100 1.0 +44 2709.18194569 2710.18725539 0.0005 200 100 1.0 +45 2708.03653825 2709.93075789 0.0005 200 100 1.0 +46 2706.79777443 2711.53907744 0.0005 200 100 1.0 +47 2706.10433742 2710.03508296 0.0005 200 100 1.0 +48 2705.09801034 2706.75574501 0.0005 200 100 1.0 +49 2704.52823031 2707.96777344 0.0005 200 100 1.0 +50 2703.99866686 2706.09107099 0.0005 200 100 1.0 +51 2703.08016468 2704.22330371 0.0005 200 100 1.0 +52 2702.65838639 2704.75696758 0.0005 200 100 1.0 +53 2702.24300634 2715.37231119 0.0005 200 100 1.0 +54 2702.4278245 2703.13008541 0.0005 200 100 1.0 +55 2700.85166096 2702.9444223 0.0005 200 100 1.0 +56 2699.9919818 2701.05793929 0.0005 200 100 1.0 +57 2699.37585253 2703.41456432 0.0005 200 100 1.0 +58 2698.57959047 2705.88543223 0.0005 200 100 1.0 +59 2698.10777788 2700.90757947 0.0005 200 100 1.0 +60 2697.26032552 2698.28978699 0.0005 200 100 1.0 +61 2696.81328157 2700.73972836 0.0005 200 100 1.0 +62 2695.87546893 2698.81680537 0.0005 200 100 1.0 +63 2695.68007748 2701.21885783 0.0005 200 100 1.0 +64 2695.30199601 2698.16986026 0.0005 200 100 1.0 +65 2694.40691771 2697.8686332 0.0005 200 100 1.0 +66 2693.72100106 2696.47128664 0.0005 200 100 1.0 +67 2692.91417833 2694.30234926 0.0005 200 100 1.0 +68 2693.26345927 2696.46767494 0.0005 200 100 1.0 +69 2692.50641429 2693.48237566 0.0005 200 100 1.0 +70 2691.65938422 2694.23886989 0.0005 200 100 1.0 +71 2691.05937921 2693.19709897 0.0005 200 100 1.0 +72 2690.70219035 2692.05005443 0.0005 200 100 1.0 +73 2690.92559754 2692.34940071 0.0005 200 100 1.0 +74 2689.86754037 2692.76075713 0.0005 200 100 1.0 +75 2689.14827145 2691.79690348 0.0005 200 100 1.0 +76 2688.77958355 2690.69500627 0.0005 200 100 1.0 +77 2688.22092999 2692.95071207 0.0005 200 100 1.0 +78 2688.1223816 2692.42038822 0.0005 200 100 1.0 +79 2687.42307895 2690.47090432 0.0005 200 100 1.0 +80 2686.95489927 2689.65111418 0.0005 200 100 1.0 +81 2686.60038407 2689.77700905 0.0005 200 100 1.0 +82 2685.8032641 2688.88914335 0.0005 200 100 1.0 +83 2685.80681533 2689.16048208 0.0005 200 100 1.0 +84 2685.56785286 2688.91071362 0.0005 200 100 1.0 +85 2684.83622542 2687.31436116 0.0005 200 100 1.0 +86 2684.71399148 2686.79888928 0.0005 200 100 1.0 +87 2684.05223608 2687.26768596 0.0005 200 100 1.0 +88 2683.97192803 2685.75844502 0.0005 200 100 1.0 +89 2683.44041835 2687.33172222 0.0005 200 100 1.0 +90 2683.25671863 2686.20078816 0.0005 200 100 1.0 +91 2682.92651665 2685.5031799 0.0005 200 100 1.0 +92 2682.41022685 2685.17848967 0.0005 200 100 1.0 +93 2682.12011633 2685.48778317 0.0005 200 100 1.0 +94 2681.60073409 2684.21763386 0.0005 200 100 1.0 +95 2681.49121441 2683.32987413 0.0005 200 100 1.0 +96 2680.91580362 2683.61952994 0.0005 200 100 1.0 +97 2680.57254066 2684.20599727 0.0005 200 100 1.0 +98 2680.30364047 2683.38574592 0.0005 200 100 1.0 +99 2680.21312701 2683.18873097 0.0005 200 100 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_10e_0.01k.tsv new file mode 100644 index 0000000..78aef53 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3214.86427418 3149.95682632 0.0005 200 10 0.01 +1 2950.49330402 2977.38923298 0.0005 200 10 0.01 +2 2880.8094925 2880.3796214 0.0005 200 10 0.01 +3 2845.14049197 2851.48799603 0.0005 200 10 0.01 +4 2822.29433791 2828.77968666 0.0005 200 10 0.01 +5 2807.33741282 2800.02845102 0.0005 200 10 0.01 +6 2794.93292111 2792.07322865 0.0005 200 10 0.01 +7 2786.09178671 2788.1655082 0.0005 200 10 0.01 +8 2779.45965966 2791.93788045 0.0005 200 10 0.01 +9 2773.54286659 2773.39809206 0.0005 200 10 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_10e_0.05k.tsv new file mode 100644 index 0000000..036521c --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3212.42814098 3150.7870795 0.0005 200 10 0.05 +1 2949.95552711 2977.97892968 0.0005 200 10 0.05 +2 2880.25476405 2878.71370194 0.0005 200 10 0.05 +3 2844.67666107 2850.17961514 0.0005 200 10 0.05 +4 2822.04784391 2828.51862424 0.0005 200 10 0.05 +5 2807.32228943 2802.13525717 0.0005 200 10 0.05 +6 2794.96473365 2792.40533786 0.0005 200 10 0.05 +7 2786.14328666 2788.49481283 0.0005 200 10 0.05 +8 2779.56540544 2796.82980878 0.0005 200 10 0.05 +9 2773.66069295 2773.21155602 0.0005 200 10 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_10e_0.1k.tsv new file mode 100644 index 0000000..5db1c3a --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3213.94355558 3153.82353021 0.0005 200 10 0.1 +1 2950.2833402 2975.28412367 0.0005 200 10 0.1 +2 2880.67943999 2880.34460613 0.0005 200 10 0.1 +3 2845.18644718 2852.58426306 0.0005 200 10 0.1 +4 2822.35256547 2829.43323524 0.0005 200 10 0.1 +5 2807.30190749 2801.10811228 0.0005 200 10 0.1 +6 2794.89381667 2792.65551851 0.0005 200 10 0.1 +7 2786.08706421 2789.13193257 0.0005 200 10 0.1 +8 2779.55825217 2798.26195589 0.0005 200 10 0.1 +9 2773.71494298 2774.2812654 0.0005 200 10 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_10e_1k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_10e_1k.tsv new file mode 100644 index 0000000..3fd33ac --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3218.64605855 3153.03755331 0.0005 200 10 1.0 +1 2951.47885877 2979.13554239 0.0005 200 10 1.0 +2 2880.95531116 2879.31102582 0.0005 200 10 1.0 +3 2845.35060246 2852.03283761 0.0005 200 10 1.0 +4 2822.5101374 2827.63679344 0.0005 200 10 1.0 +5 2807.72585581 2801.35817717 0.0005 200 10 1.0 +6 2795.28940725 2792.08438723 0.0005 200 10 1.0 +7 2786.48297624 2788.86462239 0.0005 200 10 1.0 +8 2779.95668873 2795.03943828 0.0005 200 10 1.0 +9 2773.92478456 2773.75090794 0.0005 200 10 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_25e_0.01k.tsv new file mode 100644 index 0000000..86e9bbb --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3215.19079384 3147.86540009 0.0005 200 25 0.01 +1 2950.33577036 2975.48417801 0.0005 200 25 0.01 +2 2880.56890998 2878.86061391 0.0005 200 25 0.01 +3 2844.96961356 2852.307008 0.0005 200 25 0.01 +4 2822.19796461 2829.34443854 0.0005 200 25 0.01 +5 2807.30730621 2801.57052536 0.0005 200 25 0.01 +6 2794.96553817 2792.28562493 0.0005 200 25 0.01 +7 2786.09827341 2787.70555614 0.0005 200 25 0.01 +8 2779.56035715 2795.73650038 0.0005 200 25 0.01 +9 2773.58403524 2773.71663769 0.0005 200 25 0.01 +10 2767.74308195 2775.63845808 0.0005 200 25 0.01 +11 2763.26377028 2765.16188064 0.0005 200 25 0.01 +12 2759.55218501 2761.61728926 0.0005 200 25 0.01 +13 2756.39997891 2756.67788749 0.0005 200 25 0.01 +14 2752.75970348 2762.99852675 0.0005 200 25 0.01 +15 2750.19413913 2751.96424764 0.0005 200 25 0.01 +16 2748.23376357 2750.34811652 0.0005 200 25 0.01 +17 2745.34649671 2745.7088532 0.0005 200 25 0.01 +18 2743.0754698 2742.22775099 0.0005 200 25 0.01 +19 2740.68355031 2740.84551547 0.0005 200 25 0.01 +20 2739.57634334 2744.24058028 0.0005 200 25 0.01 +21 2737.14940366 2739.9982476 0.0005 200 25 0.01 +22 2736.1161032 2736.37765334 0.0005 200 25 0.01 +23 2733.33076044 2735.2223757 0.0005 200 25 0.01 +24 2731.626724 2731.67237542 0.0005 200 25 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_25e_0.05k.tsv new file mode 100644 index 0000000..bf54874 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3214.2310606 3151.58546696 0.0005 200 25 0.05 +1 2950.28913678 2973.4186699 0.0005 200 25 0.05 +2 2880.68231508 2880.47885593 0.0005 200 25 0.05 +3 2845.32417831 2851.67201784 0.0005 200 25 0.05 +4 2822.52133708 2829.83678802 0.0005 200 25 0.05 +5 2807.51470368 2801.28132982 0.0005 200 25 0.05 +6 2795.08423217 2793.11971853 0.0005 200 25 0.05 +7 2786.19468771 2788.84382469 0.0005 200 25 0.05 +8 2779.57530663 2795.93796961 0.0005 200 25 0.05 +9 2773.64087555 2774.18994467 0.0005 200 25 0.05 +10 2767.90971753 2778.18994467 0.0005 200 25 0.05 +11 2763.37162431 2764.80960439 0.0005 200 25 0.05 +12 2759.68876778 2761.69158364 0.0005 200 25 0.05 +13 2756.52314315 2756.91544705 0.0005 200 25 0.05 +14 2752.80222553 2761.8561895 0.0005 200 25 0.05 +15 2750.32472314 2752.08267918 0.0005 200 25 0.05 +16 2748.2754751 2749.29583915 0.0005 200 25 0.05 +17 2745.31470266 2745.45586656 0.0005 200 25 0.05 +18 2743.19044647 2742.2320741 0.0005 200 25 0.05 +19 2740.78391192 2741.5981436 0.0005 200 25 0.05 +20 2739.60728213 2744.68544511 0.0005 200 25 0.05 +21 2737.16894324 2739.60565641 0.0005 200 25 0.05 +22 2736.13163068 2736.53069683 0.0005 200 25 0.05 +23 2733.33925712 2736.06442512 0.0005 200 25 0.05 +24 2731.60663224 2731.61422234 0.0005 200 25 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_25e_0.1k.tsv new file mode 100644 index 0000000..ce0bbbe --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3217.29871512 3150.05646604 0.0005 200 25 0.1 +1 2950.95354222 2975.81610516 0.0005 200 25 0.1 +2 2880.71647695 2878.66259859 0.0005 200 25 0.1 +3 2845.16529731 2851.57293363 0.0005 200 25 0.1 +4 2822.47122632 2827.73518865 0.0005 200 25 0.1 +5 2807.61408375 2800.1999367 0.0005 200 25 0.1 +6 2795.25126456 2791.54836318 0.0005 200 25 0.1 +7 2786.46583759 2788.36105598 0.0005 200 25 0.1 +8 2779.64534522 2794.54386689 0.0005 200 25 0.1 +9 2773.67123813 2773.42341827 0.0005 200 25 0.1 +10 2767.97072621 2775.95426261 0.0005 200 25 0.1 +11 2763.36123117 2765.39511429 0.0005 200 25 0.1 +12 2759.62080456 2761.63066425 0.0005 200 25 0.1 +13 2756.49975625 2757.60990063 0.0005 200 25 0.1 +14 2752.97481715 2763.24881664 0.0005 200 25 0.1 +15 2750.44648864 2752.50754409 0.0005 200 25 0.1 +16 2748.38824978 2749.9686305 0.0005 200 25 0.1 +17 2745.34447521 2745.3974628 0.0005 200 25 0.1 +18 2743.11865354 2742.4126364 0.0005 200 25 0.1 +19 2740.68906473 2740.69448392 0.0005 200 25 0.1 +20 2739.66690543 2745.08952725 0.0005 200 25 0.1 +21 2737.19746375 2739.7804765 0.0005 200 25 0.1 +22 2736.07827945 2736.45007301 0.0005 200 25 0.1 +23 2733.32848946 2735.92952925 0.0005 200 25 0.1 +24 2731.72445217 2732.21414914 0.0005 200 25 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_25e_1k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_25e_1k.tsv new file mode 100644 index 0000000..9b3efae --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3214.39666998 3152.04265739 0.0005 200 25 1.0 +1 2950.35765813 2975.52552833 0.0005 200 25 1.0 +2 2880.77756693 2879.98270756 0.0005 200 25 1.0 +3 2845.24268867 2852.39894632 0.0005 200 25 1.0 +4 2822.44236544 2829.16098157 0.0005 200 25 1.0 +5 2807.44193017 2800.95759842 0.0005 200 25 1.0 +6 2794.98323945 2792.48067088 0.0005 200 25 1.0 +7 2786.15614631 2788.73746013 0.0005 200 25 1.0 +8 2779.72138803 2796.57424629 0.0005 200 25 1.0 +9 2773.74883532 2774.36552566 0.0005 200 25 1.0 +10 2767.95336634 2776.58058041 0.0005 200 25 1.0 +11 2763.40105162 2765.71361698 0.0005 200 25 1.0 +12 2759.75257822 2761.91655199 0.0005 200 25 1.0 +13 2756.58418868 2757.17140726 0.0005 200 25 1.0 +14 2752.90799994 2762.97668527 0.0005 200 25 1.0 +15 2750.44456672 2752.55151834 0.0005 200 25 1.0 +16 2748.42609723 2750.27584296 0.0005 200 25 1.0 +17 2745.47393352 2745.33050759 0.0005 200 25 1.0 +18 2743.29581624 2742.52736802 0.0005 200 25 1.0 +19 2740.81557675 2741.12918493 0.0005 200 25 1.0 +20 2739.64239276 2744.78070664 0.0005 200 25 1.0 +21 2737.20554047 2739.7473756 0.0005 200 25 1.0 +22 2736.08434572 2736.87114323 0.0005 200 25 1.0 +23 2733.33489511 2735.59714229 0.0005 200 25 1.0 +24 2731.62736751 2731.77129345 0.0005 200 25 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_50e_0.01k.tsv new file mode 100644 index 0000000..225c2b5 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3213.89333335 3153.69522987 0.0005 200 50 0.01 +1 2950.32792106 2975.52073515 0.0005 200 50 0.01 +2 2880.67056313 2880.21707556 0.0005 200 50 0.01 +3 2845.14473633 2852.56608135 0.0005 200 50 0.01 +4 2822.31045905 2829.4844735 0.0005 200 50 0.01 +5 2807.29009005 2800.98182389 0.0005 200 50 0.01 +6 2794.87766371 2792.24658717 0.0005 200 50 0.01 +7 2786.02858385 2789.16938084 0.0005 200 50 0.01 +8 2779.66466054 2798.55293604 0.0005 200 50 0.01 +9 2773.68130542 2774.11813279 0.0005 200 50 0.01 +10 2767.92393213 2776.83434708 0.0005 200 50 0.01 +11 2763.43074039 2765.66700386 0.0005 200 50 0.01 +12 2759.74338665 2761.99672954 0.0005 200 50 0.01 +13 2756.60435511 2757.3428836 0.0005 200 50 0.01 +14 2752.95690522 2763.33641084 0.0005 200 50 0.01 +15 2750.45813503 2752.58452167 0.0005 200 50 0.01 +16 2748.40617805 2750.10218382 0.0005 200 50 0.01 +17 2745.45469782 2745.81974019 0.0005 200 50 0.01 +18 2743.27639663 2742.3115211 0.0005 200 50 0.01 +19 2740.86959864 2741.08705737 0.0005 200 50 0.01 +20 2739.67223256 2744.84638046 0.0005 200 50 0.01 +21 2737.30849963 2739.37268697 0.0005 200 50 0.01 +22 2736.19629404 2736.81937935 0.0005 200 50 0.01 +23 2733.35657297 2735.66199127 0.0005 200 50 0.01 +24 2731.6936114 2731.83502162 0.0005 200 50 0.01 +25 2731.19530238 2731.25040426 0.0005 200 50 0.01 +26 2729.24343217 2730.10215068 0.0005 200 50 0.01 +27 2727.64992711 2729.93633531 0.0005 200 50 0.01 +28 2726.17318638 2736.0395069 0.0005 200 50 0.01 +29 2724.84650451 2731.4382665 0.0005 200 50 0.01 +30 2723.67708951 2726.04050914 0.0005 200 50 0.01 +31 2721.76311082 2725.0893606 0.0005 200 50 0.01 +32 2720.64773208 2725.4402411 0.0005 200 50 0.01 +33 2719.97339095 2720.76520767 0.0005 200 50 0.01 +34 2718.7728006 2727.62420829 0.0005 200 50 0.01 +35 2717.33115631 2718.65920023 0.0005 200 50 0.01 +36 2716.44156664 2717.03934072 0.0005 200 50 0.01 +37 2715.38516427 2716.44354516 0.0005 200 50 0.01 +38 2714.49727806 2716.19677921 0.0005 200 50 0.01 +39 2713.80257684 2714.1397446 0.0005 200 50 0.01 +40 2712.25820894 2712.17588628 0.0005 200 50 0.01 +41 2711.27021631 2714.15435756 0.0005 200 50 0.01 +42 2710.51295551 2716.52574213 0.0005 200 50 0.01 +43 2709.83366774 2712.93621021 0.0005 200 50 0.01 +44 2709.1223601 2710.23071196 0.0005 200 50 0.01 +45 2707.89460156 2709.49574925 0.0005 200 50 0.01 +46 2706.8130808 2710.58420658 0.0005 200 50 0.01 +47 2705.98368024 2710.12843431 0.0005 200 50 0.01 +48 2705.06982775 2706.49123801 0.0005 200 50 0.01 +49 2704.45556296 2707.75107319 0.0005 200 50 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_50e_0.05k.tsv new file mode 100644 index 0000000..ae8a118 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3213.36283439 3151.93616166 0.0005 200 50 0.05 +1 2950.24487424 2973.32620268 0.0005 200 50 0.05 +2 2880.63825391 2879.46605885 0.0005 200 50 0.05 +3 2845.1924156 2850.20635578 0.0005 200 50 0.05 +4 2822.4206108 2830.14648858 0.0005 200 50 0.05 +5 2807.3889468 2801.49823266 0.0005 200 50 0.05 +6 2794.95786301 2791.94270911 0.0005 200 50 0.05 +7 2786.23428433 2789.02234657 0.0005 200 50 0.05 +8 2779.7108766 2797.62765194 0.0005 200 50 0.05 +9 2773.76091075 2774.01661743 0.0005 200 50 0.05 +10 2767.98657792 2776.64256459 0.0005 200 50 0.05 +11 2763.43553456 2765.76348655 0.0005 200 50 0.05 +12 2759.71388241 2762.41261913 0.0005 200 50 0.05 +13 2756.63222265 2757.28275079 0.0005 200 50 0.05 +14 2752.92324193 2763.24442024 0.0005 200 50 0.05 +15 2750.34337983 2752.79129011 0.0005 200 50 0.05 +16 2748.43344638 2749.99757026 0.0005 200 50 0.05 +17 2745.3969399 2745.34467288 0.0005 200 50 0.05 +18 2743.2130858 2742.78251225 0.0005 200 50 0.05 +19 2740.74064881 2741.02979823 0.0005 200 50 0.05 +20 2739.63012846 2745.97928352 0.0005 200 50 0.05 +21 2737.04920179 2739.12275465 0.0005 200 50 0.05 +22 2736.12437182 2737.09425929 0.0005 200 50 0.05 +23 2733.22924652 2736.05986067 0.0005 200 50 0.05 +24 2731.65979293 2731.65411249 0.0005 200 50 0.05 +25 2731.1396535 2731.2176586 0.0005 200 50 0.05 +26 2729.23352016 2729.83564668 0.0005 200 50 0.05 +27 2727.53720267 2728.9683126 0.0005 200 50 0.05 +28 2726.15692453 2736.95846248 0.0005 200 50 0.05 +29 2724.79914149 2730.42605387 0.0005 200 50 0.05 +30 2723.51681608 2725.9942788 0.0005 200 50 0.05 +31 2721.68050852 2725.39904015 0.0005 200 50 0.05 +32 2720.59462235 2724.93712422 0.0005 200 50 0.05 +33 2719.89679873 2720.80521313 0.0005 200 50 0.05 +34 2718.7900642 2726.775322 0.0005 200 50 0.05 +35 2717.32668197 2719.12584446 0.0005 200 50 0.05 +36 2716.40828433 2716.88665806 0.0005 200 50 0.05 +37 2715.32127057 2716.41617154 0.0005 200 50 0.05 +38 2714.49331237 2716.67975052 0.0005 200 50 0.05 +39 2713.77385531 2713.99805855 0.0005 200 50 0.05 +40 2712.24633727 2712.74707918 0.0005 200 50 0.05 +41 2711.1814184 2714.10838163 0.0005 200 50 0.05 +42 2710.48877399 2716.06113832 0.0005 200 50 0.05 +43 2709.89795 2712.96224363 0.0005 200 50 0.05 +44 2709.08503369 2709.75898979 0.0005 200 50 0.05 +45 2707.93892475 2709.51841138 0.0005 200 50 0.05 +46 2706.73572821 2711.38257956 0.0005 200 50 0.05 +47 2705.91544533 2710.3174491 0.0005 200 50 0.05 +48 2705.09474812 2706.09302831 0.0005 200 50 0.05 +49 2704.43373059 2708.58847694 0.0005 200 50 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_50e_0.1k.tsv new file mode 100644 index 0000000..90fd161 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3214.94600454 3148.00382876 0.0005 200 50 0.1 +1 2950.46388788 2977.0897966 0.0005 200 50 0.1 +2 2880.69348579 2879.39790114 0.0005 200 50 0.1 +3 2845.02547458 2851.22867994 0.0005 200 50 0.1 +4 2822.18685133 2829.35969896 0.0005 200 50 0.1 +5 2807.29622998 2801.5328871 0.0005 200 50 0.1 +6 2794.94910266 2792.552149 0.0005 200 50 0.1 +7 2786.07565789 2788.04593251 0.0005 200 50 0.1 +8 2779.55226492 2797.53158984 0.0005 200 50 0.1 +9 2773.64285217 2773.92041716 0.0005 200 50 0.1 +10 2767.84290997 2775.25660907 0.0005 200 50 0.1 +11 2763.29775464 2765.39709683 0.0005 200 50 0.1 +12 2759.68399509 2761.86307912 0.0005 200 50 0.1 +13 2756.5642315 2756.86321356 0.0005 200 50 0.1 +14 2752.8676785 2762.69084748 0.0005 200 50 0.1 +15 2750.25412137 2752.02491308 0.0005 200 50 0.1 +16 2748.21623981 2750.14393934 0.0005 200 50 0.1 +17 2745.34519425 2745.52095688 0.0005 200 50 0.1 +18 2743.14245072 2742.57732489 0.0005 200 50 0.1 +19 2740.72457037 2741.18101604 0.0005 200 50 0.1 +20 2739.58267593 2744.57705974 0.0005 200 50 0.1 +21 2737.15201078 2739.92880056 0.0005 200 50 0.1 +22 2736.0894596 2736.45839573 0.0005 200 50 0.1 +23 2733.33393102 2735.43115234 0.0005 200 50 0.1 +24 2731.62977258 2731.76834789 0.0005 200 50 0.1 +25 2731.14482851 2731.20261058 0.0005 200 50 0.1 +26 2729.07628929 2729.81957728 0.0005 200 50 0.1 +27 2727.49318175 2729.67734179 0.0005 200 50 0.1 +28 2726.10993858 2734.75884415 0.0005 200 50 0.1 +29 2724.75486349 2730.73165771 0.0005 200 50 0.1 +30 2723.41751678 2725.54234089 0.0005 200 50 0.1 +31 2721.71442998 2724.51693113 0.0005 200 50 0.1 +32 2720.48365946 2725.05714244 0.0005 200 50 0.1 +33 2719.92436724 2720.66906435 0.0005 200 50 0.1 +34 2718.70771092 2726.96873366 0.0005 200 50 0.1 +35 2717.27476392 2719.16470576 0.0005 200 50 0.1 +36 2716.33144952 2716.79934115 0.0005 200 50 0.1 +37 2715.29722805 2716.2473602 0.0005 200 50 0.1 +38 2714.39346272 2716.65300895 0.0005 200 50 0.1 +39 2713.77859661 2713.84451183 0.0005 200 50 0.1 +40 2712.09631883 2712.76554331 0.0005 200 50 0.1 +41 2711.13160954 2714.67114398 0.0005 200 50 0.1 +42 2710.4333549 2715.8374635 0.0005 200 50 0.1 +43 2709.80399318 2712.49804921 0.0005 200 50 0.1 +44 2709.0590936 2710.33473687 0.0005 200 50 0.1 +45 2707.79708594 2709.8787508 0.0005 200 50 0.1 +46 2706.67687237 2710.52972494 0.0005 200 50 0.1 +47 2705.81498189 2710.18424168 0.0005 200 50 0.1 +48 2704.97457991 2706.10149481 0.0005 200 50 0.1 +49 2704.39329908 2708.03207112 0.0005 200 50 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_200bs_50e_1k.tsv b/param_sweep/paramsweep_0.0005lr_200bs_50e_1k.tsv new file mode 100644 index 0000000..4dc529d --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_200bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3212.52420468 3155.14326247 0.0005 200 50 1.0 +1 2949.98082452 2978.59898665 0.0005 200 50 1.0 +2 2880.10651739 2877.35042722 0.0005 200 50 1.0 +3 2844.50379389 2849.01354864 0.0005 200 50 1.0 +4 2822.0426371 2827.84325472 0.0005 200 50 1.0 +5 2807.2864033 2801.57116956 0.0005 200 50 1.0 +6 2794.90980219 2792.00853325 0.0005 200 50 1.0 +7 2786.13710095 2787.68215411 0.0005 200 50 1.0 +8 2779.65626232 2796.46954684 0.0005 200 50 1.0 +9 2773.66486866 2773.66734323 0.0005 200 50 1.0 +10 2767.78443192 2776.50939965 0.0005 200 50 1.0 +11 2763.26105918 2765.10165259 0.0005 200 50 1.0 +12 2759.49948106 2762.61779668 0.0005 200 50 1.0 +13 2756.40660458 2757.1756118 0.0005 200 50 1.0 +14 2752.84369636 2762.48716371 0.0005 200 50 1.0 +15 2750.2123969 2751.99583514 0.0005 200 50 1.0 +16 2748.13498427 2749.89985613 0.0005 200 50 1.0 +17 2745.06074363 2745.55105947 0.0005 200 50 1.0 +18 2743.00209139 2742.13240964 0.0005 200 50 1.0 +19 2740.54621974 2740.65213975 0.0005 200 50 1.0 +20 2739.48437557 2744.48123665 0.0005 200 50 1.0 +21 2736.91943881 2739.35701295 0.0005 200 50 1.0 +22 2736.00562071 2736.33253447 0.0005 200 50 1.0 +23 2733.22760173 2736.10436055 0.0005 200 50 1.0 +24 2731.58019904 2731.15792397 0.0005 200 50 1.0 +25 2731.0170014 2731.32435412 0.0005 200 50 1.0 +26 2729.18028176 2730.05525327 0.0005 200 50 1.0 +27 2727.6603903 2728.95349751 0.0005 200 50 1.0 +28 2726.2048863 2734.99590469 0.0005 200 50 1.0 +29 2724.93590202 2728.90435943 0.0005 200 50 1.0 +30 2723.53654567 2726.38611237 0.0005 200 50 1.0 +31 2721.78625575 2724.4869191 0.0005 200 50 1.0 +32 2720.62692625 2725.20666387 0.0005 200 50 1.0 +33 2719.92806662 2720.31151457 0.0005 200 50 1.0 +34 2718.78357895 2726.09855766 0.0005 200 50 1.0 +35 2717.43162958 2718.6159822 0.0005 200 50 1.0 +36 2716.52602428 2716.9146012 0.0005 200 50 1.0 +37 2715.35247432 2717.19429486 0.0005 200 50 1.0 +38 2714.5839034 2716.9372946 0.0005 200 50 1.0 +39 2713.77390737 2713.75830218 0.0005 200 50 1.0 +40 2712.35688476 2712.75433385 0.0005 200 50 1.0 +41 2711.38589477 2714.13454482 0.0005 200 50 1.0 +42 2710.65633167 2715.72975827 0.0005 200 50 1.0 +43 2709.96797782 2712.79123316 0.0005 200 50 1.0 +44 2709.31317876 2709.96928076 0.0005 200 50 1.0 +45 2707.99004776 2709.35333217 0.0005 200 50 1.0 +46 2706.85745899 2711.6158753 0.0005 200 50 1.0 +47 2706.01273554 2710.31005719 0.0005 200 50 1.0 +48 2705.26708888 2706.29160474 0.0005 200 50 1.0 +49 2704.63443665 2709.00287834 0.0005 200 50 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_100e_0.01k.tsv new file mode 100644 index 0000000..6362bfb --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3000.92208599 2884.77727373 0.0005 50 100 0.01 +1 2825.55340224 2815.59847363 0.0005 50 100 0.01 +2 2790.2071966 2793.00891417 0.0005 50 100 0.01 +3 2771.81234952 2762.79150951 0.0005 50 100 0.01 +4 2759.92443154 2753.45617652 0.0005 50 100 0.01 +5 2750.8113347 2742.74863785 0.0005 50 100 0.01 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0.0005 50 100 0.01 +26 2693.32496173 2693.04025239 0.0005 50 100 0.01 +27 2692.51860093 2692.64827785 0.0005 50 100 0.01 +28 2691.31571618 2688.81571164 0.0005 50 100 0.01 +29 2690.22994779 2690.781257 0.0005 50 100 0.01 +30 2688.96143795 2691.8974334 0.0005 50 100 0.01 +31 2688.32544723 2684.44848726 0.0005 50 100 0.01 +32 2687.09291453 2685.39244975 0.0005 50 100 0.01 +33 2686.6357184 2686.10261889 0.0005 50 100 0.01 +34 2685.76854172 2683.75570673 0.0005 50 100 0.01 +35 2684.81204321 2685.55682922 0.0005 50 100 0.01 +36 2684.44534357 2682.68550019 0.0005 50 100 0.01 +37 2683.77996036 2679.77933515 0.0005 50 100 0.01 +38 2683.07704975 2684.84553974 0.0005 50 100 0.01 +39 2682.59183902 2680.7021363 0.0005 50 100 0.01 +40 2681.76631922 2680.01747589 0.0005 50 100 0.01 +41 2681.20261475 2678.19367027 0.0005 50 100 0.01 +42 2680.42981065 2678.60148734 0.0005 50 100 0.01 +43 2680.18520568 2677.90024498 0.0005 50 100 0.01 +44 2679.92422799 2678.78542887 0.0005 50 100 0.01 +45 2678.67487549 2676.05847238 0.0005 50 100 0.01 +46 2678.57244983 2676.82396201 0.0005 50 100 0.01 +47 2677.98104099 2675.87379283 0.0005 50 100 0.01 +48 2677.44381822 2675.69177503 0.0005 50 100 0.01 +49 2677.03006537 2675.23553642 0.0005 50 100 0.01 +50 2676.57379876 2675.76942295 0.0005 50 100 0.01 +51 2675.75426773 2676.6252152 0.0005 50 100 0.01 +52 2676.34497428 2674.06644406 0.0005 50 100 0.01 +53 2675.60189073 2676.36330086 0.0005 50 100 0.01 +54 2675.31154343 2675.47677163 0.0005 50 100 0.01 +55 2675.18007382 2674.34448242 0.0005 50 100 0.01 +56 2674.00918086 2673.0745894 0.0005 50 100 0.01 +57 2674.43927092 2673.76056853 0.0005 50 100 0.01 +58 2673.79822565 2672.25689896 0.0005 50 100 0.01 +59 2673.77467807 2671.90626307 0.0005 50 100 0.01 +60 2673.69855682 2671.83777719 0.0005 50 100 0.01 +61 2673.11446328 2669.67173449 0.0005 50 100 0.01 +62 2672.57036736 2672.13654183 0.0005 50 100 0.01 +63 2672.41330139 2669.50829845 0.0005 50 100 0.01 +64 2672.01612988 2670.11508173 0.0005 50 100 0.01 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50 100 0.01 +85 2667.98203656 2667.10237101 0.0005 50 100 0.01 +86 2668.14524977 2666.38464005 0.0005 50 100 0.01 +87 2667.87409891 2665.39970162 0.0005 50 100 0.01 +88 2668.18314637 2669.77430063 0.0005 50 100 0.01 +89 2667.5758632 2666.6822022 0.0005 50 100 0.01 +90 2667.69100268 2665.88427781 0.0005 50 100 0.01 +91 2667.1120599 2664.9722674 0.0005 50 100 0.01 +92 2667.04661753 2665.56686045 0.0005 50 100 0.01 +93 2666.6973777 2665.13840206 0.0005 50 100 0.01 +94 2666.93283508 2666.3351696 0.0005 50 100 0.01 +95 2666.5912665 2667.55825858 0.0005 50 100 0.01 +96 2666.79713258 2663.69692672 0.0005 50 100 0.01 +97 2666.69001123 2663.62198349 0.0005 50 100 0.01 +98 2666.22976138 2663.7332752 0.0005 50 100 0.01 +99 2667.08552262 2663.49173563 0.0005 50 100 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_100e_0.05k.tsv new file mode 100644 index 0000000..e952900 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3000.97001044 2885.96377803 0.0005 50 100 0.05 +1 2825.97974369 2814.79931967 0.0005 50 100 0.05 +2 2790.36851231 2789.86507613 0.0005 50 100 0.05 +3 2772.00604646 2762.97407348 0.0005 50 100 0.05 +4 2760.0113974 2753.63175751 0.0005 50 100 0.05 +5 2750.87424888 2742.36272108 0.0005 50 100 0.05 +6 2743.68747593 2741.16633259 0.0005 50 100 0.05 +7 2737.93737711 2732.19466784 0.0005 50 100 0.05 +8 2733.44970392 2728.36709647 0.0005 50 100 0.05 +9 2729.51916352 2724.80301586 0.0005 50 100 0.05 +10 2725.62111219 2721.19291451 0.0005 50 100 0.05 +11 2722.13912587 2720.77427775 0.0005 50 100 0.05 +12 2718.80087646 2715.73318884 0.0005 50 100 0.05 +13 2716.3946442 2712.35668432 0.0005 50 100 0.05 +14 2713.35682469 2710.6851907 0.0005 50 100 0.05 +15 2710.97575416 2710.46718526 0.0005 50 100 0.05 +16 2709.19582757 2707.6431593 0.0005 50 100 0.05 +17 2707.07114008 2704.64294877 0.0005 50 100 0.05 +18 2705.25194949 2702.12921248 0.0005 50 100 0.05 +19 2703.15319932 2699.49980021 0.0005 50 100 0.05 +20 2701.59746629 2697.44976305 0.0005 50 100 0.05 +21 2700.36065886 2697.26833996 0.0005 50 100 0.05 +22 2699.05667032 2695.60437455 0.0005 50 100 0.05 +23 2697.33293146 2696.00016152 0.0005 50 100 0.05 +24 2695.76029255 2694.82681327 0.0005 50 100 0.05 +25 2694.45542453 2691.29398919 0.0005 50 100 0.05 +26 2693.46911355 2692.76186253 0.0005 50 100 0.05 +27 2692.65174882 2691.0848265 0.0005 50 100 0.05 +28 2691.35882468 2689.20241125 0.0005 50 100 0.05 +29 2690.29362616 2690.51402105 0.0005 50 100 0.05 +30 2689.06934162 2691.29598713 0.0005 50 100 0.05 +31 2688.47826409 2684.13341422 0.0005 50 100 0.05 +32 2687.17966631 2686.67811296 0.0005 50 100 0.05 +33 2686.76582549 2684.04964597 0.0005 50 100 0.05 +34 2685.87119783 2683.93621254 0.0005 50 100 0.05 +35 2684.88866575 2686.94336171 0.0005 50 100 0.05 +36 2684.40823417 2682.63016243 0.0005 50 100 0.05 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0.0005 50 100 0.05 +57 2674.36193338 2672.08916641 0.0005 50 100 0.05 +58 2673.79103124 2672.53741467 0.0005 50 100 0.05 +59 2673.82441042 2672.62997851 0.0005 50 100 0.05 +60 2673.65087214 2673.15521182 0.0005 50 100 0.05 +61 2672.99830741 2669.20865528 0.0005 50 100 0.05 +62 2672.5627798 2673.20152011 0.0005 50 100 0.05 +63 2672.43420935 2669.39078045 0.0005 50 100 0.05 +64 2671.97071547 2671.23981378 0.0005 50 100 0.05 +65 2671.8989492 2672.65631722 0.0005 50 100 0.05 +66 2671.78113751 2671.39761779 0.0005 50 100 0.05 +67 2671.6994452 2667.96187158 0.0005 50 100 0.05 +68 2672.04852436 2669.94608087 0.0005 50 100 0.05 +69 2671.29050068 2669.21496139 0.0005 50 100 0.05 +70 2670.76475885 2668.28330209 0.0005 50 100 0.05 +71 2670.58977325 2668.31899097 0.0005 50 100 0.05 +72 2670.29285525 2669.7956613 0.0005 50 100 0.05 +73 2670.86308761 2667.85017515 0.0005 50 100 0.05 +74 2669.67941478 2668.97861272 0.0005 50 100 0.05 +75 2669.30290091 2667.55385425 0.0005 50 100 0.05 +76 2669.71172351 2666.26325455 0.0005 50 100 0.05 +77 2669.51338914 2667.19449185 0.0005 50 100 0.05 +78 2669.0828841 2667.00803703 0.0005 50 100 0.05 +79 2668.86540742 2666.69934479 0.0005 50 100 0.05 +80 2668.94691525 2666.25004435 0.0005 50 100 0.05 +81 2668.66858054 2669.57848117 0.0005 50 100 0.05 +82 2668.30721035 2667.18654538 0.0005 50 100 0.05 +83 2668.7334341 2666.72032874 0.0005 50 100 0.05 +84 2668.48363812 2666.61239338 0.0005 50 100 0.05 +85 2667.90157359 2668.64902148 0.0005 50 100 0.05 +86 2668.07254076 2666.61435584 0.0005 50 100 0.05 +87 2667.80348285 2666.63574172 0.0005 50 100 0.05 +88 2668.13746427 2670.18373846 0.0005 50 100 0.05 +89 2667.51629655 2666.06628068 0.0005 50 100 0.05 +90 2667.69063555 2667.09392692 0.0005 50 100 0.05 +91 2667.1053843 2665.60806887 0.0005 50 100 0.05 +92 2666.9603296 2666.6831106 0.0005 50 100 0.05 +93 2666.61795691 2666.1439384 0.0005 50 100 0.05 +94 2666.82020217 2665.72768144 0.0005 50 100 0.05 +95 2666.60622724 2666.19454087 0.0005 50 100 0.05 +96 2666.73129932 2663.78223356 0.0005 50 100 0.05 +97 2666.60733701 2663.18125177 0.0005 50 100 0.05 +98 2666.13222356 2663.62721734 0.0005 50 100 0.05 +99 2666.93181321 2664.31511833 0.0005 50 100 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_100e_0.1k.tsv new file mode 100644 index 0000000..dcc9548 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3000.97013631 2885.46277952 0.0005 50 100 0.1 +1 2825.75071284 2815.71491891 0.0005 50 100 0.1 +2 2790.46341856 2794.10359125 0.0005 50 100 0.1 +3 2771.98588736 2762.47390963 0.0005 50 100 0.1 +4 2760.00136727 2753.33235475 0.0005 50 100 0.1 +5 2750.8593924 2743.08029566 0.0005 50 100 0.1 +6 2743.60216104 2740.61200266 0.0005 50 100 0.1 +7 2737.86362545 2733.16579716 0.0005 50 100 0.1 +8 2733.31718883 2727.64363031 0.0005 50 100 0.1 +9 2729.506207 2724.81665879 0.0005 50 100 0.1 +10 2725.5458585 2721.17232127 0.0005 50 100 0.1 +11 2722.17446316 2720.52131679 0.0005 50 100 0.1 +12 2718.75949677 2715.74147748 0.0005 50 100 0.1 +13 2716.3724562 2712.44833088 0.0005 50 100 0.1 +14 2713.31786733 2710.5907713 0.0005 50 100 0.1 +15 2710.86327373 2709.83198644 0.0005 50 100 0.1 +16 2709.07115054 2706.7190637 0.0005 50 100 0.1 +17 2706.99078838 2704.93546332 0.0005 50 100 0.1 +18 2705.15563045 2702.45087965 0.0005 50 100 0.1 +19 2703.12296473 2699.73040713 0.0005 50 100 0.1 +20 2701.48662748 2697.19993903 0.0005 50 100 0.1 +21 2700.18959339 2696.76714726 0.0005 50 100 0.1 +22 2699.06458291 2696.40964743 0.0005 50 100 0.1 +23 2697.397937 2696.36163715 0.0005 50 100 0.1 +24 2695.61665546 2693.82282579 0.0005 50 100 0.1 +25 2694.34726002 2691.03412834 0.0005 50 100 0.1 +26 2693.33299956 2694.55971876 0.0005 50 100 0.1 +27 2692.62802731 2691.71671145 0.0005 50 100 0.1 +28 2691.37644046 2688.67264057 0.0005 50 100 0.1 +29 2690.29703741 2688.84381629 0.0005 50 100 0.1 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2670.91034133 2667.76478708 0.0005 50 100 0.1 +71 2670.68505924 2669.45731274 0.0005 50 100 0.1 +72 2670.3314041 2670.28924315 0.0005 50 100 0.1 +73 2670.84448704 2667.78120332 0.0005 50 100 0.1 +74 2669.71433171 2667.66633492 0.0005 50 100 0.1 +75 2669.38348114 2667.35244663 0.0005 50 100 0.1 +76 2669.82921994 2666.33508371 0.0005 50 100 0.1 +77 2669.63042377 2667.07343591 0.0005 50 100 0.1 +78 2669.18352232 2667.4179216 0.0005 50 100 0.1 +79 2668.94083365 2666.31963189 0.0005 50 100 0.1 +80 2669.06725103 2665.89814154 0.0005 50 100 0.1 +81 2668.64648344 2670.04492047 0.0005 50 100 0.1 +82 2668.43050193 2667.08193509 0.0005 50 100 0.1 +83 2668.88721891 2667.38334233 0.0005 50 100 0.1 +84 2668.55965271 2667.08612049 0.0005 50 100 0.1 +85 2667.99263151 2667.58857963 0.0005 50 100 0.1 +86 2668.16635389 2666.88494581 0.0005 50 100 0.1 +87 2667.92260895 2665.19513978 0.0005 50 100 0.1 +88 2668.21051678 2669.02485053 0.0005 50 100 0.1 +89 2667.60955845 2666.30602771 0.0005 50 100 0.1 +90 2667.83633342 2665.28404851 0.0005 50 100 0.1 +91 2667.11829626 2665.30091802 0.0005 50 100 0.1 +92 2667.11057918 2664.75938424 0.0005 50 100 0.1 +93 2666.65647866 2666.24813977 0.0005 50 100 0.1 +94 2666.95484579 2667.14763926 0.0005 50 100 0.1 +95 2666.6290483 2667.75466528 0.0005 50 100 0.1 +96 2666.73949277 2664.09669696 0.0005 50 100 0.1 +97 2666.71012177 2663.94678248 0.0005 50 100 0.1 +98 2666.25810361 2664.54689927 0.0005 50 100 0.1 +99 2667.00846208 2663.47431435 0.0005 50 100 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_100e_1k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_100e_1k.tsv new file mode 100644 index 0000000..974e09c --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3000.86943181 2883.81182033 0.0005 50 100 1.0 +1 2825.67923257 2817.13918116 0.0005 50 100 1.0 +2 2790.34158404 2792.01424885 0.0005 50 100 1.0 +3 2771.88505668 2762.6486485 0.0005 50 100 1.0 +4 2759.96764386 2753.68142683 0.0005 50 100 1.0 +5 2750.85009926 2743.49785128 0.0005 50 100 1.0 +6 2743.6246385 2739.95145896 0.0005 50 100 1.0 +7 2737.89257089 2732.82114202 0.0005 50 100 1.0 +8 2733.37958397 2727.60659376 0.0005 50 100 1.0 +9 2729.55057944 2724.88621786 0.0005 50 100 1.0 +10 2725.60251621 2721.53363025 0.0005 50 100 1.0 +11 2722.17660295 2720.07383643 0.0005 50 100 1.0 +12 2718.77213533 2715.91344585 0.0005 50 100 1.0 +13 2716.36182056 2712.57440781 0.0005 50 100 1.0 +14 2713.32989154 2710.25918538 0.0005 50 100 1.0 +15 2710.86736392 2710.11114607 0.0005 50 100 1.0 +16 2709.0914064 2708.26648253 0.0005 50 100 1.0 +17 2707.01654704 2704.4873313 0.0005 50 100 1.0 +18 2705.19152501 2702.16474077 0.0005 50 100 1.0 +19 2703.13477226 2698.97096547 0.0005 50 100 1.0 +20 2701.51249576 2697.08443344 0.0005 50 100 1.0 +21 2700.17986252 2696.29924172 0.0005 50 100 1.0 +22 2699.08824142 2696.49919802 0.0005 50 100 1.0 +23 2697.39007307 2695.42814096 0.0005 50 100 1.0 +24 2695.6366108 2694.05381597 0.0005 50 100 1.0 +25 2694.36333053 2690.59326265 0.0005 50 100 1.0 +26 2693.31446241 2693.41231197 0.0005 50 100 1.0 +27 2692.62198851 2691.27580422 0.0005 50 100 1.0 +28 2691.32956277 2689.45886534 0.0005 50 100 1.0 +29 2690.28057368 2689.33169935 0.0005 50 100 1.0 +30 2688.99920831 2693.69089603 0.0005 50 100 1.0 +31 2688.4200833 2685.0539112 0.0005 50 100 1.0 +32 2687.09517117 2686.13386889 0.0005 50 100 1.0 +33 2686.70096381 2684.23399128 0.0005 50 100 1.0 +34 2685.86905765 2683.91204169 0.0005 50 100 1.0 +35 2684.8911442 2685.54339261 0.0005 50 100 1.0 +36 2684.46601012 2682.14399862 0.0005 50 100 1.0 +37 2683.91936733 2679.83220257 0.0005 50 100 1.0 +38 2683.13242387 2684.56231374 0.0005 50 100 1.0 +39 2682.67125006 2680.27442293 0.0005 50 100 1.0 +40 2681.92713566 2679.20911088 0.0005 50 100 1.0 +41 2681.24808342 2677.89637468 0.0005 50 100 1.0 +42 2680.43974092 2678.51293852 0.0005 50 100 1.0 +43 2680.19680131 2678.09595147 0.0005 50 100 1.0 +44 2679.9383309 2677.97511166 0.0005 50 100 1.0 +45 2678.67892424 2676.16855506 0.0005 50 100 1.0 +46 2678.57056782 2676.34765252 0.0005 50 100 1.0 +47 2678.00111685 2676.23857814 0.0005 50 100 1.0 +48 2677.52953793 2676.46886764 0.0005 50 100 1.0 +49 2677.13759494 2676.90439117 0.0005 50 100 1.0 +50 2676.69030519 2675.75954996 0.0005 50 100 1.0 +51 2675.83393455 2675.64201842 0.0005 50 100 1.0 +52 2676.35794159 2675.1267468 0.0005 50 100 1.0 +53 2675.62945994 2677.81037976 0.0005 50 100 1.0 +54 2675.32287791 2673.07803817 0.0005 50 100 1.0 +55 2675.26534828 2673.09678565 0.0005 50 100 1.0 +56 2674.0707999 2673.33401005 0.0005 50 100 1.0 +57 2674.49175983 2673.85344934 0.0005 50 100 1.0 +58 2673.87912715 2672.75920639 0.0005 50 100 1.0 +59 2673.86018611 2672.30616075 0.0005 50 100 1.0 +60 2673.78277146 2672.02396033 0.0005 50 100 1.0 +61 2673.13487853 2670.28022209 0.0005 50 100 1.0 +62 2672.73574538 2672.93479018 0.0005 50 100 1.0 +63 2672.51606787 2669.71364359 0.0005 50 100 1.0 +64 2672.16041533 2670.45045066 0.0005 50 100 1.0 +65 2671.93657692 2672.98115636 0.0005 50 100 1.0 +66 2671.92224958 2670.18817734 0.0005 50 100 1.0 +67 2671.75968172 2668.40387115 0.0005 50 100 1.0 +68 2672.13687302 2670.27059371 0.0005 50 100 1.0 +69 2671.41012824 2668.92835476 0.0005 50 100 1.0 +70 2670.86604048 2667.80218214 0.0005 50 100 1.0 +71 2670.73306635 2669.2842105 0.0005 50 100 1.0 +72 2670.3312185 2670.80823291 0.0005 50 100 1.0 +73 2670.88956277 2668.67389581 0.0005 50 100 1.0 +74 2669.78211776 2667.73567506 0.0005 50 100 1.0 +75 2669.45284756 2668.79264945 0.0005 50 100 1.0 +76 2669.98937958 2666.72948752 0.0005 50 100 1.0 +77 2669.67170875 2667.00303985 0.0005 50 100 1.0 +78 2669.26308275 2666.84910942 0.0005 50 100 1.0 +79 2669.05510404 2666.69797424 0.0005 50 100 1.0 +80 2669.1169049 2665.41674058 0.0005 50 100 1.0 +81 2668.76130773 2669.99081648 0.0005 50 100 1.0 +82 2668.50034392 2667.21939746 0.0005 50 100 1.0 +83 2668.95531373 2666.24799039 0.0005 50 100 1.0 +84 2668.63409151 2666.91289361 0.0005 50 100 1.0 +85 2668.14511122 2668.11064892 0.0005 50 100 1.0 +86 2668.22613499 2667.25279618 0.0005 50 100 1.0 +87 2667.99052857 2665.9717133 0.0005 50 100 1.0 +88 2668.35186782 2669.12826626 0.0005 50 100 1.0 +89 2667.61562555 2666.25252823 0.0005 50 100 1.0 +90 2667.91139695 2667.04113606 0.0005 50 100 1.0 +91 2667.21223241 2665.97248727 0.0005 50 100 1.0 +92 2667.19147527 2664.88340675 0.0005 50 100 1.0 +93 2666.81383423 2666.25613759 0.0005 50 100 1.0 +94 2667.04060445 2667.02943225 0.0005 50 100 1.0 +95 2666.7482283 2667.37116424 0.0005 50 100 1.0 +96 2666.86204597 2664.19072891 0.0005 50 100 1.0 +97 2666.80298632 2663.92951852 0.0005 50 100 1.0 +98 2666.38130478 2664.54432249 0.0005 50 100 1.0 +99 2667.15833146 2663.56351764 0.0005 50 100 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_10e_0.01k.tsv new file mode 100644 index 0000000..a910252 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3000.53753541 2888.52387677 0.0005 50 10 0.01 +1 2825.77324228 2812.25009289 0.0005 50 10 0.01 +2 2790.41735281 2791.37362385 0.0005 50 10 0.01 +3 2772.13332454 2763.76390061 0.0005 50 10 0.01 +4 2760.07577199 2754.13645967 0.0005 50 10 0.01 +5 2750.89829843 2742.64590367 0.0005 50 10 0.01 +6 2743.67675032 2740.18408063 0.0005 50 10 0.01 +7 2737.97633986 2732.67883511 0.0005 50 10 0.01 +8 2733.42704649 2728.91288428 0.0005 50 10 0.01 +9 2729.54432616 2725.04644787 0.0005 50 10 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_10e_0.05k.tsv new file mode 100644 index 0000000..8d30b1c --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3001.49594262 2885.37493838 0.0005 50 10 0.05 +1 2825.86226262 2814.70174932 0.0005 50 10 0.05 +2 2790.29313443 2792.25401175 0.0005 50 10 0.05 +3 2771.88793191 2762.57105099 0.0005 50 10 0.05 +4 2759.97223543 2753.085382 0.0005 50 10 0.05 +5 2750.75336789 2742.94042782 0.0005 50 10 0.05 +6 2743.52264638 2740.14214493 0.0005 50 10 0.05 +7 2737.87444296 2732.80331695 0.0005 50 10 0.05 +8 2733.41387337 2727.66609405 0.0005 50 10 0.05 +9 2729.58647828 2725.05518512 0.0005 50 10 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_10e_0.1k.tsv new file mode 100644 index 0000000..26a12b5 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3000.84900098 2891.05241555 0.0005 50 10 0.1 +1 2825.89088603 2813.86185842 0.0005 50 10 0.1 +2 2790.29551842 2790.39739418 0.0005 50 10 0.1 +3 2771.89217984 2763.19852461 0.0005 50 10 0.1 +4 2759.9260243 2753.18231656 0.0005 50 10 0.1 +5 2750.70656867 2742.72688646 0.0005 50 10 0.1 +6 2743.53446963 2740.30113276 0.0005 50 10 0.1 +7 2737.85307268 2732.90803601 0.0005 50 10 0.1 +8 2733.35230654 2727.5267537 0.0005 50 10 0.1 +9 2729.43984331 2724.83777439 0.0005 50 10 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_10e_1k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_10e_1k.tsv new file mode 100644 index 0000000..be222b7 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3000.72778017 2886.99952292 0.0005 50 10 1.0 +1 2825.75551478 2814.36690088 0.0005 50 10 1.0 +2 2790.34598391 2789.65963296 0.0005 50 10 1.0 +3 2772.01335257 2762.57942646 0.0005 50 10 1.0 +4 2760.02479982 2754.20014723 0.0005 50 10 1.0 +5 2750.85702907 2742.85215861 0.0005 50 10 1.0 +6 2743.67146746 2739.74469006 0.0005 50 10 1.0 +7 2737.98687507 2732.57205323 0.0005 50 10 1.0 +8 2733.47523001 2728.67781467 0.0005 50 10 1.0 +9 2729.54453316 2724.27224994 0.0005 50 10 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_25e_0.01k.tsv new file mode 100644 index 0000000..e1e323b --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3001.33008938 2888.65194043 0.0005 50 25 0.01 +1 2825.95586245 2813.62584819 0.0005 50 25 0.01 +2 2790.3588337 2790.69770442 0.0005 50 25 0.01 +3 2771.96512874 2763.06982609 0.0005 50 25 0.01 +4 2759.977475 2753.9924069 0.0005 50 25 0.01 +5 2750.78353835 2743.27837026 0.0005 50 25 0.01 +6 2743.61026413 2740.78204824 0.0005 50 25 0.01 +7 2737.88951668 2732.15275501 0.0005 50 25 0.01 +8 2733.40394009 2728.14693298 0.0005 50 25 0.01 +9 2729.51609767 2724.71208818 0.0005 50 25 0.01 +10 2725.59913417 2721.30348547 0.0005 50 25 0.01 +11 2722.07226262 2721.69252892 0.0005 50 25 0.01 +12 2718.7060494 2716.26677288 0.0005 50 25 0.01 +13 2716.3012714 2712.19510057 0.0005 50 25 0.01 +14 2713.24839819 2710.59554068 0.0005 50 25 0.01 +15 2710.83903256 2710.44650146 0.0005 50 25 0.01 +16 2709.14027836 2708.05862689 0.0005 50 25 0.01 +17 2706.95838846 2704.16314849 0.0005 50 25 0.01 +18 2705.21162894 2701.99094672 0.0005 50 25 0.01 +19 2703.09439504 2699.76299267 0.0005 50 25 0.01 +20 2701.57291274 2697.73932877 0.0005 50 25 0.01 +21 2700.2846252 2697.5729537 0.0005 50 25 0.01 +22 2698.90265911 2694.8308605 0.0005 50 25 0.01 +23 2697.25621849 2695.77745858 0.0005 50 25 0.01 +24 2695.57072087 2693.09703073 0.0005 50 25 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_25e_0.05k.tsv new file mode 100644 index 0000000..994acb6 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3000.99457545 2888.30229698 0.0005 50 25 0.05 +1 2825.88055089 2814.20009542 0.0005 50 25 0.05 +2 2790.23789412 2790.29861106 0.0005 50 25 0.05 +3 2771.81061613 2762.69504549 0.0005 50 25 0.05 +4 2759.8943172 2753.42439296 0.0005 50 25 0.05 +5 2750.65271638 2742.78720927 0.0005 50 25 0.05 +6 2743.46967957 2741.387334 0.0005 50 25 0.05 +7 2737.78808412 2732.08853809 0.0005 50 25 0.05 +8 2733.31638047 2728.48234532 0.0005 50 25 0.05 +9 2729.35982191 2725.35411594 0.0005 50 25 0.05 +10 2725.54092583 2721.33902824 0.0005 50 25 0.05 +11 2722.01521002 2721.8535455 0.0005 50 25 0.05 +12 2718.6427264 2716.29593765 0.0005 50 25 0.05 +13 2716.2689657 2712.41631858 0.0005 50 25 0.05 +14 2713.23633842 2710.55619389 0.0005 50 25 0.05 +15 2710.79847733 2710.17855969 0.0005 50 25 0.05 +16 2709.15969238 2707.37694332 0.0005 50 25 0.05 +17 2706.96660606 2705.36563536 0.0005 50 25 0.05 +18 2705.20357134 2701.70084884 0.0005 50 25 0.05 +19 2703.10243679 2699.7346971 0.0005 50 25 0.05 +20 2701.51883797 2697.19199303 0.0005 50 25 0.05 +21 2700.30974388 2696.94362499 0.0005 50 25 0.05 +22 2699.0298225 2695.27031876 0.0005 50 25 0.05 +23 2697.30228531 2696.55221995 0.0005 50 25 0.05 +24 2695.69199083 2693.37178183 0.0005 50 25 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_25e_0.1k.tsv new file mode 100644 index 0000000..8c48ac4 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3000.4533812 2884.32446056 0.0005 50 25 0.1 +1 2825.63785936 2815.19523874 0.0005 50 25 0.1 +2 2790.32508215 2790.49939035 0.0005 50 25 0.1 +3 2772.02569276 2762.69538065 0.0005 50 25 0.1 +4 2760.08107152 2753.56590023 0.0005 50 25 0.1 +5 2750.85416495 2742.48859401 0.0005 50 25 0.1 +6 2743.67406238 2739.63846835 0.0005 50 25 0.1 +7 2737.94612219 2732.90665986 0.0005 50 25 0.1 +8 2733.42322378 2728.37863223 0.0005 50 25 0.1 +9 2729.50515875 2724.39140364 0.0005 50 25 0.1 +10 2725.57773113 2721.45612284 0.0005 50 25 0.1 +11 2722.09080083 2720.34551173 0.0005 50 25 0.1 +12 2718.75261246 2716.36018445 0.0005 50 25 0.1 +13 2716.38746951 2712.35411454 0.0005 50 25 0.1 +14 2713.31817123 2711.61331626 0.0005 50 25 0.1 +15 2710.91271364 2710.52378154 0.0005 50 25 0.1 +16 2709.14505263 2708.14279799 0.0005 50 25 0.1 +17 2706.98477956 2704.20986804 0.0005 50 25 0.1 +18 2705.21732544 2702.71766374 0.0005 50 25 0.1 +19 2703.05750073 2699.27687181 0.0005 50 25 0.1 +20 2701.53463158 2697.32703734 0.0005 50 25 0.1 +21 2700.24267635 2696.64141297 0.0005 50 25 0.1 +22 2698.98487228 2695.98077404 0.0005 50 25 0.1 +23 2697.20696008 2696.43879119 0.0005 50 25 0.1 +24 2695.63818829 2693.63043178 0.0005 50 25 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_25e_1k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_25e_1k.tsv new file mode 100644 index 0000000..761e949 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3001.08997068 2889.25477731 0.0005 50 25 1.0 +1 2825.87268623 2814.0923337 0.0005 50 25 1.0 +2 2790.21651577 2789.72018917 0.0005 50 25 1.0 +3 2771.92841352 2763.15689093 0.0005 50 25 1.0 +4 2759.88744518 2753.27944345 0.0005 50 25 1.0 +5 2750.7046786 2743.24628374 0.0005 50 25 1.0 +6 2743.55621838 2740.86580808 0.0005 50 25 1.0 +7 2737.86858473 2732.34117229 0.0005 50 25 1.0 +8 2733.37288866 2727.84509114 0.0005 50 25 1.0 +9 2729.43961051 2725.32291215 0.0005 50 25 1.0 +10 2725.64287219 2720.92540407 0.0005 50 25 1.0 +11 2722.11753305 2719.88031321 0.0005 50 25 1.0 +12 2718.72332246 2715.81482891 0.0005 50 25 1.0 +13 2716.34138049 2712.43149638 0.0005 50 25 1.0 +14 2713.27672493 2710.68335708 0.0005 50 25 1.0 +15 2710.83090477 2710.94262415 0.0005 50 25 1.0 +16 2709.19136823 2706.36141729 0.0005 50 25 1.0 +17 2707.01311595 2704.4654422 0.0005 50 25 1.0 +18 2705.28330101 2701.87697787 0.0005 50 25 1.0 +19 2703.13850448 2699.43723952 0.0005 50 25 1.0 +20 2701.61376829 2697.43620881 0.0005 50 25 1.0 +21 2700.33900979 2697.13055408 0.0005 50 25 1.0 +22 2698.97403908 2696.30221295 0.0005 50 25 1.0 +23 2697.25630484 2696.75332041 0.0005 50 25 1.0 +24 2695.66857828 2694.35405292 0.0005 50 25 1.0 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_50e_0.01k.tsv new file mode 100644 index 0000000..b5956ce --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3000.8614901 2889.32128766 0.0005 50 50 0.01 +1 2825.8408081 2813.88334746 0.0005 50 50 0.01 +2 2790.24752962 2790.10197983 0.0005 50 50 0.01 +3 2771.86614047 2762.90112445 0.0005 50 50 0.01 +4 2759.89605481 2752.72366736 0.0005 50 50 0.01 +5 2750.68489719 2742.85137951 0.0005 50 50 0.01 +6 2743.49461306 2740.29252435 0.0005 50 50 0.01 +7 2737.80904634 2731.68495636 0.0005 50 50 0.01 +8 2733.36404316 2728.12505415 0.0005 50 50 0.01 +9 2729.42454211 2725.25301325 0.0005 50 50 0.01 +10 2725.61912792 2721.29927159 0.0005 50 50 0.01 +11 2722.06736686 2720.82764185 0.0005 50 50 0.01 +12 2718.70502366 2716.21713111 0.0005 50 50 0.01 +13 2716.32443078 2711.81919636 0.0005 50 50 0.01 +14 2713.21956062 2710.99867613 0.0005 50 50 0.01 +15 2710.84154648 2710.70366323 0.0005 50 50 0.01 +16 2709.16452715 2707.64882262 0.0005 50 50 0.01 +17 2707.00181151 2704.3513319 0.0005 50 50 0.01 +18 2705.24347429 2702.23846424 0.0005 50 50 0.01 +19 2703.11500421 2699.617082 0.0005 50 50 0.01 +20 2701.60765333 2696.95941337 0.0005 50 50 0.01 +21 2700.34065341 2696.66096663 0.0005 50 50 0.01 +22 2699.02929005 2697.37133556 0.0005 50 50 0.01 +23 2697.33265712 2696.02110673 0.0005 50 50 0.01 +24 2695.72516657 2694.47601447 0.0005 50 50 0.01 +25 2694.41262865 2690.8228566 0.0005 50 50 0.01 +26 2693.46812898 2692.56789817 0.0005 50 50 0.01 +27 2692.66498719 2691.00355894 0.0005 50 50 0.01 +28 2691.44076756 2689.79212663 0.0005 50 50 0.01 +29 2690.33801167 2690.86292181 0.0005 50 50 0.01 +30 2689.05323199 2690.8195488 0.0005 50 50 0.01 +31 2688.49763876 2684.24474327 0.0005 50 50 0.01 +32 2687.23415096 2687.47123575 0.0005 50 50 0.01 +33 2686.82386531 2684.83665638 0.0005 50 50 0.01 +34 2685.92835703 2683.49235182 0.0005 50 50 0.01 +35 2684.97692377 2688.12188172 0.0005 50 50 0.01 +36 2684.50894204 2682.56670501 0.0005 50 50 0.01 +37 2683.88510135 2680.13349171 0.0005 50 50 0.01 +38 2683.30365865 2686.4822935 0.0005 50 50 0.01 +39 2682.75412552 2679.84310114 0.0005 50 50 0.01 +40 2681.97148973 2679.62626225 0.0005 50 50 0.01 +41 2681.44186605 2678.70533347 0.0005 50 50 0.01 +42 2680.56453252 2678.29989898 0.0005 50 50 0.01 +43 2680.20989428 2678.29070333 0.0005 50 50 0.01 +44 2680.06574396 2678.23015505 0.0005 50 50 0.01 +45 2678.69168888 2676.31536433 0.0005 50 50 0.01 +46 2678.65388786 2676.19569295 0.0005 50 50 0.01 +47 2678.05734498 2676.02274289 0.0005 50 50 0.01 +48 2677.55666905 2675.2457245 0.0005 50 50 0.01 +49 2677.05968231 2675.55803731 0.0005 50 50 0.01 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_50e_0.05k.tsv new file mode 100644 index 0000000..94623bf --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3000.91642298 2888.57007349 0.0005 50 50 0.05 +1 2825.87463987 2814.27982063 0.0005 50 50 0.05 +2 2790.29433963 2789.12479647 0.0005 50 50 0.05 +3 2771.89504529 2763.43770259 0.0005 50 50 0.05 +4 2759.89459586 2753.45636185 0.0005 50 50 0.05 +5 2750.73470709 2742.44403951 0.0005 50 50 0.05 +6 2743.53927036 2740.61700778 0.0005 50 50 0.05 +7 2737.89616058 2732.78758599 0.0005 50 50 0.05 +8 2733.4278944 2727.59291255 0.0005 50 50 0.05 +9 2729.49326534 2725.06869594 0.0005 50 50 0.05 +10 2725.66069651 2721.21721 0.0005 50 50 0.05 +11 2722.16686533 2721.19028031 0.0005 50 50 0.05 +12 2718.75870101 2716.30445036 0.0005 50 50 0.05 +13 2716.37305541 2712.4405744 0.0005 50 50 0.05 +14 2713.29129504 2711.01414802 0.0005 50 50 0.05 +15 2710.9023894 2710.64971049 0.0005 50 50 0.05 +16 2709.23607397 2707.5160736 0.0005 50 50 0.05 +17 2707.0222992 2704.86022132 0.0005 50 50 0.05 +18 2705.22392307 2702.24622166 0.0005 50 50 0.05 +19 2703.15218956 2699.07850685 0.0005 50 50 0.05 +20 2701.5782074 2697.16246182 0.0005 50 50 0.05 +21 2700.36240828 2697.13687746 0.0005 50 50 0.05 +22 2699.02227702 2696.51428153 0.0005 50 50 0.05 +23 2697.32059975 2696.37350901 0.0005 50 50 0.05 +24 2695.70846528 2693.93119156 0.0005 50 50 0.05 +25 2694.47461049 2690.62943141 0.0005 50 50 0.05 +26 2693.4451243 2693.00342684 0.0005 50 50 0.05 +27 2692.64635065 2690.72613584 0.0005 50 50 0.05 +28 2691.39959523 2689.96372434 0.0005 50 50 0.05 +29 2690.33143326 2692.29686846 0.0005 50 50 0.05 +30 2689.07329193 2689.93012723 0.0005 50 50 0.05 +31 2688.53154926 2684.11956215 0.0005 50 50 0.05 +32 2687.24894498 2686.06931867 0.0005 50 50 0.05 +33 2686.87222648 2684.58597765 0.0005 50 50 0.05 +34 2685.97323139 2683.56998387 0.0005 50 50 0.05 +35 2684.96006844 2686.4906391 0.0005 50 50 0.05 +36 2684.52395862 2683.63330358 0.0005 50 50 0.05 +37 2683.91719519 2680.24276074 0.0005 50 50 0.05 +38 2683.34432631 2688.5536003 0.0005 50 50 0.05 +39 2682.75915819 2680.24325182 0.0005 50 50 0.05 +40 2682.03056395 2680.39621363 0.0005 50 50 0.05 +41 2681.4510487 2679.66263127 0.0005 50 50 0.05 +42 2680.58929239 2678.28184471 0.0005 50 50 0.05 +43 2680.23261054 2678.57698599 0.0005 50 50 0.05 +44 2680.04229349 2678.13101762 0.0005 50 50 0.05 +45 2678.7880988 2676.83843539 0.0005 50 50 0.05 +46 2678.69235963 2676.44125687 0.0005 50 50 0.05 +47 2678.08673811 2676.31327397 0.0005 50 50 0.05 +48 2677.62988421 2675.19603138 0.0005 50 50 0.05 +49 2677.06312102 2677.06853209 0.0005 50 50 0.05 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_50e_0.1k.tsv new file mode 100644 index 0000000..62136a1 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3001.44555882 2883.98421488 0.0005 50 50 0.1 +1 2825.8949597 2814.79134052 0.0005 50 50 0.1 +2 2790.3154841 2793.09465981 0.0005 50 50 0.1 +3 2771.88500185 2762.87735458 0.0005 50 50 0.1 +4 2759.96308707 2752.8800686 0.0005 50 50 0.1 +5 2750.76352969 2743.08838591 0.0005 50 50 0.1 +6 2743.53601807 2740.19319086 0.0005 50 50 0.1 +7 2737.86322844 2732.77326385 0.0005 50 50 0.1 +8 2733.41252343 2727.85812862 0.0005 50 50 0.1 +9 2729.55216603 2724.91684421 0.0005 50 50 0.1 +10 2725.647086 2721.95282484 0.0005 50 50 0.1 +11 2722.18705866 2719.61581882 0.0005 50 50 0.1 +12 2718.81473041 2717.07096837 0.0005 50 50 0.1 +13 2716.43905365 2712.68309847 0.0005 50 50 0.1 +14 2713.27823358 2710.67673634 0.0005 50 50 0.1 +15 2710.84476653 2710.5406179 0.0005 50 50 0.1 +16 2709.12853546 2707.39378482 0.0005 50 50 0.1 +17 2706.93362091 2704.14745767 0.0005 50 50 0.1 +18 2705.11781727 2703.20136233 0.0005 50 50 0.1 +19 2703.09134983 2700.41772368 0.0005 50 50 0.1 +20 2701.49585285 2697.45490587 0.0005 50 50 0.1 +21 2700.16569554 2696.15919463 0.0005 50 50 0.1 +22 2699.02087061 2696.21423597 0.0005 50 50 0.1 +23 2697.29128975 2697.00103585 0.0005 50 50 0.1 +24 2695.52881627 2693.97429475 0.0005 50 50 0.1 +25 2694.27844081 2690.62800578 0.0005 50 50 0.1 +26 2693.26672453 2692.93317549 0.0005 50 50 0.1 +27 2692.5341123 2691.44136844 0.0005 50 50 0.1 +28 2691.26215511 2689.05053011 0.0005 50 50 0.1 +29 2690.19767667 2689.09721605 0.0005 50 50 0.1 +30 2688.87799585 2691.60538052 0.0005 50 50 0.1 +31 2688.25543381 2684.746913 0.0005 50 50 0.1 +32 2687.03790915 2686.51488324 0.0005 50 50 0.1 +33 2686.66145256 2684.22422332 0.0005 50 50 0.1 +34 2685.71759629 2683.59243547 0.0005 50 50 0.1 +35 2684.80575118 2685.44402644 0.0005 50 50 0.1 +36 2684.35501756 2682.03912412 0.0005 50 50 0.1 +37 2683.8199691 2680.04103336 0.0005 50 50 0.1 +38 2683.09632086 2686.37327935 0.0005 50 50 0.1 +39 2682.61509287 2680.70428735 0.0005 50 50 0.1 +40 2681.78110258 2679.35853194 0.0005 50 50 0.1 +41 2681.2351151 2678.72081516 0.0005 50 50 0.1 +42 2680.41340566 2678.12739613 0.0005 50 50 0.1 +43 2680.16584499 2679.80354382 0.0005 50 50 0.1 +44 2679.85308067 2678.12025723 0.0005 50 50 0.1 +45 2678.57181627 2676.07399141 0.0005 50 50 0.1 +46 2678.53924968 2676.67769983 0.0005 50 50 0.1 +47 2677.92812941 2676.50188217 0.0005 50 50 0.1 +48 2677.45349065 2676.78715045 0.0005 50 50 0.1 +49 2676.99105765 2675.43238565 0.0005 50 50 0.1 diff --git a/param_sweep/paramsweep_0.0005lr_50bs_50e_1k.tsv b/param_sweep/paramsweep_0.0005lr_50bs_50e_1k.tsv new file mode 100644 index 0000000..c78e731 --- /dev/null +++ b/param_sweep/paramsweep_0.0005lr_50bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3000.78964986 2883.79979722 0.0005 50 50 1.0 +1 2825.71100719 2815.18656825 0.0005 50 50 1.0 +2 2790.36001055 2789.90841272 0.0005 50 50 1.0 +3 2772.06933337 2763.12605499 0.0005 50 50 1.0 +4 2760.09076398 2753.05092689 0.0005 50 50 1.0 +5 2750.85279415 2742.57204156 0.0005 50 50 1.0 +6 2743.68640065 2739.04084011 0.0005 50 50 1.0 +7 2737.96133391 2732.8029365 0.0005 50 50 1.0 +8 2733.40590561 2728.45514348 0.0005 50 50 1.0 +9 2729.5708769 2724.34952955 0.0005 50 50 1.0 +10 2725.6027187 2720.90506617 0.0005 50 50 1.0 +11 2722.11005993 2720.53021089 0.0005 50 50 1.0 +12 2718.74674465 2716.42339633 0.0005 50 50 1.0 +13 2716.35135558 2712.6841992 0.0005 50 50 1.0 +14 2713.31802096 2711.50218513 0.0005 50 50 1.0 +15 2710.91822565 2710.14880815 0.0005 50 50 1.0 +16 2709.15132948 2707.70818053 0.0005 50 50 1.0 +17 2706.99012313 2704.29696276 0.0005 50 50 1.0 +18 2705.18886792 2702.49227059 0.0005 50 50 1.0 +19 2703.09099429 2699.6015639 0.0005 50 50 1.0 +20 2701.56723938 2697.06763209 0.0005 50 50 1.0 +21 2700.19977382 2697.20900772 0.0005 50 50 1.0 +22 2698.93555183 2695.31100388 0.0005 50 50 1.0 +23 2697.23672986 2695.78397383 0.0005 50 50 1.0 +24 2695.6118245 2693.24154797 0.0005 50 50 1.0 +25 2694.34971769 2691.83642765 0.0005 50 50 1.0 +26 2693.35797533 2692.21268009 0.0005 50 50 1.0 +27 2692.63375939 2690.28086068 0.0005 50 50 1.0 +28 2691.31952559 2689.57647297 0.0005 50 50 1.0 +29 2690.2315454 2692.13969885 0.0005 50 50 1.0 +30 2688.9972563 2690.31895175 0.0005 50 50 1.0 +31 2688.3550477 2684.60464623 0.0005 50 50 1.0 +32 2687.15775831 2687.29205054 0.0005 50 50 1.0 +33 2686.6588656 2684.14248616 0.0005 50 50 1.0 +34 2685.85512701 2682.82049596 0.0005 50 50 1.0 +35 2684.90110736 2684.97122828 0.0005 50 50 1.0 +36 2684.39405446 2680.62832694 0.0005 50 50 1.0 +37 2683.81075587 2680.61906734 0.0005 50 50 1.0 +38 2683.16812216 2685.45228054 0.0005 50 50 1.0 +39 2682.66581099 2679.77693623 0.0005 50 50 1.0 +40 2681.90823479 2680.38864013 0.0005 50 50 1.0 +41 2681.3304997 2678.7419583 0.0005 50 50 1.0 +42 2680.45529957 2678.05413387 0.0005 50 50 1.0 +43 2680.09634205 2678.23516017 0.0005 50 50 1.0 +44 2679.88357911 2678.73823177 0.0005 50 50 1.0 +45 2678.7679714 2676.01513812 0.0005 50 50 1.0 +46 2678.58118964 2676.24015922 0.0005 50 50 1.0 +47 2678.01900782 2676.03128081 0.0005 50 50 1.0 +48 2677.50958155 2677.9661256 0.0005 50 50 1.0 +49 2677.05794233 2675.81338367 0.0005 50 50 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_100e_0.01k.tsv new file mode 100644 index 0000000..5f98c86 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2939.72279945 2975.08807128 0.0015 100 100 0.01 +1 2792.9581246 2796.8141623 0.0015 100 100 0.01 +2 2764.372567 2765.63867001 0.0015 100 100 0.01 +3 2749.92154312 2745.52323864 0.0015 100 100 0.01 +4 2739.6756974 2739.03768168 0.0015 100 100 0.01 +5 2732.4686753 2732.20517662 0.0015 100 100 0.01 +6 2726.21956918 2732.63597839 0.0015 100 100 0.01 +7 2720.61407779 2724.29062351 0.0015 100 100 0.01 +8 2717.49275743 2717.75936884 0.0015 100 100 0.01 +9 2713.57751357 2713.24503923 0.0015 100 100 0.01 +10 2710.02315233 2713.12496919 0.0015 100 100 0.01 +11 2706.99159999 2706.98095003 0.0015 100 100 0.01 +12 2704.60334284 2705.83750831 0.0015 100 100 0.01 +13 2703.0419351 2703.46602477 0.0015 100 100 0.01 +14 2700.21821213 2701.81389155 0.0015 100 100 0.01 +15 2698.2102658 2700.60331676 0.0015 100 100 0.01 +16 2696.96748497 2698.33984982 0.0015 100 100 0.01 +17 2694.96134992 2697.26696241 0.0015 100 100 0.01 +18 2693.23691235 2693.8366942 0.0015 100 100 0.01 +19 2691.68238472 2696.88509846 0.0015 100 100 0.01 +20 2691.22624327 2693.88741756 0.0015 100 100 0.01 +21 2689.63667295 2691.72421772 0.0015 100 100 0.01 +22 2689.04097151 2691.55185678 0.0015 100 100 0.01 +23 2688.10391554 2689.80353308 0.0015 100 100 0.01 +24 2686.17608053 2690.23373127 0.0015 100 100 0.01 +25 2686.10722784 2687.56021171 0.0015 100 100 0.01 +26 2684.72218835 2688.48402069 0.0015 100 100 0.01 +27 2683.88197293 2685.50205022 0.0015 100 100 0.01 +28 2683.03916365 2687.52362282 0.0015 100 100 0.01 +29 2682.31197699 2688.29442286 0.0015 100 100 0.01 +30 2681.95425441 2688.87837876 0.0015 100 100 0.01 +31 2681.02949059 2682.06103889 0.0015 100 100 0.01 +32 2680.14213764 2682.64942013 0.0015 100 100 0.01 +33 2680.27659203 2685.92570983 0.0015 100 100 0.01 +34 2678.97513947 2680.06691274 0.0015 100 100 0.01 +35 2678.60729253 2681.08868513 0.0015 100 100 0.01 +36 2678.24312085 2678.75635653 0.0015 100 100 0.01 +37 2678.22468086 2677.83544315 0.0015 100 100 0.01 +38 2677.56402639 2685.01427406 0.0015 100 100 0.01 +39 2676.78112335 2679.65968991 0.0015 100 100 0.01 +40 2676.77975533 2679.83870707 0.0015 100 100 0.01 +41 2675.95862684 2677.69450959 0.0015 100 100 0.01 +42 2675.23429898 2677.36595839 0.0015 100 100 0.01 +43 2675.01563895 2678.77425208 0.0015 100 100 0.01 +44 2675.15013629 2677.38279663 0.0015 100 100 0.01 +45 2674.28605511 2675.38642233 0.0015 100 100 0.01 +46 2673.77729502 2675.47325983 0.0015 100 100 0.01 +47 2674.06219431 2673.65708465 0.0015 100 100 0.01 +48 2673.36858374 2676.32280012 0.0015 100 100 0.01 +49 2672.94080828 2674.22424013 0.0015 100 100 0.01 +50 2672.93418438 2675.88188822 0.0015 100 100 0.01 +51 2672.42793691 2673.60450246 0.0015 100 100 0.01 +52 2672.24739123 2675.6130175 0.0015 100 100 0.01 +53 2672.02400616 2680.27293475 0.0015 100 100 0.01 +54 2672.21342863 2674.2027917 0.0015 100 100 0.01 +55 2672.13035937 2674.13650729 0.0015 100 100 0.01 +56 2671.03967603 2673.4395913 0.0015 100 100 0.01 +57 2671.50405471 2674.64483888 0.0015 100 100 0.01 +58 2670.94147039 2673.1196121 0.0015 100 100 0.01 +59 2670.89338107 2673.82214052 0.0015 100 100 0.01 +60 2670.77428863 2674.12824805 0.0015 100 100 0.01 +61 2669.74448677 2674.63941597 0.0015 100 100 0.01 +62 2670.16525874 2672.75156287 0.0015 100 100 0.01 +63 2669.80454213 2679.412867 0.0015 100 100 0.01 +64 2670.28740624 2674.52800802 0.0015 100 100 0.01 +65 2669.27116966 2675.02969646 0.0015 100 100 0.01 +66 2669.55915061 2671.36848803 0.0015 100 100 0.01 +67 2669.19621854 2670.78954051 0.0015 100 100 0.01 +68 2669.88677389 2677.63264305 0.0015 100 100 0.01 +69 2669.10006329 2670.65849068 0.0015 100 100 0.01 +70 2668.62862188 2670.47784856 0.0015 100 100 0.01 +71 2668.84401305 2675.06962676 0.0015 100 100 0.01 +72 2668.12609009 2671.12282234 0.0015 100 100 0.01 +73 2669.2037183 2672.63196524 0.0015 100 100 0.01 +74 2668.51786701 2670.85478628 0.0015 100 100 0.01 +75 2667.54037577 2672.02339735 0.0015 100 100 0.01 +76 2668.21756683 2672.6592161 0.0015 100 100 0.01 +77 2667.44678336 2668.18895084 0.0015 100 100 0.01 +78 2667.61957882 2668.95255643 0.0015 100 100 0.01 +79 2667.04293265 2669.50224955 0.0015 100 100 0.01 +80 2667.43338369 2667.45849376 0.0015 100 100 0.01 +81 2667.59887236 2670.42917308 0.0015 100 100 0.01 +82 2666.50722875 2670.08828274 0.0015 100 100 0.01 +83 2667.82742832 2668.8081979 0.0015 100 100 0.01 +84 2667.45407749 2671.15418204 0.0015 100 100 0.01 +85 2666.83293133 2669.84502112 0.0015 100 100 0.01 +86 2667.2605799 2670.7342485 0.0015 100 100 0.01 +87 2666.50402045 2667.13190222 0.0015 100 100 0.01 +88 2666.96137163 2674.09399367 0.0015 100 100 0.01 +89 2666.52429465 2671.7307465 0.0015 100 100 0.01 +90 2666.58541714 2667.88676776 0.0015 100 100 0.01 +91 2666.4405713 2668.51888565 0.0015 100 100 0.01 +92 2665.98513123 2669.20359974 0.0015 100 100 0.01 +93 2665.99522721 2669.64362237 0.0015 100 100 0.01 +94 2666.19193266 2667.78294778 0.0015 100 100 0.01 +95 2666.28538371 2669.57997963 0.0015 100 100 0.01 +96 2666.20056999 2666.66744639 0.0015 100 100 0.01 +97 2666.2999483 2670.14346319 0.0015 100 100 0.01 +98 2665.52608054 2667.81609816 0.0015 100 100 0.01 +99 2666.95060921 2665.36607416 0.0015 100 100 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_100e_0.05k.tsv new file mode 100644 index 0000000..94241a1 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2941.05225113 2970.78061794 0.0015 100 100 0.05 +1 2793.13233802 2799.3531996 0.0015 100 100 0.05 +2 2764.51737878 2764.45538062 0.0015 100 100 0.05 +3 2749.82135764 2745.14829699 0.0015 100 100 0.05 +4 2739.55966285 2736.52113007 0.0015 100 100 0.05 +5 2732.44836998 2731.39550501 0.0015 100 100 0.05 +6 2726.16892487 2730.9113018 0.0015 100 100 0.05 +7 2720.63011175 2724.69179277 0.0015 100 100 0.05 +8 2717.64107987 2718.90683958 0.0015 100 100 0.05 +9 2713.791181 2713.75465548 0.0015 100 100 0.05 +10 2710.22531376 2712.93114534 0.0015 100 100 0.05 +11 2707.07024644 2707.80739079 0.0015 100 100 0.05 +12 2704.71602498 2707.83464864 0.0015 100 100 0.05 +13 2703.30884339 2702.16922306 0.0015 100 100 0.05 +14 2700.29310232 2701.32831032 0.0015 100 100 0.05 +15 2698.24035099 2701.32491383 0.0015 100 100 0.05 +16 2696.99720023 2698.67538773 0.0015 100 100 0.05 +17 2694.94142171 2695.46039927 0.0015 100 100 0.05 +18 2693.08490183 2694.29093673 0.0015 100 100 0.05 +19 2691.54532272 2697.75062506 0.0015 100 100 0.05 +20 2691.26662094 2694.96226417 0.0015 100 100 0.05 +21 2689.51654736 2691.30316664 0.0015 100 100 0.05 +22 2688.95706668 2692.03284462 0.0015 100 100 0.05 +23 2688.06700549 2690.58626287 0.0015 100 100 0.05 +24 2686.11007171 2689.35901556 0.0015 100 100 0.05 +25 2686.01404853 2689.62123239 0.0015 100 100 0.05 +26 2684.60931898 2688.571529 0.0015 100 100 0.05 +27 2683.68880497 2686.47746904 0.0015 100 100 0.05 +28 2682.8933196 2684.7254655 0.0015 100 100 0.05 +29 2682.15095324 2686.95140761 0.0015 100 100 0.05 +30 2681.96977963 2687.64762712 0.0015 100 100 0.05 +31 2680.99336227 2682.42440277 0.0015 100 100 0.05 +32 2680.1039483 2683.83283649 0.0015 100 100 0.05 +33 2680.09819952 2684.21372154 0.0015 100 100 0.05 +34 2678.82239401 2680.08765815 0.0015 100 100 0.05 +35 2678.57625513 2682.11624128 0.0015 100 100 0.05 +36 2678.20375098 2678.75322471 0.0015 100 100 0.05 +37 2678.06913763 2678.03421236 0.0015 100 100 0.05 +38 2677.36831408 2686.55565613 0.0015 100 100 0.05 +39 2676.70103856 2679.2203955 0.0015 100 100 0.05 +40 2676.65905716 2681.07165084 0.0015 100 100 0.05 +41 2675.82541914 2678.22482971 0.0015 100 100 0.05 +42 2675.23949142 2678.01271819 0.0015 100 100 0.05 +43 2674.97492847 2679.9645604 0.0015 100 100 0.05 +44 2675.14115094 2676.82780244 0.0015 100 100 0.05 +45 2674.11221108 2674.38549805 0.0015 100 100 0.05 +46 2673.59401492 2676.39142698 0.0015 100 100 0.05 +47 2673.97631971 2674.31251587 0.0015 100 100 0.05 +48 2673.30709306 2676.086268 0.0015 100 100 0.05 +49 2673.06069139 2674.61205074 0.0015 100 100 0.05 +50 2672.76483461 2674.72047626 0.0015 100 100 0.05 +51 2672.28533838 2674.91559316 0.0015 100 100 0.05 +52 2672.02798612 2675.73006263 0.0015 100 100 0.05 +53 2671.86665067 2680.5364367 0.0015 100 100 0.05 +54 2672.02754912 2674.09860434 0.0015 100 100 0.05 +55 2672.00430321 2672.23882228 0.0015 100 100 0.05 +56 2670.86367678 2673.06730205 0.0015 100 100 0.05 +57 2671.40303457 2675.63028007 0.0015 100 100 0.05 +58 2670.78993267 2674.3075523 0.0015 100 100 0.05 +59 2670.8005944 2672.97823647 0.0015 100 100 0.05 +60 2670.76067869 2672.98762398 0.0015 100 100 0.05 +61 2669.61557962 2677.20331452 0.0015 100 100 0.05 +62 2670.0848478 2672.79956381 0.0015 100 100 0.05 +63 2669.57859471 2678.35004491 0.0015 100 100 0.05 +64 2670.30921742 2672.54508106 0.0015 100 100 0.05 +65 2669.23626647 2673.81628021 0.0015 100 100 0.05 +66 2669.40321185 2670.3714896 0.0015 100 100 0.05 +67 2669.08533398 2671.2935826 0.0015 100 100 0.05 +68 2669.91968686 2677.70876077 0.0015 100 100 0.05 +69 2669.09775644 2671.1056228 0.0015 100 100 0.05 +70 2668.45217458 2670.80496572 0.0015 100 100 0.05 +71 2668.70411801 2673.28170327 0.0015 100 100 0.05 +72 2668.04015189 2668.53217941 0.0015 100 100 0.05 +73 2669.21344803 2672.30495545 0.0015 100 100 0.05 +74 2668.37600112 2669.31555573 0.0015 100 100 0.05 +75 2667.48099033 2669.95612751 0.0015 100 100 0.05 +76 2668.21345085 2673.27754868 0.0015 100 100 0.05 +77 2667.4274941 2668.36718563 0.0015 100 100 0.05 +78 2667.60445071 2668.91600349 0.0015 100 100 0.05 +79 2667.0280085 2669.58019343 0.0015 100 100 0.05 +80 2667.30573573 2668.25404723 0.0015 100 100 0.05 +81 2667.48134675 2669.69377577 0.0015 100 100 0.05 +82 2666.38637276 2668.08241823 0.0015 100 100 0.05 +83 2667.62704769 2670.05885096 0.0015 100 100 0.05 +84 2667.3415075 2672.70596413 0.0015 100 100 0.05 +85 2666.73721502 2669.04460491 0.0015 100 100 0.05 +86 2667.15508164 2668.39092843 0.0015 100 100 0.05 +87 2666.55949925 2668.57377061 0.0015 100 100 0.05 +88 2667.04291514 2673.34582263 0.0015 100 100 0.05 +89 2666.44963057 2671.33493853 0.0015 100 100 0.05 +90 2666.62057014 2667.32986153 0.0015 100 100 0.05 +91 2666.41354719 2668.36609797 0.0015 100 100 0.05 +92 2665.95354066 2668.18963425 0.0015 100 100 0.05 +93 2665.99633449 2668.10865518 0.0015 100 100 0.05 +94 2666.19031396 2668.64155301 0.0015 100 100 0.05 +95 2666.28381668 2670.00553634 0.0015 100 100 0.05 +96 2666.29755889 2668.48145091 0.0015 100 100 0.05 +97 2666.40753518 2667.11536461 0.0015 100 100 0.05 +98 2665.67081471 2667.85035533 0.0015 100 100 0.05 +99 2666.83895695 2666.36671229 0.0015 100 100 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_100e_0.1k.tsv new file mode 100644 index 0000000..cd6e42a --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2939.63389369 2978.36199519 0.0015 100 100 0.1 +1 2792.96026009 2797.60415422 0.0015 100 100 0.1 +2 2764.40551491 2767.02953261 0.0015 100 100 0.1 +3 2749.77217512 2746.18590678 0.0015 100 100 0.1 +4 2739.65040945 2737.66259952 0.0015 100 100 0.1 +5 2732.45087358 2731.31817078 0.0015 100 100 0.1 +6 2726.18579265 2730.86625902 0.0015 100 100 0.1 +7 2720.62594373 2725.05608559 0.0015 100 100 0.1 +8 2717.64131317 2717.12620436 0.0015 100 100 0.1 +9 2713.6769015 2713.24161379 0.0015 100 100 0.1 +10 2710.13856834 2712.70463559 0.0015 100 100 0.1 +11 2707.11034565 2707.36252689 0.0015 100 100 0.1 +12 2704.85379896 2706.8514542 0.0015 100 100 0.1 +13 2703.36830365 2702.94077653 0.0015 100 100 0.1 +14 2700.30662042 2702.24375457 0.0015 100 100 0.1 +15 2698.28037973 2699.31774646 0.0015 100 100 0.1 +16 2697.04018807 2698.36998041 0.0015 100 100 0.1 +17 2695.04820103 2696.59258018 0.0015 100 100 0.1 +18 2693.33192325 2693.85247838 0.0015 100 100 0.1 +19 2691.79526214 2696.1325931 0.0015 100 100 0.1 +20 2691.35613013 2693.80175361 0.0015 100 100 0.1 +21 2689.60552786 2691.6586732 0.0015 100 100 0.1 +22 2689.14689607 2692.20690615 0.0015 100 100 0.1 +23 2688.2576574 2690.3959228 0.0015 100 100 0.1 +24 2686.2454727 2690.33899276 0.0015 100 100 0.1 +25 2686.09913878 2690.27076222 0.0015 100 100 0.1 +26 2684.729998 2688.30185397 0.0015 100 100 0.1 +27 2683.94705263 2686.72762355 0.0015 100 100 0.1 +28 2683.04449556 2686.12665717 0.0015 100 100 0.1 +29 2682.30542638 2686.62521473 0.0015 100 100 0.1 +30 2681.99078939 2688.34632725 0.0015 100 100 0.1 +31 2681.07545336 2681.86900198 0.0015 100 100 0.1 +32 2680.10104356 2682.78853454 0.0015 100 100 0.1 +33 2680.20936922 2686.03866571 0.0015 100 100 0.1 +34 2678.9051818 2680.72550051 0.0015 100 100 0.1 +35 2678.61169681 2680.9682972 0.0015 100 100 0.1 +36 2678.21770216 2679.47172497 0.0015 100 100 0.1 +37 2678.20201186 2677.76654741 0.0015 100 100 0.1 +38 2677.50786907 2684.33926911 0.0015 100 100 0.1 +39 2676.64177964 2678.52898972 0.0015 100 100 0.1 +40 2676.7137333 2679.35779392 0.0015 100 100 0.1 +41 2675.95711759 2678.22708252 0.0015 100 100 0.1 +42 2675.16193892 2677.16238339 0.0015 100 100 0.1 +43 2674.94696069 2678.09792326 0.0015 100 100 0.1 +44 2675.05646371 2677.2929286 0.0015 100 100 0.1 +45 2674.1617922 2675.78117064 0.0015 100 100 0.1 +46 2673.70888657 2676.82106966 0.0015 100 100 0.1 +47 2674.02925885 2675.0449975 0.0015 100 100 0.1 +48 2673.26751938 2677.44920568 0.0015 100 100 0.1 +49 2673.01348031 2674.02763644 0.0015 100 100 0.1 +50 2672.85620076 2676.5220002 0.0015 100 100 0.1 +51 2672.36235594 2673.90654362 0.0015 100 100 0.1 +52 2672.18479521 2675.92764708 0.0015 100 100 0.1 +53 2671.82560703 2679.43386963 0.0015 100 100 0.1 +54 2672.13694486 2673.1772685 0.0015 100 100 0.1 +55 2672.07302904 2672.92243704 0.0015 100 100 0.1 +56 2670.99441366 2673.34377614 0.0015 100 100 0.1 +57 2671.48167151 2674.81787156 0.0015 100 100 0.1 +58 2670.91665729 2673.40432815 0.0015 100 100 0.1 +59 2670.86579634 2674.04030794 0.0015 100 100 0.1 +60 2670.74861618 2672.81477055 0.0015 100 100 0.1 +61 2669.68464771 2673.75205862 0.0015 100 100 0.1 +62 2670.1421974 2673.87295538 0.0015 100 100 0.1 +63 2669.63603576 2677.1082878 0.0015 100 100 0.1 +64 2670.15742907 2672.60565781 0.0015 100 100 0.1 +65 2669.13699134 2674.41603243 0.0015 100 100 0.1 +66 2669.47765723 2670.21652846 0.0015 100 100 0.1 +67 2669.12791695 2671.54269287 0.0015 100 100 0.1 +68 2669.83584356 2676.85636969 0.0015 100 100 0.1 +69 2669.0794764 2670.07962485 0.0015 100 100 0.1 +70 2668.56368016 2669.93890883 0.0015 100 100 0.1 +71 2668.78377611 2674.0872721 0.0015 100 100 0.1 +72 2668.10762802 2670.0037326 0.0015 100 100 0.1 +73 2669.13577126 2673.46331122 0.0015 100 100 0.1 +74 2668.37015918 2670.16422168 0.0015 100 100 0.1 +75 2667.40150149 2672.86264732 0.0015 100 100 0.1 +76 2668.10148985 2672.06231188 0.0015 100 100 0.1 +77 2667.43656831 2668.52496583 0.0015 100 100 0.1 +78 2667.52540033 2668.93933689 0.0015 100 100 0.1 +79 2666.98578561 2669.48609332 0.0015 100 100 0.1 +80 2667.31575563 2667.47375418 0.0015 100 100 0.1 +81 2667.45045502 2670.21624091 0.0015 100 100 0.1 +82 2666.38964229 2668.78845378 0.0015 100 100 0.1 +83 2667.69258099 2668.72986143 0.0015 100 100 0.1 +84 2667.31271045 2670.97209421 0.0015 100 100 0.1 +85 2666.74894939 2668.79905966 0.0015 100 100 0.1 +86 2667.23196586 2670.49423165 0.0015 100 100 0.1 +87 2666.50445431 2668.17579665 0.0015 100 100 0.1 +88 2666.8547653 2673.73770614 0.0015 100 100 0.1 +89 2666.49804057 2671.05914365 0.0015 100 100 0.1 +90 2666.59654103 2666.96932371 0.0015 100 100 0.1 +91 2666.4733666 2669.29832724 0.0015 100 100 0.1 +92 2665.89587079 2668.99590703 0.0015 100 100 0.1 +93 2665.96402862 2668.58486618 0.0015 100 100 0.1 +94 2666.20293074 2667.47056168 0.0015 100 100 0.1 +95 2666.30616293 2667.65970858 0.0015 100 100 0.1 +96 2666.11258322 2666.42239876 0.0015 100 100 0.1 +97 2666.26360325 2667.6815482 0.0015 100 100 0.1 +98 2665.41172038 2667.14568893 0.0015 100 100 0.1 +99 2666.84418231 2666.21019154 0.0015 100 100 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_100e_1k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_100e_1k.tsv new file mode 100644 index 0000000..4c93776 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2940.16855982 2976.55187125 0.0015 100 100 1.0 +1 2793.1296899 2798.93981163 0.0015 100 100 1.0 +2 2764.50094087 2766.27091254 0.0015 100 100 1.0 +3 2749.91137771 2747.01529403 0.0015 100 100 1.0 +4 2739.67950644 2738.1089292 0.0015 100 100 1.0 +5 2732.56647332 2730.92783661 0.0015 100 100 1.0 +6 2726.2758073 2732.50089861 0.0015 100 100 1.0 +7 2720.67090959 2724.77771019 0.0015 100 100 1.0 +8 2717.56487262 2718.86439319 0.0015 100 100 1.0 +9 2713.76081805 2713.5417163 0.0015 100 100 1.0 +10 2710.06026092 2715.10748209 0.0015 100 100 1.0 +11 2707.03707599 2706.50008263 0.0015 100 100 1.0 +12 2704.63172389 2705.85229586 0.0015 100 100 1.0 +13 2703.02795642 2702.16961612 0.0015 100 100 1.0 +14 2700.27376425 2702.50638733 0.0015 100 100 1.0 +15 2698.3065596 2701.4100965 0.0015 100 100 1.0 +16 2697.07233501 2699.60086649 0.0015 100 100 1.0 +17 2695.03479101 2696.66286187 0.0015 100 100 1.0 +18 2693.22355705 2694.90120007 0.0015 100 100 1.0 +19 2691.7956945 2698.14624864 0.0015 100 100 1.0 +20 2691.35540253 2693.96306614 0.0015 100 100 1.0 +21 2689.71367881 2691.62209085 0.0015 100 100 1.0 +22 2689.14980783 2692.23070075 0.0015 100 100 1.0 +23 2688.15283564 2690.30222789 0.0015 100 100 1.0 +24 2686.20479313 2692.25742131 0.0015 100 100 1.0 +25 2686.07384568 2689.32845317 0.0015 100 100 1.0 +26 2684.74972315 2689.81202479 0.0015 100 100 1.0 +27 2683.91801046 2686.08167041 0.0015 100 100 1.0 +28 2682.96128204 2686.87608673 0.0015 100 100 1.0 +29 2682.34923415 2688.22668854 0.0015 100 100 1.0 +30 2681.89492048 2689.63514047 0.0015 100 100 1.0 +31 2680.95529355 2682.15158705 0.0015 100 100 1.0 +32 2680.20543421 2683.39087007 0.0015 100 100 1.0 +33 2680.22561504 2688.60995338 0.0015 100 100 1.0 +34 2678.85834628 2681.17570143 0.0015 100 100 1.0 +35 2678.59006548 2681.27482112 0.0015 100 100 1.0 +36 2678.29810953 2680.07827438 0.0015 100 100 1.0 +37 2678.10846058 2677.59429803 0.0015 100 100 1.0 +38 2677.46141769 2685.43191091 0.0015 100 100 1.0 +39 2676.78534489 2681.47931387 0.0015 100 100 1.0 +40 2676.72559144 2678.52055403 0.0015 100 100 1.0 +41 2675.81118432 2679.70744718 0.0015 100 100 1.0 +42 2675.27634457 2676.93302004 0.0015 100 100 1.0 +43 2675.0584919 2677.78212293 0.0015 100 100 1.0 +44 2675.06997981 2675.50108486 0.0015 100 100 1.0 +45 2674.26199609 2675.39070296 0.0015 100 100 1.0 +46 2673.57026063 2676.32061826 0.0015 100 100 1.0 +47 2674.0361733 2673.88431375 0.0015 100 100 1.0 +48 2673.28681175 2676.28057453 0.0015 100 100 1.0 +49 2672.93434734 2674.98373734 0.0015 100 100 1.0 +50 2672.76391272 2674.88341655 0.0015 100 100 1.0 +51 2672.35150502 2673.09879806 0.0015 100 100 1.0 +52 2672.23004892 2676.403824 0.0015 100 100 1.0 +53 2671.93074441 2681.99196997 0.0015 100 100 1.0 +54 2672.17697236 2675.15681437 0.0015 100 100 1.0 +55 2672.01761939 2673.32650984 0.0015 100 100 1.0 +56 2670.96451106 2673.34617413 0.0015 100 100 1.0 +57 2671.41317171 2675.23659187 0.0015 100 100 1.0 +58 2670.85287414 2672.53072251 0.0015 100 100 1.0 +59 2670.82115577 2675.99723603 0.0015 100 100 1.0 +60 2670.8734098 2673.53263455 0.0015 100 100 1.0 +61 2669.64907292 2673.45809931 0.0015 100 100 1.0 +62 2670.14703078 2674.7524246 0.0015 100 100 1.0 +63 2669.69481654 2679.16581443 0.0015 100 100 1.0 +64 2670.09674609 2673.44736132 0.0015 100 100 1.0 +65 2669.30260576 2674.48841802 0.0015 100 100 1.0 +66 2669.46623864 2671.39638681 0.0015 100 100 1.0 +67 2669.09146032 2671.01705063 0.0015 100 100 1.0 +68 2669.8158869 2676.78423057 0.0015 100 100 1.0 +69 2669.14949792 2670.52413444 0.0015 100 100 1.0 +70 2668.61659643 2672.26945656 0.0015 100 100 1.0 +71 2668.80656429 2672.95462766 0.0015 100 100 1.0 +72 2668.07384402 2669.65822366 0.0015 100 100 1.0 +73 2669.13700444 2672.40237036 0.0015 100 100 1.0 +74 2668.39521149 2669.20867255 0.0015 100 100 1.0 +75 2667.41842749 2669.74083702 0.0015 100 100 1.0 +76 2668.08010601 2672.13388989 0.0015 100 100 1.0 +77 2667.40862459 2669.09639774 0.0015 100 100 1.0 +78 2667.73846449 2669.7313006 0.0015 100 100 1.0 +79 2667.05856278 2670.76216642 0.0015 100 100 1.0 +80 2667.39810785 2667.06123448 0.0015 100 100 1.0 +81 2667.46329529 2670.52690635 0.0015 100 100 1.0 +82 2666.3255881 2669.28810368 0.0015 100 100 1.0 +83 2667.6992354 2669.04072667 0.0015 100 100 1.0 +84 2667.31142083 2671.10938247 0.0015 100 100 1.0 +85 2666.80693143 2669.02715796 0.0015 100 100 1.0 +86 2667.3100651 2670.39176728 0.0015 100 100 1.0 +87 2666.59878475 2668.3413142 0.0015 100 100 1.0 +88 2666.84407353 2675.5358588 0.0015 100 100 1.0 +89 2666.42835278 2672.76645545 0.0015 100 100 1.0 +90 2666.80096203 2668.7679287 0.0015 100 100 1.0 +91 2666.3606649 2670.44567894 0.0015 100 100 1.0 +92 2665.97339186 2668.70266099 0.0015 100 100 1.0 +93 2665.99931774 2668.81954273 0.0015 100 100 1.0 +94 2666.22249179 2666.53997278 0.0015 100 100 1.0 +95 2666.26688116 2669.01048638 0.0015 100 100 1.0 +96 2666.16369947 2667.84489741 0.0015 100 100 1.0 +97 2666.3123552 2668.1817928 0.0015 100 100 1.0 +98 2665.59614233 2667.46681928 0.0015 100 100 1.0 +99 2667.04204863 2666.47349697 0.0015 100 100 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_10e_0.01k.tsv new file mode 100644 index 0000000..19603e6 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2939.80782909 2980.51949764 0.0015 100 10 0.01 +1 2793.04245988 2797.51734612 0.0015 100 10 0.01 +2 2764.39127982 2766.98522459 0.0015 100 10 0.01 +3 2749.937635 2746.65513713 0.0015 100 10 0.01 +4 2739.73937108 2738.50857947 0.0015 100 10 0.01 +5 2732.47848637 2731.26720608 0.0015 100 10 0.01 +6 2726.29498664 2730.10021716 0.0015 100 10 0.01 +7 2720.72080332 2723.91937104 0.0015 100 10 0.01 +8 2717.59633014 2718.30342572 0.0015 100 10 0.01 +9 2713.75902988 2712.8273641 0.0015 100 10 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_10e_0.05k.tsv new file mode 100644 index 0000000..becd7c1 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2940.18834164 2975.94352976 0.0015 100 10 0.05 +1 2793.23480059 2799.6587801 0.0015 100 10 0.05 +2 2764.65737113 2765.66230777 0.0015 100 10 0.05 +3 2750.02775282 2746.337372 0.0015 100 10 0.05 +4 2739.75237905 2738.17849481 0.0015 100 10 0.05 +5 2732.65300134 2730.81244678 0.0015 100 10 0.05 +6 2726.37146591 2731.70745791 0.0015 100 10 0.05 +7 2720.7608401 2724.06550298 0.0015 100 10 0.05 +8 2717.61237531 2719.69426405 0.0015 100 10 0.05 +9 2713.8002612 2713.25389085 0.0015 100 10 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_10e_0.1k.tsv new file mode 100644 index 0000000..ee33540 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2941.35835764 2974.84548559 0.0015 100 10 0.1 +1 2793.21072051 2800.95773006 0.0015 100 10 0.1 +2 2764.58951192 2765.5479678 0.0015 100 10 0.1 +3 2749.90068573 2746.05346306 0.0015 100 10 0.1 +4 2739.66564844 2737.64844544 0.0015 100 10 0.1 +5 2732.58568524 2730.90425533 0.0015 100 10 0.1 +6 2726.25842528 2731.15644699 0.0015 100 10 0.1 +7 2720.72736264 2724.82416693 0.0015 100 10 0.1 +8 2717.67645171 2719.40388375 0.0015 100 10 0.1 +9 2713.80234019 2714.3435292 0.0015 100 10 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_10e_1k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_10e_1k.tsv new file mode 100644 index 0000000..39b79e5 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2939.41174235 2978.55750095 0.0015 100 10 1.0 +1 2793.05719193 2798.00863548 0.0015 100 10 1.0 +2 2764.55726193 2766.84061959 0.0015 100 10 1.0 +3 2749.92523964 2747.87176269 0.0015 100 10 1.0 +4 2739.77248729 2736.89780498 0.0015 100 10 1.0 +5 2732.64145787 2730.24446319 0.0015 100 10 1.0 +6 2726.41917431 2733.37682569 0.0015 100 10 1.0 +7 2720.84644717 2725.07289395 0.0015 100 10 1.0 +8 2717.74306198 2718.2054273 0.0015 100 10 1.0 +9 2713.90084127 2713.53031545 0.0015 100 10 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_25e_0.01k.tsv new file mode 100644 index 0000000..9a04f8e --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2939.63201327 2974.43757049 0.0015 100 25 0.01 +1 2793.07248162 2797.22604248 0.0015 100 25 0.01 +2 2764.41502718 2766.58067377 0.0015 100 25 0.01 +3 2749.91769725 2746.53492798 0.0015 100 25 0.01 +4 2739.81553175 2738.91515436 0.0015 100 25 0.01 +5 2732.59253581 2732.083863 0.0015 100 25 0.01 +6 2726.31212542 2731.31998527 0.0015 100 25 0.01 +7 2720.73885408 2724.12581551 0.0015 100 25 0.01 +8 2717.68619428 2718.07673345 0.0015 100 25 0.01 +9 2713.81345553 2713.13548684 0.0015 100 25 0.01 +10 2710.29150666 2713.664407 0.0015 100 25 0.01 +11 2707.23393885 2708.4378263 0.0015 100 25 0.01 +12 2704.90844947 2706.65887066 0.0015 100 25 0.01 +13 2703.36869392 2702.88320088 0.0015 100 25 0.01 +14 2700.45010153 2702.11877185 0.0015 100 25 0.01 +15 2698.4466951 2701.01042943 0.0015 100 25 0.01 +16 2697.16697759 2698.77064599 0.0015 100 25 0.01 +17 2695.18531869 2696.90673081 0.0015 100 25 0.01 +18 2693.39189867 2693.97926765 0.0015 100 25 0.01 +19 2691.91163712 2697.74357905 0.0015 100 25 0.01 +20 2691.44414795 2693.96613261 0.0015 100 25 0.01 +21 2689.71935603 2692.81390463 0.0015 100 25 0.01 +22 2689.2187259 2691.50192838 0.0015 100 25 0.01 +23 2688.33817004 2690.84747886 0.0015 100 25 0.01 +24 2686.27691881 2690.06685905 0.0015 100 25 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_25e_0.05k.tsv new file mode 100644 index 0000000..16f68a7 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2941.30248082 2968.69083581 0.0015 100 25 0.05 +1 2793.23320173 2800.90763689 0.0015 100 25 0.05 +2 2764.52503605 2765.2791699 0.0015 100 25 0.05 +3 2749.88650008 2746.08554165 0.0015 100 25 0.05 +4 2739.65286513 2737.57826224 0.0015 100 25 0.05 +5 2732.564307 2731.03281661 0.0015 100 25 0.05 +6 2726.2870041 2730.81672415 0.0015 100 25 0.05 +7 2720.74034982 2724.26810795 0.0015 100 25 0.05 +8 2717.71702709 2718.77689281 0.0015 100 25 0.05 +9 2713.81683682 2713.77270741 0.0015 100 25 0.05 +10 2710.24957041 2713.94937606 0.0015 100 25 0.05 +11 2707.13787778 2708.18522384 0.0015 100 25 0.05 +12 2704.75138148 2706.30307141 0.0015 100 25 0.05 +13 2703.15090264 2702.62597703 0.0015 100 25 0.05 +14 2700.41361276 2702.38661559 0.0015 100 25 0.05 +15 2698.31423352 2701.02768779 0.0015 100 25 0.05 +16 2697.08701732 2698.78061421 0.0015 100 25 0.05 +17 2695.0658946 2695.1255541 0.0015 100 25 0.05 +18 2693.1258925 2694.25518204 0.0015 100 25 0.05 +19 2691.68721374 2697.73124599 0.0015 100 25 0.05 +20 2691.39138619 2694.32687069 0.0015 100 25 0.05 +21 2689.56528667 2693.2538367 0.0015 100 25 0.05 +22 2689.03076877 2692.81996286 0.0015 100 25 0.05 +23 2688.17022904 2689.96739206 0.0015 100 25 0.05 +24 2686.11241352 2689.65222425 0.0015 100 25 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_25e_0.1k.tsv new file mode 100644 index 0000000..4043481 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2941.54202967 2968.50788205 0.0015 100 25 0.1 +1 2793.28930104 2800.43686421 0.0015 100 25 0.1 +2 2764.64399107 2766.13737555 0.0015 100 25 0.1 +3 2749.90726858 2746.69190293 0.0015 100 25 0.1 +4 2739.66658083 2736.43999462 0.0015 100 25 0.1 +5 2732.55899701 2731.60983294 0.0015 100 25 0.1 +6 2726.23473342 2730.40420538 0.0015 100 25 0.1 +7 2720.74311367 2724.15369189 0.0015 100 25 0.1 +8 2717.64546123 2720.43007402 0.0015 100 25 0.1 +9 2713.78869399 2713.55830199 0.0015 100 25 0.1 +10 2710.27735379 2713.20911508 0.0015 100 25 0.1 +11 2707.14727489 2708.15673828 0.0015 100 25 0.1 +12 2704.80971366 2706.31723017 0.0015 100 25 0.1 +13 2703.13300173 2702.9036018 0.0015 100 25 0.1 +14 2700.44024276 2702.51498921 0.0015 100 25 0.1 +15 2698.44308105 2701.14188912 0.0015 100 25 0.1 +16 2697.15851877 2698.82551928 0.0015 100 25 0.1 +17 2695.14598432 2695.13386422 0.0015 100 25 0.1 +18 2693.24116034 2694.72261424 0.0015 100 25 0.1 +19 2691.80223434 2696.50532721 0.0015 100 25 0.1 +20 2691.47049703 2694.39147132 0.0015 100 25 0.1 +21 2689.73080738 2691.69513558 0.0015 100 25 0.1 +22 2689.11612976 2691.90396451 0.0015 100 25 0.1 +23 2688.21914317 2690.39323679 0.0015 100 25 0.1 +24 2686.29090153 2690.13649328 0.0015 100 25 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_25e_1k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_25e_1k.tsv new file mode 100644 index 0000000..8906ae0 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2939.4121752 2973.41067861 0.0015 100 25 1.0 +1 2793.00185151 2796.74469006 0.0015 100 25 1.0 +2 2764.50195587 2766.4343201 0.0015 100 25 1.0 +3 2749.93800618 2745.49604614 0.0015 100 25 1.0 +4 2739.79019445 2737.89226816 0.0015 100 25 1.0 +5 2732.58720533 2732.74088464 0.0015 100 25 1.0 +6 2726.34189886 2730.50627577 0.0015 100 25 1.0 +7 2720.74924022 2723.71224736 0.0015 100 25 1.0 +8 2717.62676234 2718.19064722 0.0015 100 25 1.0 +9 2713.78527063 2713.62017507 0.0015 100 25 1.0 +10 2710.13815786 2713.92016181 0.0015 100 25 1.0 +11 2707.11644071 2707.96253818 0.0015 100 25 1.0 +12 2704.78745625 2706.14039486 0.0015 100 25 1.0 +13 2703.3015152 2702.97463692 0.0015 100 25 1.0 +14 2700.36556724 2702.55437801 0.0015 100 25 1.0 +15 2698.41027823 2700.28561185 0.0015 100 25 1.0 +16 2697.07711469 2698.60726736 0.0015 100 25 1.0 +17 2695.08207023 2696.46012619 0.0015 100 25 1.0 +18 2693.30115886 2694.12326674 0.0015 100 25 1.0 +19 2691.82870562 2695.71939466 0.0015 100 25 1.0 +20 2691.32504397 2693.47108404 0.0015 100 25 1.0 +21 2689.63926826 2690.97415657 0.0015 100 25 1.0 +22 2689.12813018 2691.42208226 0.0015 100 25 1.0 +23 2688.1986414 2691.42835523 0.0015 100 25 1.0 +24 2686.24796572 2688.94708217 0.0015 100 25 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_50e_0.01k.tsv new file mode 100644 index 0000000..fbb8059 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2939.8089711 2975.54676203 0.0015 100 50 0.01 +1 2793.06203369 2796.59929008 0.0015 100 50 0.01 +2 2764.40532202 2766.11538702 0.0015 100 50 0.01 +3 2749.8800404 2746.10031846 0.0015 100 50 0.01 +4 2739.66974053 2738.0766891 0.0015 100 50 0.01 +5 2732.55648529 2732.07562991 0.0015 100 50 0.01 +6 2726.27881899 2732.2644211 0.0015 100 50 0.01 +7 2720.66724696 2724.45453616 0.0015 100 50 0.01 +8 2717.56173236 2717.54442893 0.0015 100 50 0.01 +9 2713.68221198 2714.04901205 0.0015 100 50 0.01 +10 2710.07656782 2713.46150467 0.0015 100 50 0.01 +11 2707.00806541 2706.89969975 0.0015 100 50 0.01 +12 2704.66910863 2706.18238378 0.0015 100 50 0.01 +13 2703.10142833 2702.20721377 0.0015 100 50 0.01 +14 2700.25938944 2701.69141325 0.0015 100 50 0.01 +15 2698.14686045 2700.66238012 0.0015 100 50 0.01 +16 2696.93444501 2699.28046623 0.0015 100 50 0.01 +17 2694.96243199 2696.74240597 0.0015 100 50 0.01 +18 2693.22740552 2695.43119996 0.0015 100 50 0.01 +19 2691.65687419 2697.31686232 0.0015 100 50 0.01 +20 2691.225573 2693.93205515 0.0015 100 50 0.01 +21 2689.52219428 2691.08027745 0.0015 100 50 0.01 +22 2689.03986215 2691.24656569 0.0015 100 50 0.01 +23 2688.10343883 2689.95241032 0.0015 100 50 0.01 +24 2686.17694946 2689.8902917 0.0015 100 50 0.01 +25 2686.07618876 2687.98735137 0.0015 100 50 0.01 +26 2684.74130216 2688.56415483 0.0015 100 50 0.01 +27 2683.87100432 2686.35360152 0.0015 100 50 0.01 +28 2683.08627307 2687.51539673 0.0015 100 50 0.01 +29 2682.31163554 2688.60835736 0.0015 100 50 0.01 +30 2681.99915569 2688.70640479 0.0015 100 50 0.01 +31 2681.08603437 2682.35580392 0.0015 100 50 0.01 +32 2680.10582766 2682.80196181 0.0015 100 50 0.01 +33 2680.24677362 2686.22012848 0.0015 100 50 0.01 +34 2678.93969989 2680.17273159 0.0015 100 50 0.01 +35 2678.57233508 2681.30831693 0.0015 100 50 0.01 +36 2678.24319329 2678.96860762 0.0015 100 50 0.01 +37 2678.17647064 2678.15786842 0.0015 100 50 0.01 +38 2677.58349226 2684.92537139 0.0015 100 50 0.01 +39 2676.7396611 2679.46014486 0.0015 100 50 0.01 +40 2676.78862749 2678.98616801 0.0015 100 50 0.01 +41 2675.92584617 2678.05241881 0.0015 100 50 0.01 +42 2675.21715423 2678.06433362 0.0015 100 50 0.01 +43 2675.04066457 2678.89696892 0.0015 100 50 0.01 +44 2675.13295142 2676.84381769 0.0015 100 50 0.01 +45 2674.26341648 2676.11188503 0.0015 100 50 0.01 +46 2673.74692419 2677.23010604 0.0015 100 50 0.01 +47 2674.10449942 2674.28707156 0.0015 100 50 0.01 +48 2673.31965555 2677.25055177 0.0015 100 50 0.01 +49 2673.02969798 2674.22935775 0.0015 100 50 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_50e_0.05k.tsv new file mode 100644 index 0000000..931c30e --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2939.44183454 2974.8121793 0.0015 100 50 0.05 +1 2793.12159995 2796.49364254 0.0015 100 50 0.05 +2 2764.56985303 2767.21771322 0.0015 100 50 0.05 +3 2750.00247097 2745.83941335 0.0015 100 50 0.05 +4 2739.85838096 2737.17466651 0.0015 100 50 0.05 +5 2732.59626605 2730.99355105 0.0015 100 50 0.05 +6 2726.34622746 2732.32796302 0.0015 100 50 0.05 +7 2720.75396655 2723.618629 0.0015 100 50 0.05 +8 2717.67350179 2717.75383996 0.0015 100 50 0.05 +9 2713.78031781 2713.84701346 0.0015 100 50 0.05 +10 2710.20655303 2713.0042895 0.0015 100 50 0.05 +11 2707.15715041 2707.21110742 0.0015 100 50 0.05 +12 2704.7885052 2706.88103956 0.0015 100 50 0.05 +13 2703.27358326 2702.23519658 0.0015 100 50 0.05 +14 2700.37558796 2702.06230954 0.0015 100 50 0.05 +15 2698.24966153 2700.41249543 0.0015 100 50 0.05 +16 2697.01973177 2698.25320417 0.0015 100 50 0.05 +17 2695.08400308 2696.84415099 0.0015 100 50 0.05 +18 2693.31420631 2694.01997332 0.0015 100 50 0.05 +19 2691.76329738 2697.80805925 0.0015 100 50 0.05 +20 2691.36895806 2694.37292224 0.0015 100 50 0.05 +21 2689.68557294 2690.66148245 0.0015 100 50 0.05 +22 2689.09837653 2691.31405027 0.0015 100 50 0.05 +23 2688.2656706 2690.42709905 0.0015 100 50 0.05 +24 2686.22629797 2689.58860811 0.0015 100 50 0.05 +25 2686.21354573 2689.34594166 0.0015 100 50 0.05 +26 2684.8322126 2688.7036861 0.0015 100 50 0.05 +27 2683.98177126 2685.21341485 0.0015 100 50 0.05 +28 2683.07066008 2686.59395586 0.0015 100 50 0.05 +29 2682.3806128 2686.78108288 0.0015 100 50 0.05 +30 2682.1414871 2688.66889303 0.0015 100 50 0.05 +31 2681.05971304 2682.41939578 0.0015 100 50 0.05 +32 2680.13057171 2682.8811698 0.0015 100 50 0.05 +33 2680.33879379 2685.13165528 0.0015 100 50 0.05 +34 2679.05612835 2680.81089185 0.0015 100 50 0.05 +35 2678.65160956 2681.41619768 0.0015 100 50 0.05 +36 2678.33719094 2679.15850702 0.0015 100 50 0.05 +37 2678.24220151 2677.54612857 0.0015 100 50 0.05 +38 2677.57088502 2684.59497444 0.0015 100 50 0.05 +39 2676.78834401 2679.68516269 0.0015 100 50 0.05 +40 2676.83270114 2679.62286529 0.0015 100 50 0.05 +41 2676.00967601 2678.21078345 0.0015 100 50 0.05 +42 2675.29996798 2678.23244615 0.0015 100 50 0.05 +43 2675.04776691 2679.61063305 0.0015 100 50 0.05 +44 2675.19797107 2677.27531313 0.0015 100 50 0.05 +45 2674.31644373 2675.64280499 0.0015 100 50 0.05 +46 2673.7779232 2677.71452445 0.0015 100 50 0.05 +47 2674.08312922 2674.73563958 0.0015 100 50 0.05 +48 2673.38506701 2676.84063266 0.0015 100 50 0.05 +49 2673.08585212 2674.13078282 0.0015 100 50 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_50e_0.1k.tsv new file mode 100644 index 0000000..0dacd6d --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2939.50459442 2973.86994914 0.0015 100 50 0.1 +1 2793.06898489 2797.1016694 0.0015 100 50 0.1 +2 2764.56747377 2765.73970968 0.0015 100 50 0.1 +3 2750.01880728 2745.28237454 0.0015 100 50 0.1 +4 2739.80306045 2738.07351714 0.0015 100 50 0.1 +5 2732.55368741 2731.40077481 0.0015 100 50 0.1 +6 2726.37179593 2731.18562296 0.0015 100 50 0.1 +7 2720.77352242 2724.4767959 0.0015 100 50 0.1 +8 2717.65979433 2717.77046953 0.0015 100 50 0.1 +9 2713.81075756 2712.93611498 0.0015 100 50 0.1 +10 2710.15271724 2712.25743392 0.0015 100 50 0.1 +11 2707.11576716 2708.14970582 0.0015 100 50 0.1 +12 2704.77254541 2706.16047321 0.0015 100 50 0.1 +13 2703.27021154 2702.89071509 0.0015 100 50 0.1 +14 2700.31582423 2702.45636091 0.0015 100 50 0.1 +15 2698.28048106 2700.54245479 0.0015 100 50 0.1 +16 2697.03833514 2699.00708381 0.0015 100 50 0.1 +17 2695.05091724 2696.46088288 0.0015 100 50 0.1 +18 2693.26931904 2694.55449004 0.0015 100 50 0.1 +19 2691.81947187 2696.66542651 0.0015 100 50 0.1 +20 2691.32702602 2693.84516396 0.0015 100 50 0.1 +21 2689.60715852 2690.95866928 0.0015 100 50 0.1 +22 2689.13456418 2692.44320113 0.0015 100 50 0.1 +23 2688.22743537 2691.84556168 0.0015 100 50 0.1 +24 2686.25510392 2690.32556689 0.0015 100 50 0.1 +25 2686.1341433 2689.34274636 0.0015 100 50 0.1 +26 2684.77828665 2687.98345119 0.0015 100 50 0.1 +27 2683.90257689 2686.38914895 0.0015 100 50 0.1 +28 2683.0491556 2686.00074409 0.0015 100 50 0.1 +29 2682.34463459 2685.86870743 0.0015 100 50 0.1 +30 2681.99734519 2687.94071351 0.0015 100 50 0.1 +31 2681.0718875 2682.11318929 0.0015 100 50 0.1 +32 2680.13404096 2682.19624658 0.0015 100 50 0.1 +33 2680.29643203 2685.21694019 0.0015 100 50 0.1 +34 2679.00050374 2682.55231565 0.0015 100 50 0.1 +35 2678.6854182 2681.89283814 0.0015 100 50 0.1 +36 2678.24934982 2678.83395963 0.0015 100 50 0.1 +37 2678.18298458 2678.27989299 0.0015 100 50 0.1 +38 2677.51070956 2684.48966814 0.0015 100 50 0.1 +39 2676.80049792 2679.65451394 0.0015 100 50 0.1 +40 2676.83924187 2680.06599172 0.0015 100 50 0.1 +41 2675.96463475 2678.77205855 0.0015 100 50 0.1 +42 2675.25684374 2678.26132616 0.0015 100 50 0.1 +43 2675.11089265 2678.74335499 0.0015 100 50 0.1 +44 2675.15621864 2676.74929932 0.0015 100 50 0.1 +45 2674.33472966 2675.39589993 0.0015 100 50 0.1 +46 2673.68590031 2676.7756343 0.0015 100 50 0.1 +47 2674.14916046 2674.37298479 0.0015 100 50 0.1 +48 2673.38107633 2676.08228799 0.0015 100 50 0.1 +49 2673.10244273 2673.87815095 0.0015 100 50 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_100bs_50e_1k.tsv b/param_sweep/paramsweep_0.0015lr_100bs_50e_1k.tsv new file mode 100644 index 0000000..045887e --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_100bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2943.0531365 2958.91382489 0.0015 100 50 1.0 +1 2793.11742025 2793.72373738 0.0015 100 50 1.0 +2 2764.32281452 2766.17993211 0.0015 100 50 1.0 +3 2749.53684646 2744.9294541 0.0015 100 50 1.0 +4 2739.44974716 2735.29005307 0.0015 100 50 1.0 +5 2732.31009327 2733.57835 0.0015 100 50 1.0 +6 2726.04406483 2730.83713206 0.0015 100 50 1.0 +7 2720.55431417 2725.77657398 0.0015 100 50 1.0 +8 2717.42860281 2716.97438297 0.0015 100 50 1.0 +9 2713.87690213 2715.53437435 0.0015 100 50 1.0 +10 2710.06540149 2713.88602834 0.0015 100 50 1.0 +11 2707.19272422 2708.07774082 0.0015 100 50 1.0 +12 2704.76940844 2705.69400871 0.0015 100 50 1.0 +13 2703.11152055 2703.61988985 0.0015 100 50 1.0 +14 2700.33759518 2702.01116045 0.0015 100 50 1.0 +15 2698.47420982 2701.73397028 0.0015 100 50 1.0 +16 2697.0246823 2699.77381048 0.0015 100 50 1.0 +17 2695.13517579 2696.34154713 0.0015 100 50 1.0 +18 2693.39946311 2693.27016004 0.0015 100 50 1.0 +19 2691.76012926 2696.93682173 0.0015 100 50 1.0 +20 2691.40991719 2694.86464246 0.0015 100 50 1.0 +21 2690.04976156 2695.00301185 0.0015 100 50 1.0 +22 2689.30275704 2692.12808513 0.0015 100 50 1.0 +23 2688.21764396 2691.23655126 0.0015 100 50 1.0 +24 2686.25296302 2690.20877991 0.0015 100 50 1.0 +25 2686.3592967 2687.73544679 0.0015 100 50 1.0 +26 2684.71738825 2688.70989045 0.0015 100 50 1.0 +27 2684.0955876 2687.13991032 0.0015 100 50 1.0 +28 2683.00556087 2687.30490877 0.0015 100 50 1.0 +29 2682.33833144 2685.9944039 0.0015 100 50 1.0 +30 2682.13681918 2687.90402239 0.0015 100 50 1.0 +31 2681.12166539 2683.7397615 0.0015 100 50 1.0 +32 2680.14872558 2682.75590279 0.0015 100 50 1.0 +33 2680.30960644 2684.52362749 0.0015 100 50 1.0 +34 2679.01167385 2681.89661275 0.0015 100 50 1.0 +35 2678.71966302 2683.21839383 0.0015 100 50 1.0 +36 2678.43556368 2678.40606608 0.0015 100 50 1.0 +37 2678.34830671 2677.10810995 0.0015 100 50 1.0 +38 2677.71738628 2687.25515636 0.0015 100 50 1.0 +39 2676.87436821 2680.64626824 0.0015 100 50 1.0 +40 2676.90491699 2678.45062151 0.0015 100 50 1.0 +41 2676.00101954 2677.88289979 0.0015 100 50 1.0 +42 2675.28869729 2676.99903511 0.0015 100 50 1.0 +43 2675.16480441 2678.0628207 0.0015 100 50 1.0 +44 2675.13096865 2677.14673272 0.0015 100 50 1.0 +45 2674.37765116 2673.5872497 0.0015 100 50 1.0 +46 2673.66758416 2676.80908577 0.0015 100 50 1.0 +47 2673.9789427 2674.18171578 0.0015 100 50 1.0 +48 2673.37078062 2676.47495155 0.0015 100 50 1.0 +49 2673.01774313 2674.1472238 0.0015 100 50 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_100e_0.01k.tsv new file mode 100644 index 0000000..9e8213e --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2971.03613343 3157.02385016 0.0015 128 100 0.01 +1 2803.65611645 2814.20920284 0.0015 128 100 0.01 +2 2771.83810053 2786.6746105 0.0015 128 100 0.01 +3 2755.7798972 2769.93959363 0.0015 128 100 0.01 +4 2745.51132988 2752.55705328 0.0015 128 100 0.01 +5 2737.68553974 2740.54650575 0.0015 128 100 0.01 +6 2731.11985308 2735.06560521 0.0015 128 100 0.01 +7 2726.10118865 2731.76652454 0.0015 128 100 0.01 +8 2721.71424477 2726.99855943 0.0015 128 100 0.01 +9 2718.25512675 2726.73863742 0.0015 128 100 0.01 +10 2714.54100421 2716.84656065 0.0015 128 100 0.01 +11 2711.25947729 2715.54034249 0.0015 128 100 0.01 +12 2708.85502723 2718.57763252 0.0015 128 100 0.01 +13 2706.51336274 2706.05612947 0.0015 128 100 0.01 +14 2703.76513153 2706.40378852 0.0015 128 100 0.01 +15 2701.70133559 2703.65209494 0.0015 128 100 0.01 +16 2699.72841497 2703.75405376 0.0015 128 100 0.01 +17 2697.94502237 2706.95987458 0.0015 128 100 0.01 +18 2696.34683961 2698.43607483 0.0015 128 100 0.01 +19 2694.49254439 2697.13563015 0.0015 128 100 0.01 +20 2693.73550843 2696.29161501 0.0015 128 100 0.01 +21 2692.00516827 2695.61460325 0.0015 128 100 0.01 +22 2691.48904874 2695.74733733 0.0015 128 100 0.01 +23 2689.61185534 2693.41726527 0.0015 128 100 0.01 +24 2688.35638633 2689.19895314 0.0015 128 100 0.01 +25 2687.61340245 2693.35733365 0.0015 128 100 0.01 +26 2686.56361133 2687.68538816 0.0015 128 100 0.01 +27 2685.26619218 2689.68968793 0.0015 128 100 0.01 +28 2684.69552806 2689.17407973 0.0015 128 100 0.01 +29 2684.00758011 2688.69940501 0.0015 128 100 0.01 +30 2682.68271601 2684.58489792 0.0015 128 100 0.01 +31 2681.75043444 2685.2589165 0.0015 128 100 0.01 +32 2681.36338328 2684.35650553 0.0015 128 100 0.01 +33 2680.96055968 2685.76805007 0.0015 128 100 0.01 +34 2680.18213101 2685.82707095 0.0015 128 100 0.01 +35 2679.38954817 2682.06957914 0.0015 128 100 0.01 +36 2679.17086954 2681.07161816 0.0015 128 100 0.01 +37 2678.58444854 2680.22221698 0.0015 128 100 0.01 +38 2678.35850366 2681.88727052 0.0015 128 100 0.01 +39 2677.54036882 2681.41047881 0.0015 128 100 0.01 +40 2676.82070069 2680.9081345 0.0015 128 100 0.01 +41 2676.19770963 2681.1482307 0.0015 128 100 0.01 +42 2675.36058019 2681.55836175 0.0015 128 100 0.01 +43 2675.17364016 2678.76786428 0.0015 128 100 0.01 +44 2674.91791221 2679.88899911 0.0015 128 100 0.01 +45 2674.30754986 2676.57776042 0.0015 128 100 0.01 +46 2673.534333 2677.33135204 0.0015 128 100 0.01 +47 2673.77870827 2674.94402971 0.0015 128 100 0.01 +48 2672.95108543 2675.09227629 0.0015 128 100 0.01 +49 2672.66489501 2679.79732874 0.0015 128 100 0.01 +50 2671.87346521 2676.96021815 0.0015 128 100 0.01 +51 2671.64987514 2674.31759054 0.0015 128 100 0.01 +52 2672.03248751 2675.34307826 0.0015 128 100 0.01 +53 2671.65094881 2674.0841655 0.0015 128 100 0.01 +54 2671.20891344 2674.79590917 0.0015 128 100 0.01 +55 2670.95091824 2672.94190153 0.0015 128 100 0.01 +56 2670.16299277 2674.57211298 0.0015 128 100 0.01 +57 2670.2822366 2675.08854369 0.0015 128 100 0.01 +58 2670.09357737 2675.66902934 0.0015 128 100 0.01 +59 2670.29863 2676.48620115 0.0015 128 100 0.01 +60 2670.19441969 2673.53894953 0.0015 128 100 0.01 +61 2669.19382888 2672.08216709 0.0015 128 100 0.01 +62 2669.37991516 2675.22827008 0.0015 128 100 0.01 +63 2668.79939201 2672.44336871 0.0015 128 100 0.01 +64 2669.03108165 2672.51026464 0.0015 128 100 0.01 +65 2668.3574696 2674.32820016 0.0015 128 100 0.01 +66 2668.26298666 2669.52492195 0.0015 128 100 0.01 +67 2668.10969718 2670.42951712 0.0015 128 100 0.01 +68 2668.82326338 2672.86153072 0.0015 128 100 0.01 +69 2667.91547249 2670.8468356 0.0015 128 100 0.01 +70 2667.43710719 2669.59865569 0.0015 128 100 0.01 +71 2667.03317247 2668.21709703 0.0015 128 100 0.01 +72 2666.81898372 2668.60110876 0.0015 128 100 0.01 +73 2667.67894201 2671.14152827 0.0015 128 100 0.01 +74 2666.24902336 2671.26357525 0.0015 128 100 0.01 +75 2666.25351741 2670.34580582 0.0015 128 100 0.01 +76 2666.3520424 2670.10530163 0.0015 128 100 0.01 +77 2666.13245803 2667.96542072 0.0015 128 100 0.01 +78 2666.10192136 2667.15634289 0.0015 128 100 0.01 +79 2665.67199042 2670.65831002 0.0015 128 100 0.01 +80 2665.31428752 2667.57014258 0.0015 128 100 0.01 +81 2665.15572437 2666.98158209 0.0015 128 100 0.01 +82 2664.53322657 2667.40769851 0.0015 128 100 0.01 +83 2665.49549067 2668.70417205 0.0015 128 100 0.01 +84 2665.77559915 2670.86332373 0.0015 128 100 0.01 +85 2665.203667 2667.50199841 0.0015 128 100 0.01 +86 2665.52436979 2668.54238851 0.0015 128 100 0.01 +87 2664.81640521 2666.80774743 0.0015 128 100 0.01 +88 2664.92345127 2673.44144219 0.0015 128 100 0.01 +89 2664.385332 2668.09578342 0.0015 128 100 0.01 +90 2664.94930136 2665.99807722 0.0015 128 100 0.01 +91 2664.06936709 2668.35501828 0.0015 128 100 0.01 +92 2663.92143968 2668.38239984 0.0015 128 100 0.01 +93 2664.13815563 2668.84245087 0.0015 128 100 0.01 +94 2664.65128056 2666.645456 0.0015 128 100 0.01 +95 2664.51384106 2665.65432582 0.0015 128 100 0.01 +96 2663.9189339 2666.34888676 0.0015 128 100 0.01 +97 2664.38070344 2665.81173677 0.0015 128 100 0.01 +98 2663.39736168 2666.08498288 0.0015 128 100 0.01 +99 2663.94764487 2665.84756055 0.0015 128 100 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_100e_0.05k.tsv new file mode 100644 index 0000000..2afb16b --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2967.82512155 3162.50737977 0.0015 128 100 0.05 +1 2803.50052537 2811.47076661 0.0015 128 100 0.05 +2 2771.9744175 2784.35389281 0.0015 128 100 0.05 +3 2755.80111339 2775.33455015 0.0015 128 100 0.05 +4 2745.66987309 2752.10653307 0.0015 128 100 0.05 +5 2737.69751926 2742.32874445 0.0015 128 100 0.05 +6 2731.20543763 2736.99447859 0.0015 128 100 0.05 +7 2726.20247928 2731.05562065 0.0015 128 100 0.05 +8 2721.72569378 2725.51095365 0.0015 128 100 0.05 +9 2718.29829591 2722.8254964 0.0015 128 100 0.05 +10 2714.66668375 2718.13055128 0.0015 128 100 0.05 +11 2711.50088485 2717.03485142 0.0015 128 100 0.05 +12 2708.96181659 2717.43271008 0.0015 128 100 0.05 +13 2706.42068788 2708.98281166 0.0015 128 100 0.05 +14 2703.8197281 2705.75457098 0.0015 128 100 0.05 +15 2701.76735235 2704.88476656 0.0015 128 100 0.05 +16 2699.83206717 2703.61039684 0.0015 128 100 0.05 +17 2698.05097593 2706.01684757 0.0015 128 100 0.05 +18 2696.50857192 2698.31365862 0.0015 128 100 0.05 +19 2694.61102843 2697.83524102 0.0015 128 100 0.05 +20 2693.92805848 2698.21596409 0.0015 128 100 0.05 +21 2692.05076247 2694.24479556 0.0015 128 100 0.05 +22 2691.48360891 2694.37637195 0.0015 128 100 0.05 +23 2689.65472268 2693.86501918 0.0015 128 100 0.05 +24 2688.27972537 2690.14600823 0.0015 128 100 0.05 +25 2687.71560768 2695.44024577 0.0015 128 100 0.05 +26 2686.63523116 2687.21219601 0.0015 128 100 0.05 +27 2685.28088066 2687.8834693 0.0015 128 100 0.05 +28 2684.66356449 2690.69037414 0.0015 128 100 0.05 +29 2684.0921561 2687.68961511 0.0015 128 100 0.05 +30 2682.80117341 2687.02118282 0.0015 128 100 0.05 +31 2681.88782383 2686.30857321 0.0015 128 100 0.05 +32 2681.47126997 2684.0075917 0.0015 128 100 0.05 +33 2680.92159999 2686.89226256 0.0015 128 100 0.05 +34 2680.21292535 2684.93329639 0.0015 128 100 0.05 +35 2679.41997515 2681.33742942 0.0015 128 100 0.05 +36 2679.31069202 2682.61342643 0.0015 128 100 0.05 +37 2678.52223293 2680.97786629 0.0015 128 100 0.05 +38 2678.37180547 2684.36340589 0.0015 128 100 0.05 +39 2677.56155926 2683.00986972 0.0015 128 100 0.05 +40 2676.65922645 2680.83978306 0.0015 128 100 0.05 +41 2676.16191628 2679.63320275 0.0015 128 100 0.05 +42 2675.37545773 2681.76637376 0.0015 128 100 0.05 +43 2675.06911581 2678.86239011 0.0015 128 100 0.05 +44 2674.9488588 2678.91346312 0.0015 128 100 0.05 +45 2674.42334098 2674.99851135 0.0015 128 100 0.05 +46 2673.61715005 2676.88026886 0.0015 128 100 0.05 +47 2673.76230709 2675.08614803 0.0015 128 100 0.05 +48 2673.12590819 2675.63693208 0.0015 128 100 0.05 +49 2672.6054265 2679.04612251 0.0015 128 100 0.05 +50 2671.91966482 2675.4682958 0.0015 128 100 0.05 +51 2671.6581346 2675.2065229 0.0015 128 100 0.05 +52 2672.14095994 2675.07621342 0.0015 128 100 0.05 +53 2671.74305923 2673.99944777 0.0015 128 100 0.05 +54 2671.20837453 2672.18691649 0.0015 128 100 0.05 +55 2670.87044248 2672.58100614 0.0015 128 100 0.05 +56 2670.2628487 2675.4599502 0.0015 128 100 0.05 +57 2670.36286746 2674.67196369 0.0015 128 100 0.05 +58 2670.10610684 2676.69121346 0.0015 128 100 0.05 +59 2670.37273066 2675.58287104 0.0015 128 100 0.05 +60 2670.15894364 2675.89947428 0.0015 128 100 0.05 +61 2669.22636079 2671.63242552 0.0015 128 100 0.05 +62 2669.38414377 2673.39857381 0.0015 128 100 0.05 +63 2668.92902088 2676.50793434 0.0015 128 100 0.05 +64 2669.16282665 2672.04565943 0.0015 128 100 0.05 +65 2668.42200616 2673.5026454 0.0015 128 100 0.05 +66 2668.26332163 2669.17016135 0.0015 128 100 0.05 +67 2668.07469194 2671.17415956 0.0015 128 100 0.05 +68 2669.00770056 2672.81295 0.0015 128 100 0.05 +69 2668.09874361 2674.39493644 0.0015 128 100 0.05 +70 2667.48090944 2669.68101557 0.0015 128 100 0.05 +71 2667.19073597 2669.0561164 0.0015 128 100 0.05 +72 2666.75349479 2668.5304639 0.0015 128 100 0.05 +73 2667.74392667 2671.62138597 0.0015 128 100 0.05 +74 2666.32533783 2668.38629395 0.0015 128 100 0.05 +75 2666.49129611 2669.89442015 0.0015 128 100 0.05 +76 2666.51378659 2671.97354272 0.0015 128 100 0.05 +77 2666.16422621 2666.71867671 0.0015 128 100 0.05 +78 2666.19115158 2668.54990505 0.0015 128 100 0.05 +79 2665.77469576 2670.46684589 0.0015 128 100 0.05 +80 2665.31278634 2667.54862086 0.0015 128 100 0.05 +81 2665.19786813 2667.80660935 0.0015 128 100 0.05 +82 2664.47732021 2668.35270245 0.0015 128 100 0.05 +83 2665.67774408 2667.69478127 0.0015 128 100 0.05 +84 2665.69696087 2669.56557533 0.0015 128 100 0.05 +85 2665.10863262 2667.49615397 0.0015 128 100 0.05 +86 2665.53251778 2668.74366962 0.0015 128 100 0.05 +87 2664.81859747 2665.97608262 0.0015 128 100 0.05 +88 2664.9629349 2670.14960499 0.0015 128 100 0.05 +89 2664.43505042 2667.67949237 0.0015 128 100 0.05 +90 2664.97574449 2666.14746841 0.0015 128 100 0.05 +91 2664.06503968 2668.21349514 0.0015 128 100 0.05 +92 2663.90644439 2666.43226988 0.0015 128 100 0.05 +93 2664.23185508 2668.54445833 0.0015 128 100 0.05 +94 2664.71469895 2667.19474579 0.0015 128 100 0.05 +95 2664.64123015 2665.94950164 0.0015 128 100 0.05 +96 2664.09085118 2665.37361965 0.0015 128 100 0.05 +97 2664.42872902 2664.7398922 0.0015 128 100 0.05 +98 2663.5527358 2665.2639683 0.0015 128 100 0.05 +99 2664.00126824 2665.08246538 0.0015 128 100 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_100e_0.1k.tsv new file mode 100644 index 0000000..d5e9b1f --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2971.84793185 3146.78268357 0.0015 128 100 0.1 +1 2803.33654958 2810.12467697 0.0015 128 100 0.1 +2 2771.75505589 2787.53406859 0.0015 128 100 0.1 +3 2755.87158888 2769.9725881 0.0015 128 100 0.1 +4 2745.63532357 2752.56028733 0.0015 128 100 0.1 +5 2737.7362416 2741.14003309 0.0015 128 100 0.1 +6 2731.18447287 2734.38002519 0.0015 128 100 0.1 +7 2726.17130567 2732.15619212 0.0015 128 100 0.1 +8 2721.75811007 2727.52344077 0.0015 128 100 0.1 +9 2718.2880378 2726.07497358 0.0015 128 100 0.1 +10 2714.63033922 2718.52263692 0.0015 128 100 0.1 +11 2711.4192975 2716.07676612 0.0015 128 100 0.1 +12 2709.02610479 2719.64044108 0.0015 128 100 0.1 +13 2706.57362908 2708.48196067 0.0015 128 100 0.1 +14 2703.99700174 2706.67444665 0.0015 128 100 0.1 +15 2701.78713015 2704.52903406 0.0015 128 100 0.1 +16 2699.99419273 2705.94534844 0.0015 128 100 0.1 +17 2698.06893262 2705.6111288 0.0015 128 100 0.1 +18 2696.41022158 2698.87062554 0.0015 128 100 0.1 +19 2694.56898624 2697.79320542 0.0015 128 100 0.1 +20 2693.84293331 2696.30505768 0.0015 128 100 0.1 +21 2692.12907061 2694.99864906 0.0015 128 100 0.1 +22 2691.59400145 2695.9052473 0.0015 128 100 0.1 +23 2689.67286463 2693.683534 0.0015 128 100 0.1 +24 2688.3780609 2688.7592372 0.0015 128 100 0.1 +25 2687.72346866 2692.28674573 0.0015 128 100 0.1 +26 2686.60447893 2688.88649328 0.0015 128 100 0.1 +27 2685.28912073 2688.17321381 0.0015 128 100 0.1 +28 2684.6744983 2688.3705868 0.0015 128 100 0.1 +29 2684.02282431 2688.42885425 0.0015 128 100 0.1 +30 2682.81806868 2686.27086585 0.0015 128 100 0.1 +31 2681.79153915 2683.82717878 0.0015 128 100 0.1 +32 2681.3819069 2684.88078609 0.0015 128 100 0.1 +33 2681.00201444 2687.05055205 0.0015 128 100 0.1 +34 2680.08398256 2683.66664582 0.0015 128 100 0.1 +35 2679.37022132 2684.11066712 0.0015 128 100 0.1 +36 2679.17781161 2681.86332466 0.0015 128 100 0.1 +37 2678.45721169 2678.82049082 0.0015 128 100 0.1 +38 2678.39263404 2681.52133313 0.0015 128 100 0.1 +39 2677.61061365 2683.01458542 0.0015 128 100 0.1 +40 2676.79520347 2681.03879409 0.0015 128 100 0.1 +41 2676.09901833 2678.44257467 0.0015 128 100 0.1 +42 2675.19558138 2681.11178466 0.0015 128 100 0.1 +43 2675.10941681 2678.97221372 0.0015 128 100 0.1 +44 2674.82210363 2680.61627069 0.0015 128 100 0.1 +45 2674.34371633 2676.52965258 0.0015 128 100 0.1 +46 2673.49541273 2676.58104862 0.0015 128 100 0.1 +47 2673.71994305 2678.52771253 0.0015 128 100 0.1 +48 2672.93020439 2674.35610501 0.0015 128 100 0.1 +49 2672.62313662 2678.03916333 0.0015 128 100 0.1 +50 2671.81298182 2675.77233957 0.0015 128 100 0.1 +51 2671.49095515 2674.70716429 0.0015 128 100 0.1 +52 2671.92521926 2674.60814683 0.0015 128 100 0.1 +53 2671.6353258 2673.24606154 0.0015 128 100 0.1 +54 2671.15070495 2674.50035151 0.0015 128 100 0.1 +55 2670.81076547 2671.97819399 0.0015 128 100 0.1 +56 2670.1302695 2674.18162895 0.0015 128 100 0.1 +57 2670.3309567 2674.58939935 0.0015 128 100 0.1 +58 2669.93969174 2673.21476999 0.0015 128 100 0.1 +59 2670.27523524 2675.56206867 0.0015 128 100 0.1 +60 2670.1230973 2674.1766201 0.0015 128 100 0.1 +61 2669.21858647 2671.44419216 0.0015 128 100 0.1 +62 2669.4291183 2673.25401315 0.0015 128 100 0.1 +63 2668.84630055 2671.11923912 0.0015 128 100 0.1 +64 2669.06211069 2672.81349477 0.0015 128 100 0.1 +65 2668.2311881 2673.35963595 0.0015 128 100 0.1 +66 2668.1597394 2669.61839793 0.0015 128 100 0.1 +67 2668.19236702 2671.47269173 0.0015 128 100 0.1 +68 2668.9488249 2674.49867707 0.0015 128 100 0.1 +69 2667.9859813 2673.04622474 0.0015 128 100 0.1 +70 2667.41756341 2669.4808618 0.0015 128 100 0.1 +71 2667.05421374 2668.16932203 0.0015 128 100 0.1 +72 2666.84479851 2667.80550395 0.0015 128 100 0.1 +73 2667.55254838 2670.60728977 0.0015 128 100 0.1 +74 2666.19387782 2670.97867621 0.0015 128 100 0.1 +75 2666.45662814 2669.87965874 0.0015 128 100 0.1 +76 2666.48013871 2670.43502872 0.0015 128 100 0.1 +77 2666.19155889 2667.53436221 0.0015 128 100 0.1 +78 2666.10500021 2668.36277196 0.0015 128 100 0.1 +79 2665.7144199 2669.08592443 0.0015 128 100 0.1 +80 2665.28232676 2667.29636851 0.0015 128 100 0.1 +81 2665.13316251 2666.91351633 0.0015 128 100 0.1 +82 2664.57895502 2668.03447658 0.0015 128 100 0.1 +83 2665.47769056 2668.68043393 0.0015 128 100 0.1 +84 2665.78239964 2669.43302751 0.0015 128 100 0.1 +85 2665.16678091 2667.58068171 0.0015 128 100 0.1 +86 2665.57093065 2668.71646357 0.0015 128 100 0.1 +87 2664.73877648 2666.94976165 0.0015 128 100 0.1 +88 2664.96453179 2672.54484392 0.0015 128 100 0.1 +89 2664.4106347 2668.19326741 0.0015 128 100 0.1 +90 2664.95595348 2667.36487867 0.0015 128 100 0.1 +91 2663.97715507 2671.77161041 0.0015 128 100 0.1 +92 2663.97654753 2667.70407355 0.0015 128 100 0.1 +93 2664.11637208 2667.6627349 0.0015 128 100 0.1 +94 2664.80993672 2666.61731214 0.0015 128 100 0.1 +95 2664.54814978 2665.16903027 0.0015 128 100 0.1 +96 2663.85521263 2666.4748017 0.0015 128 100 0.1 +97 2664.40938599 2665.21238134 0.0015 128 100 0.1 +98 2663.51736708 2667.08795551 0.0015 128 100 0.1 +99 2664.07318259 2666.66205849 0.0015 128 100 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_100e_1k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_100e_1k.tsv new file mode 100644 index 0000000..8accc3b --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2968.81905922 3167.07046328 0.0015 128 100 1.0 +1 2803.78144891 2809.6399556 0.0015 128 100 1.0 +2 2772.08454339 2784.11761883 0.0015 128 100 1.0 +3 2755.75255983 2777.13067405 0.0015 128 100 1.0 +4 2745.7352674 2751.54610757 0.0015 128 100 1.0 +5 2737.66981214 2741.27669769 0.0015 128 100 1.0 +6 2731.21722895 2736.47273281 0.0015 128 100 1.0 +7 2726.22253134 2730.17627887 0.0015 128 100 1.0 +8 2721.80415321 2726.55420996 0.0015 128 100 1.0 +9 2718.2981774 2722.92973745 0.0015 128 100 1.0 +10 2714.6593172 2717.25168331 0.0015 128 100 1.0 +11 2711.48914556 2715.41371613 0.0015 128 100 1.0 +12 2708.91314266 2717.42478228 0.0015 128 100 1.0 +13 2706.40349022 2708.07477845 0.0015 128 100 1.0 +14 2703.82635927 2706.57445169 0.0015 128 100 1.0 +15 2701.64447051 2706.18038818 0.0015 128 100 1.0 +16 2699.86950615 2703.40469506 0.0015 128 100 1.0 +17 2697.88828698 2705.3142762 0.0015 128 100 1.0 +18 2696.35796538 2697.89703848 0.0015 128 100 1.0 +19 2694.47095191 2698.50388198 0.0015 128 100 1.0 +20 2693.80282904 2696.78281054 0.0015 128 100 1.0 +21 2691.90952586 2694.70429575 0.0015 128 100 1.0 +22 2691.34993755 2696.46471538 0.0015 128 100 1.0 +23 2689.56229528 2695.71889704 0.0015 128 100 1.0 +24 2688.16754004 2689.72524984 0.0015 128 100 1.0 +25 2687.66783658 2694.56804195 0.0015 128 100 1.0 +26 2686.47979092 2687.17642124 0.0015 128 100 1.0 +27 2685.17024769 2688.03307849 0.0015 128 100 1.0 +28 2684.52833489 2689.66485187 0.0015 128 100 1.0 +29 2683.91431035 2687.49389975 0.0015 128 100 1.0 +30 2682.6986586 2685.97248867 0.0015 128 100 1.0 +31 2681.69870554 2685.05816942 0.0015 128 100 1.0 +32 2681.3167518 2684.87107274 0.0015 128 100 1.0 +33 2680.7653404 2686.97233042 0.0015 128 100 1.0 +34 2680.02676391 2685.07934057 0.0015 128 100 1.0 +35 2679.26695186 2681.69432753 0.0015 128 100 1.0 +36 2679.06425723 2681.90005546 0.0015 128 100 1.0 +37 2678.29181984 2680.64443929 0.0015 128 100 1.0 +38 2678.17217553 2683.69139225 0.0015 128 100 1.0 +39 2677.37318901 2682.61648402 0.0015 128 100 1.0 +40 2676.5069291 2680.11249608 0.0015 128 100 1.0 +41 2675.99716501 2680.66142503 0.0015 128 100 1.0 +42 2675.20882059 2679.5370977 0.0015 128 100 1.0 +43 2675.02125139 2679.02510447 0.0015 128 100 1.0 +44 2674.81255799 2679.69039188 0.0015 128 100 1.0 +45 2674.16640125 2675.24745123 0.0015 128 100 1.0 +46 2673.43665328 2677.39068195 0.0015 128 100 1.0 +47 2673.57950482 2676.90730919 0.0015 128 100 1.0 +48 2672.94205671 2675.48610126 0.0015 128 100 1.0 +49 2672.40950104 2678.49616797 0.0015 128 100 1.0 +50 2671.77031513 2675.56719842 0.0015 128 100 1.0 +51 2671.44964395 2675.49621792 0.0015 128 100 1.0 +52 2671.79477349 2673.62375035 0.0015 128 100 1.0 +53 2671.62220251 2674.46362538 0.0015 128 100 1.0 +54 2671.05768514 2672.2309785 0.0015 128 100 1.0 +55 2670.82102627 2672.88451868 0.0015 128 100 1.0 +56 2670.06591535 2675.17162246 0.0015 128 100 1.0 +57 2670.17291246 2674.38011482 0.0015 128 100 1.0 +58 2669.94528887 2674.08301762 0.0015 128 100 1.0 +59 2670.16044026 2676.46489743 0.0015 128 100 1.0 +60 2669.9871845 2675.11777895 0.0015 128 100 1.0 +61 2669.04005768 2673.20526765 0.0015 128 100 1.0 +62 2669.28681007 2673.61815659 0.0015 128 100 1.0 +63 2668.82413277 2673.48674172 0.0015 128 100 1.0 +64 2668.97804817 2672.07607898 0.0015 128 100 1.0 +65 2668.21085575 2672.55383744 0.0015 128 100 1.0 +66 2668.11771163 2669.03064595 0.0015 128 100 1.0 +67 2667.96609791 2671.5392945 0.0015 128 100 1.0 +68 2668.9200209 2673.34011123 0.0015 128 100 1.0 +69 2667.83914533 2671.66280865 0.0015 128 100 1.0 +70 2667.34047748 2669.17038728 0.0015 128 100 1.0 +71 2666.9831412 2669.10877188 0.0015 128 100 1.0 +72 2666.61236076 2668.42459883 0.0015 128 100 1.0 +73 2667.63524392 2670.61282751 0.0015 128 100 1.0 +74 2666.16022584 2670.76872274 0.0015 128 100 1.0 +75 2666.33775778 2670.95355586 0.0015 128 100 1.0 +76 2666.38362169 2670.58147668 0.0015 128 100 1.0 +77 2666.04898105 2666.57479339 0.0015 128 100 1.0 +78 2665.98231154 2667.7069841 0.0015 128 100 1.0 +79 2665.56383106 2669.61900245 0.0015 128 100 1.0 +80 2665.18038434 2666.78609407 0.0015 128 100 1.0 +81 2664.95715769 2667.6792333 0.0015 128 100 1.0 +82 2664.33949615 2667.56958848 0.0015 128 100 1.0 +83 2665.50168881 2666.85219549 0.0015 128 100 1.0 +84 2665.60337297 2668.6628516 0.0015 128 100 1.0 +85 2665.03204879 2667.84195746 0.0015 128 100 1.0 +86 2665.39391119 2668.71120125 0.0015 128 100 1.0 +87 2664.59442897 2666.48558637 0.0015 128 100 1.0 +88 2664.69711553 2671.03625232 0.0015 128 100 1.0 +89 2664.27431613 2668.30337484 0.0015 128 100 1.0 +90 2664.81344191 2666.73105926 0.0015 128 100 1.0 +91 2663.96765374 2668.7397685 0.0015 128 100 1.0 +92 2663.81954084 2666.00666415 0.0015 128 100 1.0 +93 2664.11628932 2668.16822549 0.0015 128 100 1.0 +94 2664.65263961 2666.01727983 0.0015 128 100 1.0 +95 2664.40253765 2665.93180541 0.0015 128 100 1.0 +96 2663.8876369 2665.98172867 0.0015 128 100 1.0 +97 2664.27344834 2664.51089717 0.0015 128 100 1.0 +98 2663.38154433 2666.3403367 0.0015 128 100 1.0 +99 2663.79907356 2665.13178972 0.0015 128 100 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_10e_0.01k.tsv new file mode 100644 index 0000000..1979dd9 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2967.63968503 3152.39701934 0.0015 128 10 0.01 +1 2803.49262238 2808.42150716 0.0015 128 10 0.01 +2 2771.9286221 2785.41316763 0.0015 128 10 0.01 +3 2755.75141318 2775.98993235 0.0015 128 10 0.01 +4 2745.65420856 2751.65586955 0.0015 128 10 0.01 +5 2737.71411058 2742.25938611 0.0015 128 10 0.01 +6 2731.17684895 2737.00927548 0.0015 128 10 0.01 +7 2726.20364996 2729.57913657 0.0015 128 10 0.01 +8 2721.76633431 2726.61582255 0.0015 128 10 0.01 +9 2718.319578 2722.76299127 0.0015 128 10 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_10e_0.05k.tsv new file mode 100644 index 0000000..81c9fb2 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2966.23640772 3112.23899687 0.0015 128 10 0.05 +1 2801.92090041 2812.68042506 0.0015 128 10 0.05 +2 2771.01590607 2784.3715797 0.0015 128 10 0.05 +3 2755.23965923 2768.94504782 0.0015 128 10 0.05 +4 2744.98771762 2753.89369426 0.0015 128 10 0.05 +5 2737.33667039 2738.8066691 0.0015 128 10 0.05 +6 2730.7592948 2735.05929863 0.0015 128 10 0.05 +7 2725.73238919 2731.65661831 0.0015 128 10 0.05 +8 2721.41567422 2723.71605652 0.0015 128 10 0.05 +9 2717.84892437 2726.46760025 0.0015 128 10 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_10e_0.1k.tsv new file mode 100644 index 0000000..a1df40b --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2968.33909644 3160.3556312 0.0015 128 10 0.1 +1 2803.6151325 2809.10911405 0.0015 128 10 0.1 +2 2771.971518 2784.20383548 0.0015 128 10 0.1 +3 2755.6615076 2777.84548139 0.0015 128 10 0.1 +4 2745.62022838 2752.58919069 0.0015 128 10 0.1 +5 2737.65445016 2743.55844951 0.0015 128 10 0.1 +6 2731.19234163 2736.84441567 0.0015 128 10 0.1 +7 2726.22851319 2729.58761568 0.0015 128 10 0.1 +8 2721.77682974 2727.05571635 0.0015 128 10 0.1 +9 2718.29735353 2722.14146525 0.0015 128 10 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_10e_1k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_10e_1k.tsv new file mode 100644 index 0000000..e73fb1b --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2968.30000155 3158.47128897 0.0015 128 10 1.0 +1 2803.66171169 2807.28007458 0.0015 128 10 1.0 +2 2771.97587407 2783.63231021 0.0015 128 10 1.0 +3 2755.68982946 2777.69986248 0.0015 128 10 1.0 +4 2745.70719678 2753.2227258 0.0015 128 10 1.0 +5 2737.70390426 2743.30025002 0.0015 128 10 1.0 +6 2731.24996029 2735.88064744 0.0015 128 10 1.0 +7 2726.28903752 2730.09119049 0.0015 128 10 1.0 +8 2721.7992261 2726.45702378 0.0015 128 10 1.0 +9 2718.34678719 2721.98801237 0.0015 128 10 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_25e_0.01k.tsv new file mode 100644 index 0000000..402fa30 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2970.6908781 3174.7262208 0.0015 128 25 0.01 +1 2803.22611045 2812.06300322 0.0015 128 25 0.01 +2 2771.64172901 2786.27525992 0.0015 128 25 0.01 +3 2755.61684545 2771.73146725 0.0015 128 25 0.01 +4 2745.44411099 2754.87892446 0.0015 128 25 0.01 +5 2737.69702429 2739.97782242 0.0015 128 25 0.01 +6 2731.08812603 2733.87257213 0.0015 128 25 0.01 +7 2726.11950547 2732.4401496 0.0015 128 25 0.01 +8 2721.7124627 2728.10609567 0.0015 128 25 0.01 +9 2718.20078236 2724.54862413 0.0015 128 25 0.01 +10 2714.51890364 2720.22555279 0.0015 128 25 0.01 +11 2711.401976 2717.07101318 0.0015 128 25 0.01 +12 2708.90578675 2719.133572 0.0015 128 25 0.01 +13 2706.45153667 2705.88345623 0.0015 128 25 0.01 +14 2703.80782484 2706.38572492 0.0015 128 25 0.01 +15 2701.65689657 2702.84133333 0.0015 128 25 0.01 +16 2699.7843343 2704.6723152 0.0015 128 25 0.01 +17 2698.02726693 2704.85646072 0.0015 128 25 0.01 +18 2696.27230358 2698.72915562 0.0015 128 25 0.01 +19 2694.48856085 2697.27716543 0.0015 128 25 0.01 +20 2693.77997613 2695.58877429 0.0015 128 25 0.01 +21 2692.08436725 2694.34196306 0.0015 128 25 0.01 +22 2691.52877394 2695.73963079 0.0015 128 25 0.01 +23 2689.54107665 2695.15333058 0.0015 128 25 0.01 +24 2688.3569012 2689.13613291 0.0015 128 25 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_25e_0.05k.tsv new file mode 100644 index 0000000..300603c --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2968.69992272 3165.50838621 0.0015 128 25 0.05 +1 2803.62689487 2809.47858891 0.0015 128 25 0.05 +2 2771.90915103 2784.17989476 0.0015 128 25 0.05 +3 2755.63568834 2776.27472822 0.0015 128 25 0.05 +4 2745.63486711 2753.11470268 0.0015 128 25 0.05 +5 2737.63559575 2742.36099622 0.0015 128 25 0.05 +6 2731.15225844 2736.07783091 0.0015 128 25 0.05 +7 2726.19343314 2729.06587035 0.0015 128 25 0.05 +8 2721.73446368 2726.79846682 0.0015 128 25 0.05 +9 2718.28307373 2722.2045469 0.0015 128 25 0.05 +10 2714.56849269 2719.24115585 0.0015 128 25 0.05 +11 2711.38708186 2716.56390743 0.0015 128 25 0.05 +12 2708.84135818 2717.68642214 0.0015 128 25 0.05 +13 2706.29928816 2709.35607933 0.0015 128 25 0.05 +14 2703.69919442 2706.58626333 0.0015 128 25 0.05 +15 2701.56006217 2705.9158387 0.0015 128 25 0.05 +16 2699.75097599 2702.84987219 0.0015 128 25 0.05 +17 2697.93026148 2704.59748587 0.0015 128 25 0.05 +18 2696.31360456 2697.69017061 0.0015 128 25 0.05 +19 2694.43704658 2698.22428541 0.0015 128 25 0.05 +20 2693.74381108 2698.36604522 0.0015 128 25 0.05 +21 2691.89070885 2694.13902432 0.0015 128 25 0.05 +22 2691.32244256 2696.0976105 0.0015 128 25 0.05 +23 2689.53376517 2694.71316417 0.0015 128 25 0.05 +24 2688.1522213 2689.38320975 0.0015 128 25 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_25e_0.1k.tsv new file mode 100644 index 0000000..6bc93b5 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2967.97451821 3154.00077443 0.0015 128 25 0.1 +1 2803.59710606 2811.04124389 0.0015 128 25 0.1 +2 2772.03833039 2784.44986948 0.0015 128 25 0.1 +3 2755.79331747 2775.37501494 0.0015 128 25 0.1 +4 2745.6890972 2753.43854658 0.0015 128 25 0.1 +5 2737.73567406 2743.53077339 0.0015 128 25 0.1 +6 2731.19274177 2736.39454525 0.0015 128 25 0.1 +7 2726.21321792 2731.091985 0.0015 128 25 0.1 +8 2721.75708612 2725.55579057 0.0015 128 25 0.1 +9 2718.26109754 2723.78881509 0.0015 128 25 0.1 +10 2714.60830854 2719.49943376 0.0015 128 25 0.1 +11 2711.45251598 2715.84982831 0.0015 128 25 0.1 +12 2708.8650717 2718.22557427 0.0015 128 25 0.1 +13 2706.34993882 2708.48512749 0.0015 128 25 0.1 +14 2703.74063577 2706.72656017 0.0015 128 25 0.1 +15 2701.63774778 2705.21984 0.0015 128 25 0.1 +16 2699.72884214 2703.38032395 0.0015 128 25 0.1 +17 2697.99075619 2705.73520779 0.0015 128 25 0.1 +18 2696.34910475 2697.29506192 0.0015 128 25 0.1 +19 2694.47935976 2697.75584677 0.0015 128 25 0.1 +20 2693.79549811 2697.84447215 0.0015 128 25 0.1 +21 2691.91419807 2695.46879575 0.0015 128 25 0.1 +22 2691.45280266 2696.35241302 0.0015 128 25 0.1 +23 2689.56228405 2692.78202724 0.0015 128 25 0.1 +24 2688.20680472 2689.40061703 0.0015 128 25 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_25e_1k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_25e_1k.tsv new file mode 100644 index 0000000..6577482 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2967.92749023 3166.27222707 0.0015 128 25 1.0 +1 2803.55476923 2810.67352377 0.0015 128 25 1.0 +2 2772.00450416 2784.36512281 0.0015 128 25 1.0 +3 2755.79659743 2776.20837659 0.0015 128 25 1.0 +4 2745.72704933 2753.1382032 0.0015 128 25 1.0 +5 2737.72956307 2742.41255238 0.0015 128 25 1.0 +6 2731.20511521 2735.85555604 0.0015 128 25 1.0 +7 2726.22872205 2729.50095276 0.0015 128 25 1.0 +8 2721.74291577 2726.78215607 0.0015 128 25 1.0 +9 2718.30757131 2722.22047019 0.0015 128 25 1.0 +10 2714.64194854 2718.26564694 0.0015 128 25 1.0 +11 2711.45816535 2715.52352106 0.0015 128 25 1.0 +12 2708.9040503 2718.35417476 0.0015 128 25 1.0 +13 2706.33666588 2708.79604642 0.0015 128 25 1.0 +14 2703.76395923 2706.63592938 0.0015 128 25 1.0 +15 2701.59721735 2705.47776266 0.0015 128 25 1.0 +16 2699.79758704 2703.12822471 0.0015 128 25 1.0 +17 2697.9343035 2706.1073976 0.0015 128 25 1.0 +18 2696.33597306 2697.6350121 0.0015 128 25 1.0 +19 2694.44237887 2698.25477031 0.0015 128 25 1.0 +20 2693.78012952 2697.91473844 0.0015 128 25 1.0 +21 2691.87707331 2695.70364969 0.0015 128 25 1.0 +22 2691.35536928 2696.21772536 0.0015 128 25 1.0 +23 2689.48061602 2693.84922006 0.0015 128 25 1.0 +24 2688.11896086 2689.77334647 0.0015 128 25 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_50e_0.01k.tsv new file mode 100644 index 0000000..dd39d2e --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2968.3256345 3170.03948029 0.0015 128 50 0.01 +1 2803.56761596 2808.45242339 0.0015 128 50 0.01 +2 2772.13605698 2784.33983581 0.0015 128 50 0.01 +3 2755.80444346 2776.82234638 0.0015 128 50 0.01 +4 2745.64097182 2754.13784422 0.0015 128 50 0.01 +5 2737.61153375 2743.4793148 0.0015 128 50 0.01 +6 2731.20466589 2735.37651853 0.0015 128 50 0.01 +7 2726.18213207 2729.37903976 0.0015 128 50 0.01 +8 2721.74166026 2726.67414509 0.0015 128 50 0.01 +9 2718.25515675 2722.5151792 0.0015 128 50 0.01 +10 2714.59952503 2716.13943137 0.0015 128 50 0.01 +11 2711.41850857 2715.70129138 0.0015 128 50 0.01 +12 2708.89057287 2720.04393878 0.0015 128 50 0.01 +13 2706.46243129 2708.2729987 0.0015 128 50 0.01 +14 2703.84955242 2706.17088023 0.0015 128 50 0.01 +15 2701.67408261 2705.26816257 0.0015 128 50 0.01 +16 2699.80141893 2704.18876925 0.0015 128 50 0.01 +17 2698.05603739 2706.18458245 0.0015 128 50 0.01 +18 2696.47387939 2698.15138399 0.0015 128 50 0.01 +19 2694.49503209 2698.23039826 0.0015 128 50 0.01 +20 2693.84004004 2696.58826781 0.0015 128 50 0.01 +21 2691.95817352 2696.27337308 0.0015 128 50 0.01 +22 2691.46005374 2694.29259437 0.0015 128 50 0.01 +23 2689.5974055 2692.54469921 0.0015 128 50 0.01 +24 2688.21540172 2689.57308021 0.0015 128 50 0.01 +25 2687.62394882 2694.19890692 0.0015 128 50 0.01 +26 2686.55721426 2687.63240218 0.0015 128 50 0.01 +27 2685.19767221 2689.56100668 0.0015 128 50 0.01 +28 2684.52205908 2690.07939985 0.0015 128 50 0.01 +29 2683.99334904 2687.06094039 0.0015 128 50 0.01 +30 2682.59323988 2686.58718668 0.0015 128 50 0.01 +31 2681.71563536 2683.92073505 0.0015 128 50 0.01 +32 2681.35792095 2684.22977601 0.0015 128 50 0.01 +33 2680.76548761 2685.43393825 0.0015 128 50 0.01 +34 2680.0063177 2686.60437595 0.0015 128 50 0.01 +35 2679.32212196 2682.87748669 0.0015 128 50 0.01 +36 2679.04279269 2681.89082759 0.0015 128 50 0.01 +37 2678.37699014 2680.4373763 0.0015 128 50 0.01 +38 2678.1432519 2683.48487542 0.0015 128 50 0.01 +39 2677.32819697 2681.70763857 0.0015 128 50 0.01 +40 2676.43813889 2681.28061001 0.0015 128 50 0.01 +41 2676.0188347 2680.36456217 0.0015 128 50 0.01 +42 2675.15182354 2681.49359866 0.0015 128 50 0.01 +43 2674.97599309 2678.52957649 0.0015 128 50 0.01 +44 2674.73135739 2678.28322086 0.0015 128 50 0.01 +45 2674.23000158 2676.41336789 0.0015 128 50 0.01 +46 2673.42599206 2677.06423232 0.0015 128 50 0.01 +47 2673.58346248 2677.19173115 0.0015 128 50 0.01 +48 2672.93771709 2676.53195861 0.0015 128 50 0.01 +49 2672.49339944 2678.83513552 0.0015 128 50 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_50e_0.05k.tsv new file mode 100644 index 0000000..525d265 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2967.70670009 3164.40665099 0.0015 128 50 0.05 +1 2803.53024626 2810.38473715 0.0015 128 50 0.05 +2 2772.05732657 2784.72030914 0.0015 128 50 0.05 +3 2755.75721832 2778.09603036 0.0015 128 50 0.05 +4 2745.6454833 2752.30547874 0.0015 128 50 0.05 +5 2737.62024505 2742.40179665 0.0015 128 50 0.05 +6 2731.18482172 2736.61588744 0.0015 128 50 0.05 +7 2726.26407023 2729.47352498 0.0015 128 50 0.05 +8 2721.78420573 2726.98182856 0.0015 128 50 0.05 +9 2718.33978557 2725.44635255 0.0015 128 50 0.05 +10 2714.59655024 2718.05561925 0.0015 128 50 0.05 +11 2711.40639377 2716.79797107 0.0015 128 50 0.05 +12 2708.89090714 2717.31188988 0.0015 128 50 0.05 +13 2706.30897567 2710.4544386 0.0015 128 50 0.05 +14 2703.76825743 2705.70838873 0.0015 128 50 0.05 +15 2701.66651099 2705.09832799 0.0015 128 50 0.05 +16 2699.74368801 2703.18411564 0.0015 128 50 0.05 +17 2697.92384641 2704.16844536 0.0015 128 50 0.05 +18 2696.36462681 2697.50855006 0.0015 128 50 0.05 +19 2694.44129812 2697.46495438 0.0015 128 50 0.05 +20 2693.76285871 2697.39540325 0.0015 128 50 0.05 +21 2691.89359017 2694.78328155 0.0015 128 50 0.05 +22 2691.38914008 2695.1609839 0.0015 128 50 0.05 +23 2689.5430388 2693.10641217 0.0015 128 50 0.05 +24 2688.18844987 2690.04544937 0.0015 128 50 0.05 +25 2687.59717689 2694.17513099 0.0015 128 50 0.05 +26 2686.5292041 2687.10574277 0.0015 128 50 0.05 +27 2685.22664438 2687.57819642 0.0015 128 50 0.05 +28 2684.51821393 2690.76301321 0.0015 128 50 0.05 +29 2684.0213119 2688.10972837 0.0015 128 50 0.05 +30 2682.68156256 2687.34667782 0.0015 128 50 0.05 +31 2681.82185858 2684.59917151 0.0015 128 50 0.05 +32 2681.35259643 2684.46921868 0.0015 128 50 0.05 +33 2680.86496432 2686.13274855 0.0015 128 50 0.05 +34 2680.06661003 2685.15743383 0.0015 128 50 0.05 +35 2679.40119917 2682.13891648 0.0015 128 50 0.05 +36 2679.18364702 2681.97262077 0.0015 128 50 0.05 +37 2678.45079904 2680.49359353 0.0015 128 50 0.05 +38 2678.33353186 2683.26051205 0.0015 128 50 0.05 +39 2677.48646219 2681.5374268 0.0015 128 50 0.05 +40 2676.53199625 2679.91845283 0.0015 128 50 0.05 +41 2676.03486994 2680.9422185 0.0015 128 50 0.05 +42 2675.25517416 2682.40864846 0.0015 128 50 0.05 +43 2675.05202685 2678.5936361 0.0015 128 50 0.05 +44 2674.82495939 2679.54022158 0.0015 128 50 0.05 +45 2674.31774458 2676.01293759 0.0015 128 50 0.05 +46 2673.51943886 2677.00578562 0.0015 128 50 0.05 +47 2673.61887983 2674.77445888 0.0015 128 50 0.05 +48 2672.9071986 2675.76630327 0.0015 128 50 0.05 +49 2672.47406637 2679.93897511 0.0015 128 50 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_50e_0.1k.tsv new file mode 100644 index 0000000..fc974ff --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2968.53060999 3168.07790047 0.0015 128 50 0.1 +1 2803.74492189 2808.64537804 0.0015 128 50 0.1 +2 2772.0228463 2784.49200451 0.0015 128 50 0.1 +3 2755.72282385 2776.37871953 0.0015 128 50 0.1 +4 2745.63061474 2752.31323989 0.0015 128 50 0.1 +5 2737.7039164 2744.23342411 0.0015 128 50 0.1 +6 2731.23780358 2735.79982896 0.0015 128 50 0.1 +7 2726.26231612 2729.97874483 0.0015 128 50 0.1 +8 2721.86559909 2727.70586003 0.0015 128 50 0.1 +9 2718.40006704 2722.56636097 0.0015 128 50 0.1 +10 2714.74181051 2719.01916667 0.0015 128 50 0.1 +11 2711.55395274 2715.75414012 0.0015 128 50 0.1 +12 2708.97754837 2717.72913928 0.0015 128 50 0.1 +13 2706.48579806 2708.5804245 0.0015 128 50 0.1 +14 2703.89021113 2706.47547204 0.0015 128 50 0.1 +15 2701.75008875 2706.27300243 0.0015 128 50 0.1 +16 2699.90054562 2703.34076803 0.0015 128 50 0.1 +17 2698.0498972 2705.47386482 0.0015 128 50 0.1 +18 2696.45014528 2697.98605504 0.0015 128 50 0.1 +19 2694.50077742 2697.72652002 0.0015 128 50 0.1 +20 2693.83441482 2697.38966338 0.0015 128 50 0.1 +21 2691.93856921 2694.88100269 0.0015 128 50 0.1 +22 2691.41259714 2695.55945454 0.0015 128 50 0.1 +23 2689.61191556 2693.98454959 0.0015 128 50 0.1 +24 2688.22200919 2690.49169082 0.0015 128 50 0.1 +25 2687.63938959 2693.72676976 0.0015 128 50 0.1 +26 2686.57811239 2687.61592338 0.0015 128 50 0.1 +27 2685.28189857 2687.90151703 0.0015 128 50 0.1 +28 2684.55236522 2689.54301963 0.0015 128 50 0.1 +29 2683.96977706 2686.92405033 0.0015 128 50 0.1 +30 2682.7060134 2685.85226271 0.0015 128 50 0.1 +31 2681.79062484 2683.97354599 0.0015 128 50 0.1 +32 2681.31301948 2683.25404723 0.0015 128 50 0.1 +33 2680.87275016 2685.80474492 0.0015 128 50 0.1 +34 2680.02093763 2684.30741506 0.0015 128 50 0.1 +35 2679.37140478 2682.08877569 0.0015 128 50 0.1 +36 2679.17648574 2682.17357231 0.0015 128 50 0.1 +37 2678.46486821 2681.50928155 0.0015 128 50 0.1 +38 2678.35124262 2683.61606203 0.0015 128 50 0.1 +39 2677.45793 2680.59696024 0.0015 128 50 0.1 +40 2676.61724088 2680.80045635 0.0015 128 50 0.1 +41 2676.06927003 2680.75348706 0.0015 128 50 0.1 +42 2675.31405728 2680.33805074 0.0015 128 50 0.1 +43 2675.08730529 2679.40573278 0.0015 128 50 0.1 +44 2674.79009158 2679.72455009 0.0015 128 50 0.1 +45 2674.35069337 2675.29002693 0.0015 128 50 0.1 +46 2673.50321237 2675.5714053 0.0015 128 50 0.1 +47 2673.74378057 2675.42839584 0.0015 128 50 0.1 +48 2673.04864177 2675.31645153 0.0015 128 50 0.1 +49 2672.56595288 2677.40464558 0.0015 128 50 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_128bs_50e_1k.tsv b/param_sweep/paramsweep_0.0015lr_128bs_50e_1k.tsv new file mode 100644 index 0000000..f3d79ed --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_128bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2968.27397828 3159.7141328 0.0015 128 50 1.0 +1 2803.70497051 2808.3313091 0.0015 128 50 1.0 +2 2772.00526359 2783.27951861 0.0015 128 50 1.0 +3 2755.72218506 2776.85536979 0.0015 128 50 1.0 +4 2745.71745683 2754.5886898 0.0015 128 50 1.0 +5 2737.71338386 2743.95788317 0.0015 128 50 1.0 +6 2731.22265371 2736.79608936 0.0015 128 50 1.0 +7 2726.25528224 2730.54417358 0.0015 128 50 1.0 +8 2721.80515075 2725.98937078 0.0015 128 50 1.0 +9 2718.3552409 2723.10165399 0.0015 128 50 1.0 +10 2714.62367361 2718.30701827 0.0015 128 50 1.0 +11 2711.41154603 2715.83981387 0.0015 128 50 1.0 +12 2708.88859814 2719.09953048 0.0015 128 50 1.0 +13 2706.34456633 2709.78297112 0.0015 128 50 1.0 +14 2703.75640524 2707.90160899 0.0015 128 50 1.0 +15 2701.63273386 2705.91702113 0.0015 128 50 1.0 +16 2699.79339761 2703.47629268 0.0015 128 50 1.0 +17 2697.92655003 2705.41121824 0.0015 128 50 1.0 +18 2696.3255662 2697.58637957 0.0015 128 50 1.0 +19 2694.47286063 2697.72357586 0.0015 128 50 1.0 +20 2693.7578908 2698.06915808 0.0015 128 50 1.0 +21 2691.85970053 2694.28689138 0.0015 128 50 1.0 +22 2691.34273746 2696.79981309 0.0015 128 50 1.0 +23 2689.54325706 2694.30757938 0.0015 128 50 1.0 +24 2688.14482983 2690.17752618 0.0015 128 50 1.0 +25 2687.57815594 2693.09254937 0.0015 128 50 1.0 +26 2686.50284034 2687.27591112 0.0015 128 50 1.0 +27 2685.22383615 2686.7618966 0.0015 128 50 1.0 +28 2684.592454 2690.15197591 0.0015 128 50 1.0 +29 2683.88296667 2687.62269677 0.0015 128 50 1.0 +30 2682.72153172 2686.78599464 0.0015 128 50 1.0 +31 2681.78148262 2683.93835939 0.0015 128 50 1.0 +32 2681.26498126 2683.97052901 0.0015 128 50 1.0 +33 2680.83009786 2685.40926745 0.0015 128 50 1.0 +34 2679.99964744 2684.74210908 0.0015 128 50 1.0 +35 2679.35151882 2682.04136526 0.0015 128 50 1.0 +36 2679.18167797 2682.57947501 0.0015 128 50 1.0 +37 2678.41845446 2680.18061598 0.0015 128 50 1.0 +38 2678.30329351 2682.84302551 0.0015 128 50 1.0 +39 2677.43930181 2682.17606927 0.0015 128 50 1.0 +40 2676.62415206 2680.82044927 0.0015 128 50 1.0 +41 2675.98906466 2680.25795254 0.0015 128 50 1.0 +42 2675.27809254 2680.6647235 0.0015 128 50 1.0 +43 2675.10722113 2679.6925546 0.0015 128 50 1.0 +44 2674.78421045 2679.74357812 0.0015 128 50 1.0 +45 2674.29171721 2675.36657365 0.0015 128 50 1.0 +46 2673.49093705 2675.76427873 0.0015 128 50 1.0 +47 2673.65078966 2675.79885006 0.0015 128 50 1.0 +48 2673.03327645 2675.07329027 0.0015 128 50 1.0 +49 2672.51456995 2678.19786501 0.0015 128 50 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_100e_0.01k.tsv new file mode 100644 index 0000000..9b99103 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3028.95455151 3759.55155055 0.0015 200 100 0.01 +1 2830.60614984 2936.69810495 0.0015 200 100 0.01 +2 2792.95013322 2804.55535083 0.0015 200 100 0.01 +3 2773.56491557 2789.31729972 0.0015 200 100 0.01 +4 2760.93542007 2774.73994916 0.0015 200 100 0.01 +5 2752.18389928 2760.10271832 0.0015 200 100 0.01 +6 2745.19605447 2753.05222322 0.0015 200 100 0.01 +7 2739.29328689 2745.41632045 0.0015 200 100 0.01 +8 2735.24395756 2738.66606791 0.0015 200 100 0.01 +9 2731.41161256 2732.94808021 0.0015 200 100 0.01 +10 2726.9941732 2737.03899855 0.0015 200 100 0.01 +11 2723.87288412 2729.69628626 0.0015 200 100 0.01 +12 2720.89942978 2723.21042448 0.0015 200 100 0.01 +13 2718.80356808 2722.64786006 0.0015 200 100 0.01 +14 2715.55405125 2720.09810345 0.0015 200 100 0.01 +15 2713.63033079 2716.35431153 0.0015 200 100 0.01 +16 2711.59271537 2716.2219383 0.0015 200 100 0.01 +17 2709.36761065 2711.21310116 0.0015 200 100 0.01 +18 2707.43748895 2708.75064513 0.0015 200 100 0.01 +19 2705.3089509 2709.10199897 0.0015 200 100 0.01 +20 2704.36757502 2707.98677719 0.0015 200 100 0.01 +21 2702.73602825 2705.87878861 0.0015 200 100 0.01 +22 2701.52025755 2705.08832149 0.0015 200 100 0.01 +23 2699.96615852 2701.71384758 0.0015 200 100 0.01 +24 2698.16951366 2701.01725603 0.0015 200 100 0.01 +25 2698.45098578 2700.83754239 0.0015 200 100 0.01 +26 2695.91755711 2699.41314476 0.0015 200 100 0.01 +27 2694.90673945 2696.03944902 0.0015 200 100 0.01 +28 2694.24896391 2700.13024739 0.0015 200 100 0.01 +29 2693.07193473 2698.23290035 0.0015 200 100 0.01 +30 2692.51840195 2697.78177656 0.0015 200 100 0.01 +31 2690.51311515 2695.69080687 0.0015 200 100 0.01 +32 2690.10084738 2692.9376209 0.0015 200 100 0.01 +33 2689.07625983 2691.74472367 0.0015 200 100 0.01 +34 2688.08211871 2693.86781256 0.0015 200 100 0.01 +35 2687.72759288 2692.07558416 0.0015 200 100 0.01 +36 2686.57582287 2689.62976704 0.0015 200 100 0.01 +37 2686.64045831 2688.11430916 0.0015 200 100 0.01 +38 2685.19018381 2691.15967264 0.0015 200 100 0.01 +39 2685.95630845 2689.70675817 0.0015 200 100 0.01 +40 2684.72995544 2693.4728271 0.0015 200 100 0.01 +41 2684.01109881 2688.34978723 0.0015 200 100 0.01 +42 2683.13277292 2687.65619632 0.0015 200 100 0.01 +43 2683.37517282 2688.83385927 0.0015 200 100 0.01 +44 2682.60278183 2682.43846256 0.0015 200 100 0.01 +45 2681.00679657 2682.73830506 0.0015 200 100 0.01 +46 2680.16232011 2686.78306635 0.0015 200 100 0.01 +47 2680.82525865 2684.58808902 0.0015 200 100 0.01 +48 2679.44575365 2682.26442344 0.0015 200 100 0.01 +49 2678.59387092 2682.43901292 0.0015 200 100 0.01 +50 2679.21997291 2684.8759957 0.0015 200 100 0.01 +51 2678.53945121 2679.65569497 0.0015 200 100 0.01 +52 2678.32268014 2682.23038472 0.0015 200 100 0.01 +53 2677.99191247 2690.78833195 0.0015 200 100 0.01 +54 2678.16280712 2682.40486591 0.0015 200 100 0.01 +55 2677.59567789 2683.83922803 0.0015 200 100 0.01 +56 2676.81009371 2679.87626598 0.0015 200 100 0.01 +57 2676.83254427 2680.22420839 0.0015 200 100 0.01 +58 2676.00752336 2677.15768917 0.0015 200 100 0.01 +59 2675.13375358 2678.61524791 0.0015 200 100 0.01 +60 2674.4158279 2680.29392291 0.0015 200 100 0.01 +61 2675.0086384 2678.0248664 0.0015 200 100 0.01 +62 2674.14998949 2677.65561701 0.0015 200 100 0.01 +63 2673.99897486 2683.46782525 0.0015 200 100 0.01 +64 2673.93439254 2675.35468731 0.0015 200 100 0.01 +65 2672.71011365 2675.96227584 0.0015 200 100 0.01 +66 2673.32959106 2676.6521841 0.0015 200 100 0.01 +67 2672.17686739 2673.22287658 0.0015 200 100 0.01 +68 2672.41594005 2678.11570398 0.0015 200 100 0.01 +69 2671.98329674 2674.40773912 0.0015 200 100 0.01 +70 2671.28342649 2675.84286306 0.0015 200 100 0.01 +71 2671.29312572 2676.23099017 0.0015 200 100 0.01 +72 2671.15264259 2678.17676481 0.0015 200 100 0.01 +73 2672.84801674 2676.093968 0.0015 200 100 0.01 +74 2671.62844982 2676.22755447 0.0015 200 100 0.01 +75 2670.36512368 2674.55777357 0.0015 200 100 0.01 +76 2670.01638336 2673.82967574 0.0015 200 100 0.01 +77 2669.40114979 2672.61452156 0.0015 200 100 0.01 +78 2669.72723664 2673.97620493 0.0015 200 100 0.01 +79 2669.20217188 2672.33602853 0.0015 200 100 0.01 +80 2668.77658448 2675.44800178 0.0015 200 100 0.01 +81 2669.48882747 2672.64038086 0.0015 200 100 0.01 +82 2668.20945447 2671.76568055 0.0015 200 100 0.01 +83 2668.48760483 2672.12744421 0.0015 200 100 0.01 +84 2668.8464598 2674.90466005 0.0015 200 100 0.01 +85 2667.9296936 2673.93732868 0.0015 200 100 0.01 +86 2668.38692168 2671.00037671 0.0015 200 100 0.01 +87 2667.45784773 2671.65642599 0.0015 200 100 0.01 +88 2668.03181238 2675.26736153 0.0015 200 100 0.01 +89 2667.25977997 2677.06035828 0.0015 200 100 0.01 +90 2667.75377978 2673.31353911 0.0015 200 100 0.01 +91 2667.6251238 2672.69411934 0.0015 200 100 0.01 +92 2666.90221184 2670.11086925 0.0015 200 100 0.01 +93 2666.98213237 2669.92259622 0.0015 200 100 0.01 +94 2666.53255238 2670.3770927 0.0015 200 100 0.01 +95 2666.77916024 2671.12160397 0.0015 200 100 0.01 +96 2666.43958377 2669.52052882 0.0015 200 100 0.01 +97 2666.13417834 2670.69181844 0.0015 200 100 0.01 +98 2666.96899165 2669.76010313 0.0015 200 100 0.01 +99 2666.33193949 2670.06264985 0.0015 200 100 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_100e_0.05k.tsv new file mode 100644 index 0000000..f811d78 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3026.29954231 3860.22125443 0.0015 200 100 0.05 +1 2830.2837412 2930.97990064 0.0015 200 100 0.05 +2 2792.75698359 2802.73206057 0.0015 200 100 0.05 +3 2773.40267353 2791.85580205 0.0015 200 100 0.05 +4 2760.81074371 2773.34502905 0.0015 200 100 0.05 +5 2751.85062811 2760.1975121 0.0015 200 100 0.05 +6 2745.07210809 2751.14432725 0.0015 200 100 0.05 +7 2739.25118063 2745.7316101 0.0015 200 100 0.05 +8 2735.25512029 2738.75404909 0.0015 200 100 0.05 +9 2731.29260201 2732.27818354 0.0015 200 100 0.05 +10 2727.06291664 2737.14584158 0.0015 200 100 0.05 +11 2723.97474391 2728.9085509 0.0015 200 100 0.05 +12 2721.03448219 2722.89108247 0.0015 200 100 0.05 +13 2718.9017559 2721.98400249 0.0015 200 100 0.05 +14 2715.64910993 2718.62862523 0.0015 200 100 0.05 +15 2713.54320993 2717.34152473 0.0015 200 100 0.05 +16 2711.59056665 2717.02707067 0.0015 200 100 0.05 +17 2709.44006935 2711.87150127 0.0015 200 100 0.05 +18 2707.477972 2709.11447535 0.0015 200 100 0.05 +19 2705.36009479 2707.68492089 0.0015 200 100 0.05 +20 2704.38858833 2707.06190529 0.0015 200 100 0.05 +21 2702.7277936 2707.38734521 0.0015 200 100 0.05 +22 2701.67632345 2703.75014471 0.0015 200 100 0.05 +23 2700.06147226 2701.74189761 0.0015 200 100 0.05 +24 2698.26899683 2700.3193238 0.0015 200 100 0.05 +25 2698.29335105 2701.81367496 0.0015 200 100 0.05 +26 2695.99283135 2699.36230936 0.0015 200 100 0.05 +27 2694.92056362 2696.43875945 0.0015 200 100 0.05 +28 2694.43087757 2699.32149212 0.0015 200 100 0.05 +29 2693.23291099 2698.13100128 0.0015 200 100 0.05 +30 2692.66134015 2696.86691815 0.0015 200 100 0.05 +31 2690.5521804 2696.14137423 0.0015 200 100 0.05 +32 2690.15719902 2692.30498719 0.0015 200 100 0.05 +33 2689.21460835 2692.13144942 0.0015 200 100 0.05 +34 2688.15128536 2694.44886958 0.0015 200 100 0.05 +35 2687.84602404 2691.2013712 0.0015 200 100 0.05 +36 2686.50137098 2689.23031237 0.0015 200 100 0.05 +37 2686.77533328 2688.24739988 0.0015 200 100 0.05 +38 2685.14287427 2691.0841767 0.0015 200 100 0.05 +39 2685.85186253 2689.29906853 0.0015 200 100 0.05 +40 2684.81097742 2694.06197577 0.0015 200 100 0.05 +41 2684.04628943 2687.78898688 0.0015 200 100 0.05 +42 2683.04414557 2686.21926536 0.0015 200 100 0.05 +43 2683.36088731 2689.38881145 0.0015 200 100 0.05 +44 2682.66914557 2683.2464826 0.0015 200 100 0.05 +45 2681.04321486 2683.66144371 0.0015 200 100 0.05 +46 2680.16494079 2687.12602324 0.0015 200 100 0.05 +47 2680.68239994 2684.22021204 0.0015 200 100 0.05 +48 2679.45914051 2682.41593113 0.0015 200 100 0.05 +49 2678.64727987 2682.91625696 0.0015 200 100 0.05 +50 2679.14143764 2684.71507995 0.0015 200 100 0.05 +51 2678.55814219 2680.40539061 0.0015 200 100 0.05 +52 2678.33940529 2681.98191492 0.0015 200 100 0.05 +53 2678.04384904 2690.61666934 0.0015 200 100 0.05 +54 2677.98953611 2681.89301086 0.0015 200 100 0.05 +55 2677.66357554 2685.38591071 0.0015 200 100 0.05 +56 2676.8855735 2679.59745366 0.0015 200 100 0.05 +57 2676.82359197 2679.63103443 0.0015 200 100 0.05 +58 2676.02461198 2677.83208773 0.0015 200 100 0.05 +59 2675.23951095 2679.95569244 0.0015 200 100 0.05 +60 2674.51179342 2679.0564525 0.0015 200 100 0.05 +61 2674.80214437 2679.05778244 0.0015 200 100 0.05 +62 2674.10609206 2678.45180813 0.0015 200 100 0.05 +63 2673.95052043 2681.69162752 0.0015 200 100 0.05 +64 2673.87744169 2675.07642115 0.0015 200 100 0.05 +65 2672.79600138 2677.34302085 0.0015 200 100 0.05 +66 2673.42553465 2676.62425031 0.0015 200 100 0.05 +67 2672.31154561 2673.69012813 0.0015 200 100 0.05 +68 2672.4458637 2679.85586787 0.0015 200 100 0.05 +69 2672.07938627 2674.702696 0.0015 200 100 0.05 +70 2671.30461234 2674.82821276 0.0015 200 100 0.05 +71 2671.35362461 2674.84639914 0.0015 200 100 0.05 +72 2671.21408793 2678.74246058 0.0015 200 100 0.05 +73 2672.59804667 2676.14581497 0.0015 200 100 0.05 +74 2671.60820697 2678.16021787 0.0015 200 100 0.05 +75 2670.3145887 2675.01951398 0.0015 200 100 0.05 +76 2670.05414351 2675.33024664 0.0015 200 100 0.05 +77 2669.40707888 2673.937943 0.0015 200 100 0.05 +78 2669.69299686 2675.27580235 0.0015 200 100 0.05 +79 2669.23491733 2672.46089035 0.0015 200 100 0.05 +80 2668.93762621 2677.57240473 0.0015 200 100 0.05 +81 2669.52801966 2673.98719172 0.0015 200 100 0.05 +82 2668.24930934 2671.32377528 0.0015 200 100 0.05 +83 2668.37009582 2672.3864298 0.0015 200 100 0.05 +84 2668.7779613 2675.51229526 0.0015 200 100 0.05 +85 2667.91610101 2672.86389183 0.0015 200 100 0.05 +86 2668.32943817 2670.99598918 0.0015 200 100 0.05 +87 2667.51957641 2671.61361455 0.0015 200 100 0.05 +88 2668.13018365 2675.48165024 0.0015 200 100 0.05 +89 2667.24994849 2677.09898572 0.0015 200 100 0.05 +90 2667.69183669 2672.36316875 0.0015 200 100 0.05 +91 2667.61507419 2671.08494367 0.0015 200 100 0.05 +92 2666.79892552 2670.44154816 0.0015 200 100 0.05 +93 2667.0927981 2670.30596982 0.0015 200 100 0.05 +94 2666.4966968 2669.83300688 0.0015 200 100 0.05 +95 2666.98477925 2673.59994454 0.0015 200 100 0.05 +96 2666.45962962 2671.23197047 0.0015 200 100 0.05 +97 2666.08008757 2671.67562254 0.0015 200 100 0.05 +98 2666.94949879 2669.5632749 0.0015 200 100 0.05 +99 2666.37975225 2670.07787432 0.0015 200 100 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_100e_0.1k.tsv new file mode 100644 index 0000000..ecd6be2 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3026.32751282 3904.17024491 0.0015 200 100 0.1 +1 2830.32737979 2931.95858152 0.0015 200 100 0.1 +2 2792.80682838 2801.14918813 0.0015 200 100 0.1 +3 2773.47860441 2792.90433609 0.0015 200 100 0.1 +4 2760.86254035 2772.98467376 0.0015 200 100 0.1 +5 2752.03871905 2760.68633718 0.0015 200 100 0.1 +6 2745.10355432 2751.98533102 0.0015 200 100 0.1 +7 2739.22180831 2746.34700038 0.0015 200 100 0.1 +8 2735.27203563 2738.90057782 0.0015 200 100 0.1 +9 2731.28699541 2732.4431129 0.0015 200 100 0.1 +10 2727.05320079 2737.55427858 0.0015 200 100 0.1 +11 2723.87180555 2729.8404394 0.0015 200 100 0.1 +12 2720.9477863 2724.32270676 0.0015 200 100 0.1 +13 2718.99250297 2723.25085846 0.0015 200 100 0.1 +14 2715.73329622 2718.9992167 0.0015 200 100 0.1 +15 2713.60995606 2717.22614704 0.0015 200 100 0.1 +16 2711.65240032 2715.95162328 0.0015 200 100 0.1 +17 2709.38758591 2711.28623458 0.0015 200 100 0.1 +18 2707.51115362 2708.5585312 0.0015 200 100 0.1 +19 2705.36606162 2707.79759015 0.0015 200 100 0.1 +20 2704.3915383 2707.80349761 0.0015 200 100 0.1 +21 2702.77133093 2707.91295523 0.0015 200 100 0.1 +22 2701.69050467 2704.67575277 0.0015 200 100 0.1 +23 2700.13779714 2702.09463647 0.0015 200 100 0.1 +24 2698.27380484 2700.40851215 0.0015 200 100 0.1 +25 2698.22397198 2701.83388121 0.0015 200 100 0.1 +26 2696.02231336 2700.18740991 0.0015 200 100 0.1 +27 2694.95944807 2696.38215057 0.0015 200 100 0.1 +28 2694.35176268 2700.76221403 0.0015 200 100 0.1 +29 2693.23683822 2697.41412412 0.0015 200 100 0.1 +30 2692.6739202 2696.95174698 0.0015 200 100 0.1 +31 2690.61318648 2695.98951316 0.0015 200 100 0.1 +32 2690.10047576 2693.35978999 0.0015 200 100 0.1 +33 2689.20957469 2691.70440219 0.0015 200 100 0.1 +34 2688.14618818 2694.34380322 0.0015 200 100 0.1 +35 2687.85141129 2692.03063521 0.0015 200 100 0.1 +36 2686.50528125 2689.56489239 0.0015 200 100 0.1 +37 2686.86967642 2688.85730284 0.0015 200 100 0.1 +38 2685.17771752 2691.89579303 0.0015 200 100 0.1 +39 2685.96456102 2689.06071866 0.0015 200 100 0.1 +40 2684.85123448 2691.78793096 0.0015 200 100 0.1 +41 2683.98678316 2687.4549815 0.0015 200 100 0.1 +42 2683.11787352 2685.77688488 0.0015 200 100 0.1 +43 2683.38708861 2688.97499496 0.0015 200 100 0.1 +44 2682.76802237 2682.81655516 0.0015 200 100 0.1 +45 2681.15525227 2683.74482777 0.0015 200 100 0.1 +46 2680.2159266 2686.76284422 0.0015 200 100 0.1 +47 2680.63871197 2684.85070311 0.0015 200 100 0.1 +48 2679.49532631 2682.46424857 0.0015 200 100 0.1 +49 2678.67353149 2682.50852018 0.0015 200 100 0.1 +50 2679.24177737 2684.74005465 0.0015 200 100 0.1 +51 2678.65734234 2680.33887186 0.0015 200 100 0.1 +52 2678.34827512 2682.45138287 0.0015 200 100 0.1 +53 2678.17900451 2690.72216237 0.0015 200 100 0.1 +54 2677.99427586 2682.53602918 0.0015 200 100 0.1 +55 2677.65127242 2683.75705627 0.0015 200 100 0.1 +56 2676.78240501 2679.7033486 0.0015 200 100 0.1 +57 2676.80664221 2679.74503596 0.0015 200 100 0.1 +58 2675.93104027 2677.57056784 0.0015 200 100 0.1 +59 2675.27851746 2679.52120102 0.0015 200 100 0.1 +60 2674.44348019 2678.86708854 0.0015 200 100 0.1 +61 2674.97418954 2677.61502524 0.0015 200 100 0.1 +62 2674.14291735 2678.63509052 0.0015 200 100 0.1 +63 2674.2111057 2681.56810123 0.0015 200 100 0.1 +64 2673.94998779 2675.43416092 0.0015 200 100 0.1 +65 2672.8259705 2675.77668602 0.0015 200 100 0.1 +66 2673.33050141 2677.25198347 0.0015 200 100 0.1 +67 2672.37973713 2673.71241401 0.0015 200 100 0.1 +68 2672.41746133 2679.35676134 0.0015 200 100 0.1 +69 2672.09335729 2674.91107213 0.0015 200 100 0.1 +70 2671.25770907 2674.79731473 0.0015 200 100 0.1 +71 2671.35927027 2675.39622763 0.0015 200 100 0.1 +72 2671.17472711 2679.13872089 0.0015 200 100 0.1 +73 2672.83365534 2676.14441828 0.0015 200 100 0.1 +74 2671.71629168 2678.14086774 0.0015 200 100 0.1 +75 2670.39131325 2673.919013 0.0015 200 100 0.1 +76 2670.04486401 2674.84712829 0.0015 200 100 0.1 +77 2669.45070818 2674.10458882 0.0015 200 100 0.1 +78 2669.80088287 2674.59999216 0.0015 200 100 0.1 +79 2669.30406323 2671.66137462 0.0015 200 100 0.1 +80 2668.99972992 2677.2677121 0.0015 200 100 0.1 +81 2669.59994663 2674.50058864 0.0015 200 100 0.1 +82 2668.38597935 2671.64781851 0.0015 200 100 0.1 +83 2668.49854265 2672.55529855 0.0015 200 100 0.1 +84 2668.80783132 2674.39235639 0.0015 200 100 0.1 +85 2668.00833769 2672.74903697 0.0015 200 100 0.1 +86 2668.35690359 2671.77370732 0.0015 200 100 0.1 +87 2667.58787348 2672.80107674 0.0015 200 100 0.1 +88 2668.1500506 2674.68457545 0.0015 200 100 0.1 +89 2667.24577987 2676.38882872 0.0015 200 100 0.1 +90 2667.63805791 2672.30373521 0.0015 200 100 0.1 +91 2667.7452815 2670.92189601 0.0015 200 100 0.1 +92 2666.91306604 2670.77552833 0.0015 200 100 0.1 +93 2667.14318125 2670.30276658 0.0015 200 100 0.1 +94 2666.69245798 2670.8002939 0.0015 200 100 0.1 +95 2667.03857658 2672.03968102 0.0015 200 100 0.1 +96 2666.44835965 2671.34731548 0.0015 200 100 0.1 +97 2666.08873678 2672.9795426 0.0015 200 100 0.1 +98 2667.01949769 2669.79179706 0.0015 200 100 0.1 +99 2666.4154556 2670.01788528 0.0015 200 100 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_100e_1k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_100e_1k.tsv new file mode 100644 index 0000000..8bc6308 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3026.31890472 3906.80133769 0.0015 200 100 1.0 +1 2830.27632784 2932.18759943 0.0015 200 100 1.0 +2 2792.69683752 2802.28771109 0.0015 200 100 1.0 +3 2773.43807045 2792.52152032 0.0015 200 100 1.0 +4 2760.81386478 2773.3622314 0.0015 200 100 1.0 +5 2751.90859931 2759.32563365 0.0015 200 100 1.0 +6 2745.07936261 2751.48870605 0.0015 200 100 1.0 +7 2739.26192741 2746.80046475 0.0015 200 100 1.0 +8 2735.21763789 2738.69560052 0.0015 200 100 1.0 +9 2731.27890861 2732.44266056 0.0015 200 100 1.0 +10 2726.97131147 2736.74763888 0.0015 200 100 1.0 +11 2723.89943896 2728.42495313 0.0015 200 100 1.0 +12 2721.01837137 2722.62403791 0.0015 200 100 1.0 +13 2718.92045259 2722.74853376 0.0015 200 100 1.0 +14 2715.63724915 2718.66466095 0.0015 200 100 1.0 +15 2713.54105884 2717.69798264 0.0015 200 100 1.0 +16 2711.60970896 2716.60044636 0.0015 200 100 1.0 +17 2709.40933549 2711.2591317 0.0015 200 100 1.0 +18 2707.45971324 2708.57543572 0.0015 200 100 1.0 +19 2705.37565404 2708.34463553 0.0015 200 100 1.0 +20 2704.41934992 2707.337372 0.0015 200 100 1.0 +21 2702.67685479 2706.64333575 0.0015 200 100 1.0 +22 2701.70077881 2704.68330153 0.0015 200 100 1.0 +23 2700.02232526 2701.41819328 0.0015 200 100 1.0 +24 2698.26542368 2700.3352905 0.0015 200 100 1.0 +25 2698.27930922 2700.94505389 0.0015 200 100 1.0 +26 2696.0123835 2699.27737176 0.0015 200 100 1.0 +27 2694.90092668 2696.7308478 0.0015 200 100 1.0 +28 2694.36002829 2699.61556207 0.0015 200 100 1.0 +29 2693.23612478 2697.05962586 0.0015 200 100 1.0 +30 2692.61110886 2697.41039666 0.0015 200 100 1.0 +31 2690.56925553 2695.70969112 0.0015 200 100 1.0 +32 2690.15276633 2691.98171326 0.0015 200 100 1.0 +33 2689.21308658 2693.05330201 0.0015 200 100 1.0 +34 2688.12212929 2693.49753432 0.0015 200 100 1.0 +35 2687.83457661 2691.13423907 0.0015 200 100 1.0 +36 2686.57931528 2689.48506027 0.0015 200 100 1.0 +37 2686.82790687 2688.13750999 0.0015 200 100 1.0 +38 2685.16251871 2691.27162535 0.0015 200 100 1.0 +39 2685.89622716 2689.50973855 0.0015 200 100 1.0 +40 2684.85071668 2692.79920017 0.0015 200 100 1.0 +41 2684.03381126 2687.91237826 0.0015 200 100 1.0 +42 2683.07328216 2686.02947753 0.0015 200 100 1.0 +43 2683.4652405 2688.82851245 0.0015 200 100 1.0 +44 2682.6630476 2682.79644134 0.0015 200 100 1.0 +45 2681.07816888 2683.46624884 0.0015 200 100 1.0 +46 2680.16996695 2687.28108802 0.0015 200 100 1.0 +47 2680.60773534 2684.67228392 0.0015 200 100 1.0 +48 2679.41274023 2682.15702537 0.0015 200 100 1.0 +49 2678.62485447 2682.93879119 0.0015 200 100 1.0 +50 2679.14460605 2685.27579721 0.0015 200 100 1.0 +51 2678.65785646 2679.51325268 0.0015 200 100 1.0 +52 2678.26351999 2681.99551958 0.0015 200 100 1.0 +53 2678.07702099 2691.67310737 0.0015 200 100 1.0 +54 2678.03298417 2681.73465555 0.0015 200 100 1.0 +55 2677.62259063 2684.30382997 0.0015 200 100 1.0 +56 2676.87278808 2679.70088245 0.0015 200 100 1.0 +57 2676.85282335 2680.38310285 0.0015 200 100 1.0 +58 2676.06068828 2677.92128169 0.0015 200 100 1.0 +59 2675.24153766 2679.45723198 0.0015 200 100 1.0 +60 2674.51194201 2679.77954195 0.0015 200 100 1.0 +61 2674.7536681 2677.95079796 0.0015 200 100 1.0 +62 2674.08561187 2678.89222942 0.0015 200 100 1.0 +63 2674.05053968 2683.01319386 0.0015 200 100 1.0 +64 2673.81197722 2675.28917874 0.0015 200 100 1.0 +65 2672.75777344 2676.80387525 0.0015 200 100 1.0 +66 2673.34579582 2676.52902099 0.0015 200 100 1.0 +67 2672.37070522 2673.55247343 0.0015 200 100 1.0 +68 2672.50420405 2678.8219692 0.0015 200 100 1.0 +69 2672.04802752 2674.69091657 0.0015 200 100 1.0 +70 2671.25241013 2674.40046251 0.0015 200 100 1.0 +71 2671.3495949 2675.22080909 0.0015 200 100 1.0 +72 2671.24223061 2678.70624281 0.0015 200 100 1.0 +73 2672.71335201 2675.34586277 0.0015 200 100 1.0 +74 2671.59231332 2678.25382643 0.0015 200 100 1.0 +75 2670.32434758 2674.61537769 0.0015 200 100 1.0 +76 2670.02004739 2674.89587239 0.0015 200 100 1.0 +77 2669.41780711 2673.63220285 0.0015 200 100 1.0 +78 2669.71000184 2675.24409068 0.0015 200 100 1.0 +79 2669.26584518 2672.55414927 0.0015 200 100 1.0 +80 2668.8990018 2678.43384536 0.0015 200 100 1.0 +81 2669.52530996 2674.17622332 0.0015 200 100 1.0 +82 2668.22257107 2671.07762738 0.0015 200 100 1.0 +83 2668.38633336 2672.28910358 0.0015 200 100 1.0 +84 2668.67941462 2674.64290489 0.0015 200 100 1.0 +85 2667.94638715 2672.51483049 0.0015 200 100 1.0 +86 2668.34569817 2670.92251033 0.0015 200 100 1.0 +87 2667.51512481 2671.69659389 0.0015 200 100 1.0 +88 2668.13643596 2675.88053028 0.0015 200 100 1.0 +89 2667.1853003 2678.05368106 0.0015 200 100 1.0 +90 2667.61820266 2672.26873161 0.0015 200 100 1.0 +91 2667.69886687 2671.93775441 0.0015 200 100 1.0 +92 2666.81846802 2671.25348566 0.0015 200 100 1.0 +93 2667.12540502 2670.56821046 0.0015 200 100 1.0 +94 2666.54488922 2670.79939156 0.0015 200 100 1.0 +95 2666.90949648 2673.05221715 0.0015 200 100 1.0 +96 2666.47229469 2671.59788919 0.0015 200 100 1.0 +97 2666.08994057 2672.10603125 0.0015 200 100 1.0 +98 2666.90123979 2669.18605243 0.0015 200 100 1.0 +99 2666.27421666 2669.77509233 0.0015 200 100 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_10e_0.01k.tsv new file mode 100644 index 0000000..e3d01e6 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3025.29752284 3956.19008892 0.0015 200 10 0.01 +1 2830.21379469 2929.52946726 0.0015 200 10 0.01 +2 2792.74766138 2801.72637671 0.0015 200 10 0.01 +3 2773.49204589 2793.4371695 0.0015 200 10 0.01 +4 2760.90889809 2772.93666488 0.0015 200 10 0.01 +5 2752.08543355 2759.60919761 0.0015 200 10 0.01 +6 2745.15743092 2751.03963434 0.0015 200 10 0.01 +7 2739.29590832 2745.479755 0.0015 200 10 0.01 +8 2735.35558933 2742.92722602 0.0015 200 10 0.01 +9 2731.43606011 2732.65210334 0.0015 200 10 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_10e_0.05k.tsv new file mode 100644 index 0000000..9ee1f5e --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3026.32232699 4199.4731604 0.0015 200 10 0.05 +1 2830.38755523 2930.19079987 0.0015 200 10 0.05 +2 2792.94570728 2805.8005063 0.0015 200 10 0.05 +3 2773.55226902 2793.61799041 0.0015 200 10 0.05 +4 2760.94188193 2773.63296094 0.0015 200 10 0.05 +5 2752.00413952 2764.91244968 0.0015 200 10 0.05 +6 2745.1205344 2751.91816388 0.0015 200 10 0.05 +7 2739.30265184 2747.24611662 0.0015 200 10 0.05 +8 2735.30063733 2743.73114842 0.0015 200 10 0.05 +9 2731.46526771 2733.94992176 0.0015 200 10 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_10e_0.1k.tsv new file mode 100644 index 0000000..704eb17 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3026.53245571 3932.56957494 0.0015 200 10 0.1 +1 2830.28671862 2934.7026848 0.0015 200 10 0.1 +2 2792.73769036 2803.6118052 0.0015 200 10 0.1 +3 2773.32762525 2789.36001453 0.0015 200 10 0.1 +4 2760.78091168 2774.80098945 0.0015 200 10 0.1 +5 2751.97661302 2761.7749901 0.0015 200 10 0.1 +6 2744.93472417 2751.04384075 0.0015 200 10 0.1 +7 2739.17007052 2744.65343048 0.0015 200 10 0.1 +8 2735.19803368 2738.76104001 0.0015 200 10 0.1 +9 2731.31829472 2733.57290562 0.0015 200 10 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_10e_1k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_10e_1k.tsv new file mode 100644 index 0000000..1541337 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3025.39182705 3938.54738102 0.0015 200 10 1.0 +1 2830.23856238 2930.66404383 0.0015 200 10 1.0 +2 2792.75323792 2802.17848734 0.0015 200 10 1.0 +3 2773.47720044 2792.68569625 0.0015 200 10 1.0 +4 2760.89185172 2774.26014141 0.0015 200 10 1.0 +5 2751.94789977 2761.15299962 0.0015 200 10 1.0 +6 2745.09702581 2751.56021264 0.0015 200 10 1.0 +7 2739.26946138 2745.31762322 0.0015 200 10 1.0 +8 2735.30319415 2739.10108962 0.0015 200 10 1.0 +9 2731.46644546 2732.08194862 0.0015 200 10 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_25e_0.01k.tsv new file mode 100644 index 0000000..909483d --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3026.91940652 3837.67227179 0.0015 200 25 0.01 +1 2830.40453943 2933.33467618 0.0015 200 25 0.01 +2 2792.76663518 2801.6327 0.0015 200 25 0.01 +3 2773.43771143 2794.57063693 0.0015 200 25 0.01 +4 2760.83521174 2773.85437455 0.0015 200 25 0.01 +5 2751.98205887 2760.67001897 0.0015 200 25 0.01 +6 2745.11013582 2751.62556811 0.0015 200 25 0.01 +7 2739.2560858 2745.85445858 0.0015 200 25 0.01 +8 2735.38669764 2739.42179331 0.0015 200 25 0.01 +9 2731.39358926 2731.53292724 0.0015 200 25 0.01 +10 2727.1029561 2738.22817859 0.0015 200 25 0.01 +11 2723.98736053 2729.45646688 0.0015 200 25 0.01 +12 2721.02399949 2723.95345503 0.0015 200 25 0.01 +13 2718.85565803 2724.43489941 0.0015 200 25 0.01 +14 2715.74426538 2718.55008571 0.0015 200 25 0.01 +15 2713.62389679 2717.42172469 0.0015 200 25 0.01 +16 2711.6758809 2717.04159587 0.0015 200 25 0.01 +17 2709.43047335 2710.79056842 0.0015 200 25 0.01 +18 2707.50366452 2709.52031409 0.0015 200 25 0.01 +19 2705.39768358 2708.46385925 0.0015 200 25 0.01 +20 2704.39315423 2706.57793221 0.0015 200 25 0.01 +21 2702.70936974 2707.98630105 0.0015 200 25 0.01 +22 2701.62656498 2705.03143766 0.0015 200 25 0.01 +23 2700.19357799 2701.29088399 0.0015 200 25 0.01 +24 2698.34090549 2699.88452755 0.0015 200 25 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_25e_0.05k.tsv new file mode 100644 index 0000000..483f1df --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3025.37583804 3922.48114842 0.0015 200 25 0.05 +1 2830.29590814 2926.2215093 0.0015 200 25 0.05 +2 2792.81307688 2802.50239846 0.0015 200 25 0.05 +3 2773.4975561 2792.54883699 0.0015 200 25 0.05 +4 2760.91245999 2774.08514113 0.0015 200 25 0.05 +5 2751.96122794 2759.94512111 0.0015 200 25 0.05 +6 2745.0862462 2750.89794548 0.0015 200 25 0.05 +7 2739.33524357 2746.12964334 0.0015 200 25 0.05 +8 2735.34599141 2739.15925484 0.0015 200 25 0.05 +9 2731.41500778 2732.48530862 0.0015 200 25 0.05 +10 2727.14407822 2736.17657109 0.0015 200 25 0.05 +11 2723.86130502 2730.11679818 0.0015 200 25 0.05 +12 2720.92204979 2722.97222072 0.0015 200 25 0.05 +13 2719.07376901 2722.73577076 0.0015 200 25 0.05 +14 2715.66931841 2718.63015449 0.0015 200 25 0.05 +15 2713.55170322 2717.71171053 0.0015 200 25 0.05 +16 2711.64800143 2716.28878055 0.0015 200 25 0.05 +17 2709.44286796 2710.69644638 0.0015 200 25 0.05 +18 2707.47472443 2708.7085157 0.0015 200 25 0.05 +19 2705.35358501 2707.96470791 0.0015 200 25 0.05 +20 2704.43292285 2706.00950375 0.0015 200 25 0.05 +21 2702.8475912 2706.86530206 0.0015 200 25 0.05 +22 2701.70212157 2704.38491967 0.0015 200 25 0.05 +23 2700.15910683 2702.3176741 0.0015 200 25 0.05 +24 2698.37636156 2700.68516082 0.0015 200 25 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_25e_0.1k.tsv new file mode 100644 index 0000000..dbe2af1 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3026.54152559 3900.48958551 0.0015 200 25 0.1 +1 2830.41797267 2931.62972643 0.0015 200 25 0.1 +2 2792.81360433 2801.45757181 0.0015 200 25 0.1 +3 2773.45435068 2792.70961923 0.0015 200 25 0.1 +4 2760.86120353 2772.6930989 0.0015 200 25 0.1 +5 2752.05165575 2760.89166038 0.0015 200 25 0.1 +6 2745.13014711 2751.73758431 0.0015 200 25 0.1 +7 2739.23180863 2746.30289869 0.0015 200 25 0.1 +8 2735.4860048 2739.69448812 0.0015 200 25 0.1 +9 2731.42391229 2732.23972929 0.0015 200 25 0.1 +10 2727.09002398 2737.0758199 0.0015 200 25 0.1 +11 2724.0255221 2729.69930138 0.0015 200 25 0.1 +12 2720.9998428 2722.75899539 0.0015 200 25 0.1 +13 2718.95475208 2723.02720604 0.0015 200 25 0.1 +14 2715.69209393 2719.05635354 0.0015 200 25 0.1 +15 2713.62124799 2717.58229733 0.0015 200 25 0.1 +16 2711.72972888 2716.9173773 0.0015 200 25 0.1 +17 2709.46730915 2710.79026266 0.0015 200 25 0.1 +18 2707.54325198 2709.25158388 0.0015 200 25 0.1 +19 2705.40494161 2708.34542818 0.0015 200 25 0.1 +20 2704.48491121 2707.09797788 0.0015 200 25 0.1 +21 2702.84000072 2706.7693604 0.0015 200 25 0.1 +22 2701.67057574 2704.68818434 0.0015 200 25 0.1 +23 2700.20518052 2702.11576374 0.0015 200 25 0.1 +24 2698.29800786 2699.77679712 0.0015 200 25 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_25e_1k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_25e_1k.tsv new file mode 100644 index 0000000..dcde278 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3025.94223739 3996.76757066 0.0015 200 25 1.0 +1 2830.22506363 2926.7409808 0.0015 200 25 1.0 +2 2792.69814739 2803.45660972 0.0015 200 25 1.0 +3 2773.41340937 2793.45310026 0.0015 200 25 1.0 +4 2760.79975785 2773.14042941 0.0015 200 25 1.0 +5 2751.97340582 2760.07545813 0.0015 200 25 1.0 +6 2745.10373339 2751.58779913 0.0015 200 25 1.0 +7 2739.30166037 2746.46635107 0.0015 200 25 1.0 +8 2735.31917324 2739.91942192 0.0015 200 25 1.0 +9 2731.37681776 2731.92312931 0.0015 200 25 1.0 +10 2727.04941105 2736.57345225 0.0015 200 25 1.0 +11 2723.91543932 2728.65259723 0.0015 200 25 1.0 +12 2720.96873729 2721.94294718 0.0015 200 25 1.0 +13 2718.91513785 2722.93822215 0.0015 200 25 1.0 +14 2715.62857888 2719.00929648 0.0015 200 25 1.0 +15 2713.49487733 2718.23754789 0.0015 200 25 1.0 +16 2711.57367481 2716.5928738 0.0015 200 25 1.0 +17 2709.40313666 2711.12635141 0.0015 200 25 1.0 +18 2707.39010238 2708.94959826 0.0015 200 25 1.0 +19 2705.40035546 2707.90430901 0.0015 200 25 1.0 +20 2704.3508571 2707.20758302 0.0015 200 25 1.0 +21 2702.64304765 2708.05673305 0.0015 200 25 1.0 +22 2701.67947798 2704.75841795 0.0015 200 25 1.0 +23 2700.1021163 2701.52457138 0.0015 200 25 1.0 +24 2698.32679879 2700.46337097 0.0015 200 25 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_50e_0.01k.tsv new file mode 100644 index 0000000..ed93534 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3029.21898978 3860.28827873 0.0015 200 50 0.01 +1 2830.46486268 2950.13093313 0.0015 200 50 0.01 +2 2792.83359694 2805.79413997 0.0015 200 50 0.01 +3 2773.204534 2791.45756248 0.0015 200 50 0.01 +4 2760.92239435 2774.1017749 0.0015 200 50 0.01 +5 2752.02681516 2758.63140601 0.0015 200 50 0.01 +6 2745.11710564 2753.3045806 0.0015 200 50 0.01 +7 2739.28385439 2744.99728971 0.0015 200 50 0.01 +8 2735.20047921 2743.03076732 0.0015 200 50 0.01 +9 2731.13934329 2732.90601893 0.0015 200 50 0.01 +10 2726.82779846 2742.03576683 0.0015 200 50 0.01 +11 2723.58935754 2729.18909508 0.0015 200 50 0.01 +12 2720.72086235 2723.41986913 0.0015 200 50 0.01 +13 2718.61084516 2723.44599964 0.0015 200 50 0.01 +14 2715.51429881 2720.25765519 0.0015 200 50 0.01 +15 2713.41511607 2717.36335594 0.0015 200 50 0.01 +16 2711.39540593 2715.44029898 0.0015 200 50 0.01 +17 2709.30981126 2710.99084869 0.0015 200 50 0.01 +18 2707.32185995 2710.22352825 0.0015 200 50 0.01 +19 2705.41797402 2708.95489374 0.0015 200 50 0.01 +20 2704.31141839 2705.94849847 0.0015 200 50 0.01 +21 2702.91747673 2705.8939118 0.0015 200 50 0.01 +22 2701.46539765 2704.1805707 0.0015 200 50 0.01 +23 2699.96436481 2701.66330954 0.0015 200 50 0.01 +24 2698.21908969 2699.88662772 0.0015 200 50 0.01 +25 2698.25400011 2702.69326228 0.0015 200 50 0.01 +26 2695.92458379 2699.95448294 0.0015 200 50 0.01 +27 2695.10039499 2696.22848248 0.0015 200 50 0.01 +28 2694.28512712 2700.52994527 0.0015 200 50 0.01 +29 2693.10903565 2695.56661958 0.0015 200 50 0.01 +30 2692.58581311 2699.59353807 0.0015 200 50 0.01 +31 2690.7337872 2695.53810554 0.0015 200 50 0.01 +32 2690.33993308 2691.47297648 0.0015 200 50 0.01 +33 2689.18259457 2690.98088094 0.0015 200 50 0.01 +34 2688.16847161 2694.30483361 0.0015 200 50 0.01 +35 2687.7895595 2691.3262489 0.0015 200 50 0.01 +36 2686.62797261 2688.63085891 0.0015 200 50 0.01 +37 2686.69748046 2688.13002566 0.0015 200 50 0.01 +38 2685.28396854 2691.71070036 0.0015 200 50 0.01 +39 2686.38962945 2689.87563999 0.0015 200 50 0.01 +40 2684.81949316 2689.6793724 0.0015 200 50 0.01 +41 2683.89913794 2688.0543528 0.0015 200 50 0.01 +42 2682.9155393 2685.54502457 0.0015 200 50 0.01 +43 2683.27619261 2686.99033521 0.0015 200 50 0.01 +44 2682.54250034 2683.3522221 0.0015 200 50 0.01 +45 2681.14403482 2682.90049052 0.0015 200 50 0.01 +46 2680.13916773 2685.20153739 0.0015 200 50 0.01 +47 2680.60780102 2682.4163746 0.0015 200 50 0.01 +48 2679.47990671 2683.34761097 0.0015 200 50 0.01 +49 2678.69826086 2682.10954585 0.0015 200 50 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_50e_0.05k.tsv new file mode 100644 index 0000000..010375c --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3026.6274238 3943.00423768 0.0015 200 50 0.05 +1 2830.30577875 2930.87060734 0.0015 200 50 0.05 +2 2792.77688058 2801.61063305 0.0015 200 50 0.05 +3 2773.44236245 2793.30041387 0.0015 200 50 0.05 +4 2760.83971057 2773.45195658 0.0015 200 50 0.05 +5 2752.09297385 2761.06124195 0.0015 200 50 0.05 +6 2745.17730876 2751.02044293 0.0015 200 50 0.05 +7 2739.28849083 2745.76824146 0.0015 200 50 0.05 +8 2735.34150211 2739.32850965 0.0015 200 50 0.05 +9 2731.36365212 2732.45648415 0.0015 200 50 0.05 +10 2727.10046419 2737.88358787 0.0015 200 50 0.05 +11 2723.93211251 2729.32828698 0.0015 200 50 0.05 +12 2720.96323024 2723.48011164 0.0015 200 50 0.05 +13 2718.8954672 2722.61064238 0.0015 200 50 0.05 +14 2715.69247414 2718.70695609 0.0015 200 50 0.05 +15 2713.57278892 2717.38493508 0.0015 200 50 0.05 +16 2711.62742447 2715.84982971 0.0015 200 50 0.05 +17 2709.42998764 2711.20469254 0.0015 200 50 0.05 +18 2707.52967679 2709.38265845 0.0015 200 50 0.05 +19 2705.40378097 2708.91651138 0.0015 200 50 0.05 +20 2704.42123885 2707.19449559 0.0015 200 50 0.05 +21 2702.86588634 2706.75840815 0.0015 200 50 0.05 +22 2701.70554924 2704.45306245 0.0015 200 50 0.05 +23 2700.14398389 2702.21270297 0.0015 200 50 0.05 +24 2698.31615983 2700.75868403 0.0015 200 50 0.05 +25 2698.29339592 2701.96924948 0.0015 200 50 0.05 +26 2696.03854237 2699.04128591 0.0015 200 50 0.05 +27 2695.08200993 2696.74610775 0.0015 200 50 0.05 +28 2694.39998244 2701.0348785 0.0015 200 50 0.05 +29 2693.28676691 2697.2135787 0.0015 200 50 0.05 +30 2692.61276537 2697.65032527 0.0015 200 50 0.05 +31 2690.66754702 2695.21628805 0.0015 200 50 0.05 +32 2690.17010423 2692.39589246 0.0015 200 50 0.05 +33 2689.26252522 2692.23251804 0.0015 200 50 0.05 +34 2688.19700636 2694.76394262 0.0015 200 50 0.05 +35 2687.87384046 2691.11253622 0.0015 200 50 0.05 +36 2686.44623639 2689.37957565 0.0015 200 50 0.05 +37 2686.93494878 2688.1392087 0.0015 200 50 0.05 +38 2685.17228065 2691.68753921 0.0015 200 50 0.05 +39 2685.96287159 2688.12736438 0.0015 200 50 0.05 +40 2684.88271181 2692.50684527 0.0015 200 50 0.05 +41 2683.98613233 2687.79592038 0.0015 200 50 0.05 +42 2683.19869434 2685.49207873 0.0015 200 50 0.05 +43 2683.50193603 2688.21953377 0.0015 200 50 0.05 +44 2682.72863504 2682.98880688 0.0015 200 50 0.05 +45 2681.12529977 2683.21281734 0.0015 200 50 0.05 +46 2680.20528095 2687.63495048 0.0015 200 50 0.05 +47 2680.80246362 2685.12818923 0.0015 200 50 0.05 +48 2679.51616832 2682.98620162 0.0015 200 50 0.05 +49 2678.72236942 2682.55165605 0.0015 200 50 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_50e_0.1k.tsv new file mode 100644 index 0000000..efa3389 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3023.2641137 4338.95158453 0.0015 200 50 0.1 +1 2829.47644615 2908.03413721 0.0015 200 50 0.1 +2 2792.37362311 2806.85058127 0.0015 200 50 0.1 +3 2772.49608265 2789.08226279 0.0015 200 50 0.1 +4 2760.49278757 2771.60869253 0.0015 200 50 0.1 +5 2751.96065375 2759.76512365 0.0015 200 50 0.1 +6 2744.73395351 2748.59883401 0.0015 200 50 0.1 +7 2739.06175998 2745.63062224 0.0015 200 50 0.1 +8 2735.09517096 2741.84513689 0.0015 200 50 0.1 +9 2731.00045301 2732.35650833 0.0015 200 50 0.1 +10 2726.74075822 2739.82432425 0.0015 200 50 0.1 +11 2723.69175305 2729.71318471 0.0015 200 50 0.1 +12 2720.79391707 2722.85749236 0.0015 200 50 0.1 +13 2718.684059 2724.32440547 0.0015 200 50 0.1 +14 2715.22575528 2719.101689 0.0015 200 50 0.1 +15 2713.19756198 2715.62466156 0.0015 200 50 0.1 +16 2711.3228042 2714.66934817 0.0015 200 50 0.1 +17 2709.08728117 2713.19812035 0.0015 200 50 0.1 +18 2707.04215092 2711.21885223 0.0015 200 50 0.1 +19 2705.22671942 2708.24856176 0.0015 200 50 0.1 +20 2703.9909003 2707.58265911 0.0015 200 50 0.1 +21 2702.46041745 2704.20103977 0.0015 200 50 0.1 +22 2701.29603917 2702.15482764 0.0015 200 50 0.1 +23 2699.73215556 2701.43478831 0.0015 200 50 0.1 +24 2698.04898439 2699.6246849 0.0015 200 50 0.1 +25 2697.97021915 2699.03869185 0.0015 200 50 0.1 +26 2695.6609096 2698.9645674 0.0015 200 50 0.1 +27 2694.75936472 2695.892819 0.0015 200 50 0.1 +28 2694.02885831 2701.95702892 0.0015 200 50 0.1 +29 2692.91552537 2697.75235505 0.0015 200 50 0.1 +30 2692.46253091 2696.65099841 0.0015 200 50 0.1 +31 2690.40527377 2693.52112073 0.0015 200 50 0.1 +32 2690.13508809 2693.29137507 0.0015 200 50 0.1 +33 2689.03710165 2691.70575453 0.0015 200 50 0.1 +34 2688.09809883 2694.57835234 0.0015 200 50 0.1 +35 2687.72846671 2690.704222 0.0015 200 50 0.1 +36 2686.52287566 2688.76215101 0.0015 200 50 0.1 +37 2686.35541457 2688.75325645 0.0015 200 50 0.1 +38 2685.09892457 2690.35571989 0.0015 200 50 0.1 +39 2686.0911397 2687.83290325 0.0015 200 50 0.1 +40 2684.65528166 2691.29276429 0.0015 200 50 0.1 +41 2683.77853795 2689.48312816 0.0015 200 50 0.1 +42 2682.81091969 2685.24697602 0.0015 200 50 0.1 +43 2683.2261498 2687.43432711 0.0015 200 50 0.1 +44 2682.54629719 2683.12199002 0.0015 200 50 0.1 +45 2680.97349714 2683.83888166 0.0015 200 50 0.1 +46 2680.0509247 2687.40577152 0.0015 200 50 0.1 +47 2680.53718895 2686.32030176 0.0015 200 50 0.1 +48 2679.40640907 2682.89897153 0.0015 200 50 0.1 +49 2678.60363784 2681.84499965 0.0015 200 50 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_200bs_50e_1k.tsv b/param_sweep/paramsweep_0.0015lr_200bs_50e_1k.tsv new file mode 100644 index 0000000..d27b3c6 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_200bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3027.86126666 3912.3604692 0.0015 200 50 1.0 +1 2830.38826828 2931.57051509 0.0015 200 50 1.0 +2 2792.78392704 2803.7722322 0.0015 200 50 1.0 +3 2773.51301651 2791.67509458 0.0015 200 50 1.0 +4 2760.85683026 2775.7032207 0.0015 200 50 1.0 +5 2751.91686704 2760.23936051 0.0015 200 50 1.0 +6 2745.15985858 2754.06760081 0.0015 200 50 1.0 +7 2739.20225237 2746.20568217 0.0015 200 50 1.0 +8 2735.25395843 2738.66722699 0.0015 200 50 1.0 +9 2731.37165369 2733.18258404 0.0015 200 50 1.0 +10 2727.02307369 2737.78956992 0.0015 200 50 1.0 +11 2723.83280494 2730.15354111 0.0015 200 50 1.0 +12 2720.89285788 2723.56050486 0.0015 200 50 1.0 +13 2718.69608575 2722.45213583 0.0015 200 50 1.0 +14 2715.51758227 2719.59497864 0.0015 200 50 1.0 +15 2713.45496367 2717.05757191 0.0015 200 50 1.0 +16 2711.54766874 2715.95847649 0.0015 200 50 1.0 +17 2709.29548408 2711.46195187 0.0015 200 50 1.0 +18 2707.40603154 2708.97540155 0.0015 200 50 1.0 +19 2705.2991986 2708.54948212 0.0015 200 50 1.0 +20 2704.39216452 2708.35000103 0.0015 200 50 1.0 +21 2702.62018452 2705.58734026 0.0015 200 50 1.0 +22 2701.52669982 2705.15023378 0.0015 200 50 1.0 +23 2699.98082123 2701.59700319 0.0015 200 50 1.0 +24 2698.19345137 2699.65084156 0.0015 200 50 1.0 +25 2698.23392446 2700.96121012 0.0015 200 50 1.0 +26 2695.85453893 2700.41637647 0.0015 200 50 1.0 +27 2694.87467597 2696.87327468 0.0015 200 50 1.0 +28 2694.11740926 2700.06772218 0.0015 200 50 1.0 +29 2692.9064362 2695.98588512 0.0015 200 50 1.0 +30 2692.54976272 2697.19388593 0.0015 200 50 1.0 +31 2690.48781898 2695.73754043 0.0015 200 50 1.0 +32 2689.96478363 2692.10091971 0.0015 200 50 1.0 +33 2688.9972265 2691.91665048 0.0015 200 50 1.0 +34 2687.95010617 2692.35281868 0.0015 200 50 1.0 +35 2687.68546074 2691.67888086 0.0015 200 50 1.0 +36 2686.4946841 2689.79948586 0.0015 200 50 1.0 +37 2686.54432658 2688.02409943 0.0015 200 50 1.0 +38 2685.12278471 2691.15660431 0.0015 200 50 1.0 +39 2685.94437116 2688.49400665 0.0015 200 50 1.0 +40 2684.63030615 2693.05470897 0.0015 200 50 1.0 +41 2683.94895643 2687.50351833 0.0015 200 50 1.0 +42 2682.98983246 2686.64817375 0.0015 200 50 1.0 +43 2683.20948806 2688.64115343 0.0015 200 50 1.0 +44 2682.53237954 2682.78418809 0.0015 200 50 1.0 +45 2680.94819439 2682.32352367 0.0015 200 50 1.0 +46 2680.08672652 2686.59887882 0.0015 200 50 1.0 +47 2680.72524453 2683.99492253 0.0015 200 50 1.0 +48 2679.41114599 2682.007932 0.0015 200 50 1.0 +49 2678.58520809 2681.69297659 0.0015 200 50 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_100e_0.01k.tsv new file mode 100644 index 0000000..a439724 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2880.99568624 2812.81438077 0.0015 50 100 0.01 +1 2769.81253626 2773.4559982 0.0015 50 100 0.01 +2 2747.47718775 2745.18551373 0.0015 50 100 0.01 +3 2735.52064356 2734.32138616 0.0015 50 100 0.01 +4 2727.29117386 2724.27206602 0.0015 50 100 0.01 +5 2720.63140944 2715.90633216 0.0015 50 100 0.01 +6 2715.13954326 2714.2440496 0.0015 50 100 0.01 +7 2711.25741367 2713.0042993 0.0015 50 100 0.01 +8 2708.32622694 2708.46344006 0.0015 50 100 0.01 +9 2705.59956207 2703.6169597 0.0015 50 100 0.01 +10 2702.28933566 2699.56098474 0.0015 50 100 0.01 +11 2700.70466734 2701.10081327 0.0015 50 100 0.01 +12 2698.34224345 2696.73300865 0.0015 50 100 0.01 +13 2696.40790003 2700.99683924 0.0015 50 100 0.01 +14 2695.10281415 2696.0218004 0.0015 50 100 0.01 +15 2693.50035554 2693.08299147 0.0015 50 100 0.01 +16 2692.63120661 2691.64392393 0.0015 50 100 0.01 +17 2691.62795033 2692.13405888 0.0015 50 100 0.01 +18 2690.35385622 2689.43016504 0.0015 50 100 0.01 +19 2689.05700104 2688.42960768 0.0015 50 100 0.01 +20 2687.83102294 2685.51345434 0.0015 50 100 0.01 +21 2687.9148248 2686.91678306 0.0015 50 100 0.01 +22 2686.73105837 2687.45364036 0.0015 50 100 0.01 +23 2685.56978718 2686.29610663 0.0015 50 100 0.01 +24 2685.13629676 2684.37888571 0.0015 50 100 0.01 +25 2684.23729789 2683.03016747 0.0015 50 100 0.01 +26 2683.65778243 2681.67273719 0.0015 50 100 0.01 +27 2683.41311296 2691.61234203 0.0015 50 100 0.01 +28 2683.89559003 2683.7198638 0.0015 50 100 0.01 +29 2682.6277347 2683.22090665 0.0015 50 100 0.01 +30 2681.97543691 2685.40225132 0.0015 50 100 0.01 +31 2681.56569834 2681.23386291 0.0015 50 100 0.01 +32 2680.96287312 2678.87097098 0.0015 50 100 0.01 +33 2680.76818149 2681.11155779 0.0015 50 100 0.01 +34 2680.50542961 2677.68166397 0.0015 50 100 0.01 +35 2680.25480186 2678.25886002 0.0015 50 100 0.01 +36 2680.249629 2678.50948554 0.0015 50 100 0.01 +37 2680.03560822 2679.7473574 0.0015 50 100 0.01 +38 2679.48212249 2679.73336483 0.0015 50 100 0.01 +39 2680.08353383 2676.5290574 0.0015 50 100 0.01 +40 2679.32817996 2677.51883244 0.0015 50 100 0.01 +41 2679.4132233 2679.49407854 0.0015 50 100 0.01 +42 2678.39007483 2675.03111556 0.0015 50 100 0.01 +43 2678.52257936 2677.5951775 0.0015 50 100 0.01 +44 2678.54954039 2679.49649147 0.0015 50 100 0.01 +45 2677.53254849 2674.88345529 0.0015 50 100 0.01 +46 2677.79776885 2676.75079731 0.0015 50 100 0.01 +47 2677.96965633 2678.94825246 0.0015 50 100 0.01 +48 2677.17120262 2674.89163984 0.0015 50 100 0.01 +49 2677.04491098 2673.59094635 0.0015 50 100 0.01 +50 2677.35222707 2675.56726144 0.0015 50 100 0.01 +51 2676.55719447 2674.8766609 0.0015 50 100 0.01 +52 2677.88855529 2676.86480491 0.0015 50 100 0.01 +53 2676.80695819 2678.58856936 0.0015 50 100 0.01 +54 2677.03328104 2680.15601146 0.0015 50 100 0.01 +55 2677.20590975 2674.20874864 0.0015 50 100 0.01 +56 2676.1373267 2676.95334347 0.0015 50 100 0.01 +57 2676.94185524 2677.12826299 0.0015 50 100 0.01 +58 2676.22251835 2681.12594529 0.0015 50 100 0.01 +59 2676.96318143 2674.62865231 0.0015 50 100 0.01 +60 2676.54710347 2673.54939063 0.0015 50 100 0.01 +61 2676.34277064 2674.41076543 0.0015 50 100 0.01 +62 2675.35905878 2676.37750022 0.0015 50 100 0.01 +63 2676.07925534 2672.58240516 0.0015 50 100 0.01 +64 2675.7120853 2678.98541598 0.0015 50 100 0.01 +65 2675.40852676 2672.76997005 0.0015 50 100 0.01 +66 2675.5554858 2673.12708336 0.0015 50 100 0.01 +67 2675.89093173 2675.48762352 0.0015 50 100 0.01 +68 2676.49871796 2673.45098702 0.0015 50 100 0.01 +69 2675.92860898 2677.16437433 0.0015 50 100 0.01 +70 2675.59322582 2674.8451873 0.0015 50 100 0.01 +71 2675.50864903 2675.10928911 0.0015 50 100 0.01 +72 2675.09533649 2672.75620435 0.0015 50 100 0.01 +73 2675.58531772 2674.20902685 0.0015 50 100 0.01 +74 2674.74227047 2674.88286432 0.0015 50 100 0.01 +75 2674.52459258 2671.97324676 0.0015 50 100 0.01 +76 2675.16511083 2672.76562127 0.0015 50 100 0.01 +77 2674.99897545 2672.58630534 0.0015 50 100 0.01 +78 2675.20140351 2674.29483878 0.0015 50 100 0.01 +79 2674.5273161 2673.67103148 0.0015 50 100 0.01 +80 2674.96732544 2672.47221045 0.0015 50 100 0.01 +81 2674.53221484 2675.48376908 0.0015 50 100 0.01 +82 2674.15197278 2677.21498799 0.0015 50 100 0.01 +83 2675.31443066 2676.2631948 0.0015 50 100 0.01 +84 2675.48525184 2674.17369322 0.0015 50 100 0.01 +85 2674.33311527 2673.89981132 0.0015 50 100 0.01 +86 2674.50464223 2672.56483357 0.0015 50 100 0.01 +87 2674.42853589 2673.25257118 0.0015 50 100 0.01 +88 2674.73874583 2674.38155632 0.0015 50 100 0.01 +89 2674.38455053 2673.95442459 0.0015 50 100 0.01 +90 2675.34360361 2675.20537688 0.0015 50 100 0.01 +91 2674.49471234 2673.14757997 0.0015 50 100 0.01 +92 2673.72656579 2674.32367585 0.0015 50 100 0.01 +93 2673.54854339 2671.53980379 0.0015 50 100 0.01 +94 2673.7113708 2673.49654469 0.0015 50 100 0.01 +95 2674.25973414 2671.03721347 0.0015 50 100 0.01 +96 2674.18041362 2673.58408614 0.0015 50 100 0.01 +97 2673.98207567 2671.69124053 0.0015 50 100 0.01 +98 2673.53514759 2670.97404314 0.0015 50 100 0.01 +99 2674.49178917 2672.51078747 0.0015 50 100 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_100e_0.05k.tsv new file mode 100644 index 0000000..1b9f521 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2881.68324283 2807.99639671 0.0015 50 100 0.05 +1 2769.6285386 2773.50575901 0.0015 50 100 0.05 +2 2747.3683452 2746.72205967 0.0015 50 100 0.05 +3 2735.48985376 2731.62473159 0.0015 50 100 0.05 +4 2727.23158065 2722.62241995 0.0015 50 100 0.05 +5 2720.56728861 2715.89393934 0.0015 50 100 0.05 +6 2715.05820519 2717.92629847 0.0015 50 100 0.05 +7 2711.20691586 2713.53258881 0.0015 50 100 0.05 +8 2708.44430292 2707.18249395 0.0015 50 100 0.05 +9 2705.41422644 2702.36014897 0.0015 50 100 0.05 +10 2702.26183928 2698.87780272 0.0015 50 100 0.05 +11 2700.71441375 2704.68998902 0.0015 50 100 0.05 +12 2698.32600225 2696.81234782 0.0015 50 100 0.05 +13 2696.3778178 2699.48896279 0.0015 50 100 0.05 +14 2695.08201999 2695.13392864 0.0015 50 100 0.05 +15 2693.52830236 2694.66356348 0.0015 50 100 0.05 +16 2692.47384184 2690.76581452 0.0015 50 100 0.05 +17 2691.51496351 2692.20948713 0.0015 50 100 0.05 +18 2690.29305649 2689.97037309 0.0015 50 100 0.05 +19 2689.13349632 2688.01948737 0.0015 50 100 0.05 +20 2687.75656874 2687.72221045 0.0015 50 100 0.05 +21 2688.01953001 2685.53015954 0.0015 50 100 0.05 +22 2686.68138147 2687.45122696 0.0015 50 100 0.05 +23 2685.63567159 2685.58942596 0.0015 50 100 0.05 +24 2685.27506603 2683.12524087 0.0015 50 100 0.05 +25 2684.34421074 2682.89470957 0.0015 50 100 0.05 +26 2683.71234549 2681.23200128 0.0015 50 100 0.05 +27 2683.28681803 2693.39036499 0.0015 50 100 0.05 +28 2683.94819996 2682.81904652 0.0015 50 100 0.05 +29 2682.71451617 2684.67821192 0.0015 50 100 0.05 +30 2682.01549755 2684.64890151 0.0015 50 100 0.05 +31 2681.56079618 2680.58621945 0.0015 50 100 0.05 +32 2681.09955978 2679.71089549 0.0015 50 100 0.05 +33 2680.85090926 2679.27043312 0.0015 50 100 0.05 +34 2680.61751617 2678.27027114 0.0015 50 100 0.05 +35 2680.20127562 2678.83514346 0.0015 50 100 0.05 +36 2680.32709636 2678.8317479 0.0015 50 100 0.05 +37 2680.17178199 2676.04745338 0.0015 50 100 0.05 +38 2679.50113426 2678.4109797 0.0015 50 100 0.05 +39 2680.14001933 2677.28296785 0.0015 50 100 0.05 +40 2679.28606857 2675.57949181 0.0015 50 100 0.05 +41 2679.47382837 2680.0163859 0.0015 50 100 0.05 +42 2678.61415401 2675.72706665 0.0015 50 100 0.05 +43 2678.50650688 2678.85531424 0.0015 50 100 0.05 +44 2678.59326841 2677.10302734 0.0015 50 100 0.05 +45 2677.47748924 2676.14785632 0.0015 50 100 0.05 +46 2677.84306616 2676.49249419 0.0015 50 100 0.05 +47 2678.03328021 2678.1861934 0.0015 50 100 0.05 +48 2677.17444985 2674.94743508 0.0015 50 100 0.05 +49 2677.04362051 2674.36473769 0.0015 50 100 0.05 +50 2677.56337813 2675.23369486 0.0015 50 100 0.05 +51 2676.62015765 2674.99374197 0.0015 50 100 0.05 +52 2677.96261334 2677.92502549 0.0015 50 100 0.05 +53 2676.86658686 2678.51085282 0.0015 50 100 0.05 +54 2676.99669584 2677.43382389 0.0015 50 100 0.05 +55 2677.19390518 2675.81703597 0.0015 50 100 0.05 +56 2676.07164437 2677.38329565 0.0015 50 100 0.05 +57 2676.98348058 2678.16099744 0.0015 50 100 0.05 +58 2676.26689278 2682.10319399 0.0015 50 100 0.05 +59 2676.94506138 2675.28757385 0.0015 50 100 0.05 +60 2676.65044794 2673.63348097 0.0015 50 100 0.05 +61 2676.3507054 2672.50708988 0.0015 50 100 0.05 +62 2675.56722865 2677.79692168 0.0015 50 100 0.05 +63 2676.09111957 2673.61466487 0.0015 50 100 0.05 +64 2675.80652679 2676.26951304 0.0015 50 100 0.05 +65 2675.46629962 2673.10115918 0.0015 50 100 0.05 +66 2675.56049168 2674.67865772 0.0015 50 100 0.05 +67 2675.77810823 2676.25212724 0.0015 50 100 0.05 +68 2676.52254139 2671.89749315 0.0015 50 100 0.05 +69 2675.96937035 2675.5831992 0.0015 50 100 0.05 +70 2675.58436518 2674.23476338 0.0015 50 100 0.05 +71 2675.5737937 2673.60231173 0.0015 50 100 0.05 +72 2675.1232969 2673.22640845 0.0015 50 100 0.05 +73 2675.67980105 2674.10304368 0.0015 50 100 0.05 +74 2674.66108353 2674.44881683 0.0015 50 100 0.05 +75 2674.54642184 2671.8658543 0.0015 50 100 0.05 +76 2675.23436953 2674.09975735 0.0015 50 100 0.05 +77 2675.01821098 2673.12221689 0.0015 50 100 0.05 +78 2675.19333608 2675.05483454 0.0015 50 100 0.05 +79 2674.65663311 2673.49481143 0.0015 50 100 0.05 +80 2674.90596812 2672.63474835 0.0015 50 100 0.05 +81 2674.50706644 2673.47109758 0.0015 50 100 0.05 +82 2674.16410592 2675.5101386 0.0015 50 100 0.05 +83 2675.41994885 2675.85576751 0.0015 50 100 0.05 +84 2675.39331309 2671.99595931 0.0015 50 100 0.05 +85 2674.35876142 2673.26729291 0.0015 50 100 0.05 +86 2674.51833682 2672.428042 0.0015 50 100 0.05 +87 2674.41958047 2673.32967387 0.0015 50 100 0.05 +88 2674.78873936 2674.66696325 0.0015 50 100 0.05 +89 2674.41120813 2672.21954964 0.0015 50 100 0.05 +90 2675.50605654 2673.68778849 0.0015 50 100 0.05 +91 2674.48913036 2671.46870565 0.0015 50 100 0.05 +92 2673.88903895 2673.23512003 0.0015 50 100 0.05 +93 2673.58830621 2672.25363037 0.0015 50 100 0.05 +94 2673.74949901 2672.5596338 0.0015 50 100 0.05 +95 2674.18905396 2672.41364237 0.0015 50 100 0.05 +96 2674.1627582 2674.11254556 0.0015 50 100 0.05 +97 2674.11447303 2671.08735053 0.0015 50 100 0.05 +98 2673.50243788 2672.28844491 0.0015 50 100 0.05 +99 2674.3752694 2672.03277926 0.0015 50 100 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_100e_0.1k.tsv new file mode 100644 index 0000000..60179f3 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2882.79131976 2812.61727246 0.0015 50 100 0.1 +1 2769.64575481 2774.04113606 0.0015 50 100 0.1 +2 2747.07962748 2745.10728977 0.0015 50 100 0.1 +3 2735.26464356 2734.83708398 0.0015 50 100 0.1 +4 2727.25590329 2723.09759416 0.0015 50 100 0.1 +5 2720.57602689 2714.67972905 0.0015 50 100 0.1 +6 2714.96669541 2718.50194192 0.0015 50 100 0.1 +7 2711.02078552 2714.94667465 0.0015 50 100 0.1 +8 2708.19779914 2707.12404818 0.0015 50 100 0.1 +9 2705.5684113 2701.67172936 0.0015 50 100 0.1 +10 2702.01632179 2698.97374811 0.0015 50 100 0.1 +11 2700.46573975 2705.52647549 0.0015 50 100 0.1 +12 2698.24329707 2695.71845078 0.0015 50 100 0.1 +13 2696.39003536 2702.53222143 0.0015 50 100 0.1 +14 2695.10800633 2695.55328708 0.0015 50 100 0.1 +15 2693.31800111 2692.33592069 0.0015 50 100 0.1 +16 2692.54619331 2688.7034513 0.0015 50 100 0.1 +17 2691.31652615 2691.19311663 0.0015 50 100 0.1 +18 2690.17649023 2692.56086337 0.0015 50 100 0.1 +19 2689.00960459 2690.03651513 0.0015 50 100 0.1 +20 2687.71087658 2687.52223173 0.0015 50 100 0.1 +21 2687.821018 2684.96165919 0.0015 50 100 0.1 +22 2686.48413708 2686.80877767 0.0015 50 100 0.1 +23 2685.54466248 2685.33783414 0.0015 50 100 0.1 +24 2685.18114736 2683.96430879 0.0015 50 100 0.1 +25 2684.15236053 2682.984164 0.0015 50 100 0.1 +26 2683.67702104 2683.29211122 0.0015 50 100 0.1 +27 2683.28716203 2689.37429605 0.0015 50 100 0.1 +28 2683.84895142 2684.66362603 0.0015 50 100 0.1 +29 2682.58712176 2687.61647422 0.0015 50 100 0.1 +30 2681.98385295 2684.12668751 0.0015 50 100 0.1 +31 2681.45533472 2680.44483916 0.0015 50 100 0.1 +32 2680.80366742 2680.08899976 0.0015 50 100 0.1 +33 2680.62037889 2678.79888181 0.0015 50 100 0.1 +34 2680.4072753 2677.73031657 0.0015 50 100 0.1 +35 2680.16329836 2679.49238916 0.0015 50 100 0.1 +36 2680.25314885 2678.1514078 0.0015 50 100 0.1 +37 2680.12111499 2677.25137848 0.0015 50 100 0.1 +38 2679.36426344 2679.02043079 0.0015 50 100 0.1 +39 2680.15918477 2677.73564565 0.0015 50 100 0.1 +40 2679.14946796 2677.5899936 0.0015 50 100 0.1 +41 2679.34971252 2678.25019886 0.0015 50 100 0.1 +42 2678.2910261 2679.84373086 0.0015 50 100 0.1 +43 2678.48450486 2677.82710036 0.0015 50 100 0.1 +44 2678.50221301 2677.72464065 0.0015 50 100 0.1 +45 2677.42218266 2675.97831583 0.0015 50 100 0.1 +46 2677.55992481 2675.54914182 0.0015 50 100 0.1 +47 2677.83823397 2677.13633737 0.0015 50 100 0.1 +48 2677.00965249 2675.61724678 0.0015 50 100 0.1 +49 2676.93503004 2674.00359069 0.0015 50 100 0.1 +50 2677.29905782 2676.59004961 0.0015 50 100 0.1 +51 2676.65792083 2673.86701105 0.0015 50 100 0.1 +52 2677.89551422 2677.13053214 0.0015 50 100 0.1 +53 2676.78849926 2676.99027545 0.0015 50 100 0.1 +54 2676.9520912 2677.43642541 0.0015 50 100 0.1 +55 2677.1154684 2674.22351611 0.0015 50 100 0.1 +56 2676.06608412 2674.78834362 0.0015 50 100 0.1 +57 2676.83384307 2679.80828052 0.0015 50 100 0.1 +58 2676.18090903 2679.70414404 0.0015 50 100 0.1 +59 2676.73243661 2673.42157251 0.0015 50 100 0.1 +60 2676.48649269 2673.69097865 0.0015 50 100 0.1 +61 2676.2764886 2673.02362096 0.0015 50 100 0.1 +62 2675.3533224 2678.43404842 0.0015 50 100 0.1 +63 2676.11781 2672.18745752 0.0015 50 100 0.1 +64 2675.80543346 2675.85215488 0.0015 50 100 0.1 +65 2675.33921367 2672.73062933 0.0015 50 100 0.1 +66 2675.49020976 2674.23115309 0.0015 50 100 0.1 +67 2675.73627602 2675.70827809 0.0015 50 100 0.1 +68 2676.33263028 2673.8946811 0.0015 50 100 0.1 +69 2675.78709101 2675.54132278 0.0015 50 100 0.1 +70 2675.56600364 2675.40436503 0.0015 50 100 0.1 +71 2675.36098576 2673.60675527 0.0015 50 100 0.1 +72 2674.93620483 2674.90880671 0.0015 50 100 0.1 +73 2675.61145744 2672.54469221 0.0015 50 100 0.1 +74 2674.5442531 2675.07851992 0.0015 50 100 0.1 +75 2674.57936689 2673.61485439 0.0015 50 100 0.1 +76 2675.11112885 2673.22738268 0.0015 50 100 0.1 +77 2674.94643202 2673.44463143 0.0015 50 100 0.1 +78 2675.16975443 2674.4461887 0.0015 50 100 0.1 +79 2674.55946299 2672.84958183 0.0015 50 100 0.1 +80 2674.89209259 2670.99375037 0.0015 50 100 0.1 +81 2674.36403416 2675.18304245 0.0015 50 100 0.1 +82 2674.01201256 2677.50583417 0.0015 50 100 0.1 +83 2675.22171548 2676.61641493 0.0015 50 100 0.1 +84 2675.25508771 2672.18811479 0.0015 50 100 0.1 +85 2674.27056749 2672.13543363 0.0015 50 100 0.1 +86 2674.71384851 2672.89603064 0.0015 50 100 0.1 +87 2674.32427991 2672.94398116 0.0015 50 100 0.1 +88 2674.71626445 2675.74823687 0.0015 50 100 0.1 +89 2674.4378039 2673.63941317 0.0015 50 100 0.1 +90 2675.44802943 2673.84840781 0.0015 50 100 0.1 +91 2674.35378313 2674.02788151 0.0015 50 100 0.1 +92 2673.78276908 2674.38314113 0.0015 50 100 0.1 +93 2673.51494126 2671.42840938 0.0015 50 100 0.1 +94 2673.67451485 2673.24999767 0.0015 50 100 0.1 +95 2674.30675236 2673.87253479 0.0015 50 100 0.1 +96 2674.16192128 2671.96603644 0.0015 50 100 0.1 +97 2674.08009981 2672.19950724 0.0015 50 100 0.1 +98 2673.42768543 2670.91674151 0.0015 50 100 0.1 +99 2674.52649946 2671.65100401 0.0015 50 100 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_100e_1k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_100e_1k.tsv new file mode 100644 index 0000000..d70e539 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2880.94155557 2812.24724537 0.0015 50 100 1.0 +1 2769.71896071 2774.38604235 0.0015 50 100 1.0 +2 2747.39982702 2745.0767904 0.0015 50 100 1.0 +3 2735.53453831 2734.83242197 0.0015 50 100 1.0 +4 2727.40570694 2723.14967034 0.0015 50 100 1.0 +5 2720.61275692 2715.29694876 0.0015 50 100 1.0 +6 2715.11245221 2713.54361248 0.0015 50 100 1.0 +7 2711.28588548 2711.66623269 0.0015 50 100 1.0 +8 2708.42800264 2708.66297297 0.0015 50 100 1.0 +9 2705.6977467 2701.4677445 0.0015 50 100 1.0 +10 2702.47228053 2698.94150708 0.0015 50 100 1.0 +11 2700.84007132 2703.39427964 0.0015 50 100 1.0 +12 2698.50966592 2695.8359431 0.0015 50 100 1.0 +13 2696.50242714 2701.96142391 0.0015 50 100 1.0 +14 2695.12626485 2694.25610165 0.0015 50 100 1.0 +15 2693.59179874 2693.37833254 0.0015 50 100 1.0 +16 2692.68316969 2689.562711 0.0015 50 100 1.0 +17 2691.65899624 2691.40857751 0.0015 50 100 1.0 +18 2690.45056327 2689.60716373 0.0015 50 100 1.0 +19 2689.13600474 2689.31902738 0.0015 50 100 1.0 +20 2687.86114164 2685.93055203 0.0015 50 100 1.0 +21 2688.04725287 2684.71287149 0.0015 50 100 1.0 +22 2686.77637004 2687.15048352 0.0015 50 100 1.0 +23 2685.76632262 2687.94599077 0.0015 50 100 1.0 +24 2685.37302654 2684.50643215 0.0015 50 100 1.0 +25 2684.5003857 2682.63485338 0.0015 50 100 1.0 +26 2683.89633179 2681.68191744 0.0015 50 100 1.0 +27 2683.49332866 2690.42851348 0.0015 50 100 1.0 +28 2683.92054925 2687.17380899 0.0015 50 100 1.0 +29 2682.80617623 2686.58640104 0.0015 50 100 1.0 +30 2682.06942729 2685.42527196 0.0015 50 100 1.0 +31 2681.6999207 2680.60340312 0.0015 50 100 1.0 +32 2681.14210981 2679.48113909 0.0015 50 100 1.0 +33 2680.86150434 2680.67289171 0.0015 50 100 1.0 +34 2680.59386293 2677.4140471 0.0015 50 100 1.0 +35 2680.43738954 2677.98938805 0.0015 50 100 1.0 +36 2680.38933754 2678.67727083 0.0015 50 100 1.0 +37 2680.26354818 2676.67748883 0.0015 50 100 1.0 +38 2679.6210902 2678.73472044 0.0015 50 100 1.0 +39 2680.27243609 2676.13384181 0.0015 50 100 1.0 +40 2679.40238307 2676.58407494 0.0015 50 100 1.0 +41 2679.48294706 2678.5942042 0.0015 50 100 1.0 +42 2678.59289407 2676.12768741 0.0015 50 100 1.0 +43 2678.63995776 2678.37370881 0.0015 50 100 1.0 +44 2678.75532734 2679.90885246 0.0015 50 100 1.0 +45 2677.66387669 2675.50270795 0.0015 50 100 1.0 +46 2677.77323079 2676.68605289 0.0015 50 100 1.0 +47 2678.03024786 2679.94103747 0.0015 50 100 1.0 +48 2677.22758572 2675.91942612 0.0015 50 100 1.0 +49 2677.15185739 2675.18053242 0.0015 50 100 1.0 +50 2677.51724456 2676.07825991 0.0015 50 100 1.0 +51 2676.76318818 2674.35005984 0.0015 50 100 1.0 +52 2678.0309164 2675.47368603 0.0015 50 100 1.0 +53 2676.9203208 2681.19862077 0.0015 50 100 1.0 +54 2677.10207316 2680.49721782 0.0015 50 100 1.0 +55 2677.28946213 2674.75536596 0.0015 50 100 1.0 +56 2676.13966397 2675.55154495 0.0015 50 100 1.0 +57 2676.8916351 2675.75955229 0.0015 50 100 1.0 +58 2676.25815808 2681.50898419 0.0015 50 100 1.0 +59 2677.00002228 2673.67428513 0.0015 50 100 1.0 +60 2676.72424471 2674.45908754 0.0015 50 100 1.0 +61 2676.42778337 2673.82512436 0.0015 50 100 1.0 +62 2675.51069472 2677.94347374 0.0015 50 100 1.0 +63 2676.17591879 2671.84315202 0.0015 50 100 1.0 +64 2675.81062538 2675.23805485 0.0015 50 100 1.0 +65 2675.51493825 2673.97958695 0.0015 50 100 1.0 +66 2675.74092592 2673.39398742 0.0015 50 100 1.0 +67 2675.74346871 2676.12315984 0.0015 50 100 1.0 +68 2676.52444067 2672.71242335 0.0015 50 100 1.0 +69 2676.10916048 2677.32459173 0.0015 50 100 1.0 +70 2675.64935316 2674.44985828 0.0015 50 100 1.0 +71 2675.63900373 2675.45808344 0.0015 50 100 1.0 +72 2675.2162505 2673.90361907 0.0015 50 100 1.0 +73 2675.68734495 2673.94296305 0.0015 50 100 1.0 +74 2674.79119285 2674.62473905 0.0015 50 100 1.0 +75 2674.69709792 2671.04637411 0.0015 50 100 1.0 +76 2675.22679209 2672.73820423 0.0015 50 100 1.0 +77 2675.16174655 2673.41082472 0.0015 50 100 1.0 +78 2675.18870981 2673.33959681 0.0015 50 100 1.0 +79 2674.58548164 2673.67299207 0.0015 50 100 1.0 +80 2674.96672275 2672.54651556 0.0015 50 100 1.0 +81 2674.58833891 2674.03261868 0.0015 50 100 1.0 +82 2674.24710764 2674.12613854 0.0015 50 100 1.0 +83 2675.39760234 2674.55923561 0.0015 50 100 1.0 +84 2675.56951578 2673.05036906 0.0015 50 100 1.0 +85 2674.51872211 2675.20573306 0.0015 50 100 1.0 +86 2674.56129665 2673.09481946 0.0015 50 100 1.0 +87 2674.39139755 2675.33380092 0.0015 50 100 1.0 +88 2674.80682254 2673.14740212 0.0015 50 100 1.0 +89 2674.50088791 2672.14699693 0.0015 50 100 1.0 +90 2675.49207011 2674.1449243 0.0015 50 100 1.0 +91 2674.53428071 2672.37136777 0.0015 50 100 1.0 +92 2673.88971416 2673.99968024 0.0015 50 100 1.0 +93 2673.57140967 2672.25825083 0.0015 50 100 1.0 +94 2673.75660189 2672.85673427 0.0015 50 100 1.0 +95 2674.29302257 2671.83830422 0.0015 50 100 1.0 +96 2674.27343255 2672.52391318 0.0015 50 100 1.0 +97 2674.15147106 2671.19641884 0.0015 50 100 1.0 +98 2673.59784901 2670.05723114 0.0015 50 100 1.0 +99 2674.51493265 2671.50143263 0.0015 50 100 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_10e_0.01k.tsv new file mode 100644 index 0000000..5f85144 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2881.49214644 2812.12992296 0.0015 50 10 0.01 +1 2769.4726922 2773.61471062 0.0015 50 10 0.01 +2 2747.18881841 2746.45210362 0.0015 50 10 0.01 +3 2735.37665851 2730.44075319 0.0015 50 10 0.01 +4 2727.2123949 2724.66864702 0.0015 50 10 0.01 +5 2720.49244821 2714.58680296 0.0015 50 10 0.01 +6 2715.08959567 2717.24438897 0.0015 50 10 0.01 +7 2711.27205119 2713.3764205 0.0015 50 10 0.01 +8 2708.41822127 2709.56659764 0.0015 50 10 0.01 +9 2705.54167249 2702.05616495 0.0015 50 10 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_10e_0.05k.tsv new file mode 100644 index 0000000..7452dcb --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2881.2867342 2811.19271611 0.0015 50 10 0.05 +1 2769.65957099 2772.18393405 0.0015 50 10 0.05 +2 2747.36843043 2744.71310489 0.0015 50 10 0.05 +3 2735.56910132 2732.72621426 0.0015 50 10 0.05 +4 2727.23311202 2723.66488642 0.0015 50 10 0.05 +5 2720.56944272 2716.08017149 0.0015 50 10 0.05 +6 2715.0381825 2715.50977683 0.0015 50 10 0.05 +7 2711.25654503 2715.04378987 0.0015 50 10 0.05 +8 2708.35185997 2708.52736476 0.0015 50 10 0.05 +9 2705.54059123 2701.38983563 0.0015 50 10 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_10e_0.1k.tsv new file mode 100644 index 0000000..e8aae38 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2882.37008391 2812.49764169 0.0015 50 10 0.1 +1 2769.63299188 2772.55618035 0.0015 50 10 0.1 +2 2747.34694274 2749.31940736 0.0015 50 10 0.1 +3 2735.60848756 2733.96570641 0.0015 50 10 0.1 +4 2727.44800126 2722.68202621 0.0015 50 10 0.1 +5 2720.53842244 2714.05075184 0.0015 50 10 0.1 +6 2715.05743623 2717.38827696 0.0015 50 10 0.1 +7 2711.10899643 2712.095297 0.0015 50 10 0.1 +8 2708.15004899 2707.92125928 0.0015 50 10 0.1 +9 2705.46629246 2701.78683209 0.0015 50 10 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_10e_1k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_10e_1k.tsv new file mode 100644 index 0000000..9f38b8c --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2880.99701621 2813.60976525 0.0015 50 10 1.0 +1 2769.83417807 2775.6855268 0.0015 50 10 1.0 +2 2747.51278671 2743.14585278 0.0015 50 10 1.0 +3 2735.56152777 2733.50413219 0.0015 50 10 1.0 +4 2727.30613787 2724.36216278 0.0015 50 10 1.0 +5 2720.57807816 2715.51537012 0.0015 50 10 1.0 +6 2715.06311441 2714.42151836 0.0015 50 10 1.0 +7 2711.24468615 2713.11038891 0.0015 50 10 1.0 +8 2708.32706497 2709.6260844 0.0015 50 10 1.0 +9 2705.52676599 2701.5526947 0.0015 50 10 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_25e_0.01k.tsv new file mode 100644 index 0000000..80b6930 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2881.17381601 2813.38183454 0.0015 50 25 0.01 +1 2769.67412964 2773.15013295 0.0015 50 25 0.01 +2 2747.38192049 2745.17820165 0.0015 50 25 0.01 +3 2735.58301847 2734.01999899 0.0015 50 25 0.01 +4 2727.43234581 2722.86119695 0.0015 50 25 0.01 +5 2720.61946942 2716.08281082 0.0015 50 25 0.01 +6 2715.12342827 2714.84673944 0.0015 50 25 0.01 +7 2711.340766 2712.25299831 0.0015 50 25 0.01 +8 2708.4726742 2705.84793027 0.0015 50 25 0.01 +9 2705.73043423 2702.33314599 0.0015 50 25 0.01 +10 2702.42454924 2699.18513888 0.0015 50 25 0.01 +11 2700.83856845 2704.7447134 0.0015 50 25 0.01 +12 2698.47601016 2695.52978936 0.0015 50 25 0.01 +13 2696.53935522 2702.65295854 0.0015 50 25 0.01 +14 2695.19809528 2694.52659639 0.0015 50 25 0.01 +15 2693.5095386 2693.35922095 0.0015 50 25 0.01 +16 2692.7019488 2690.7779646 0.0015 50 25 0.01 +17 2691.62543988 2691.56363481 0.0015 50 25 0.01 +18 2690.33179632 2688.31568223 0.0015 50 25 0.01 +19 2689.11528607 2688.97895909 0.0015 50 25 0.01 +20 2687.80330934 2686.63092566 0.0015 50 25 0.01 +21 2687.90383858 2685.22303763 0.0015 50 25 0.01 +22 2686.73120812 2685.80698606 0.0015 50 25 0.01 +23 2685.6916472 2687.74336619 0.0015 50 25 0.01 +24 2685.28411679 2683.04880012 0.0015 50 25 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_25e_0.05k.tsv new file mode 100644 index 0000000..711ae93 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2882.2456708 2812.47321549 0.0015 50 25 0.05 +1 2769.67070223 2774.04578827 0.0015 50 25 0.05 +2 2747.39940055 2747.9060222 0.0015 50 25 0.05 +3 2735.63614114 2733.76797585 0.0015 50 25 0.05 +4 2727.44527432 2722.50786198 0.0015 50 25 0.05 +5 2720.58144112 2714.48675946 0.0015 50 25 0.05 +6 2715.03123698 2715.56511506 0.0015 50 25 0.05 +7 2711.10115353 2711.32824917 0.0015 50 25 0.05 +8 2708.10625525 2706.92974538 0.0015 50 25 0.05 +9 2705.51487873 2701.47385408 0.0015 50 25 0.05 +10 2702.07260591 2699.31513607 0.0015 50 25 0.05 +11 2700.4534878 2701.84112654 0.0015 50 25 0.05 +12 2698.30208459 2695.76328022 0.0015 50 25 0.05 +13 2696.28642997 2698.81889947 0.0015 50 25 0.05 +14 2695.06099669 2694.82864689 0.0015 50 25 0.05 +15 2693.38547712 2691.86175012 0.0015 50 25 0.05 +16 2692.5427284 2689.57633853 0.0015 50 25 0.05 +17 2691.43303656 2691.60969336 0.0015 50 25 0.05 +18 2690.1855717 2691.3459482 0.0015 50 25 0.05 +19 2688.93844829 2688.50916438 0.0015 50 25 0.05 +20 2687.78911481 2685.60642151 0.0015 50 25 0.05 +21 2687.98318456 2686.24074693 0.0015 50 25 0.05 +22 2686.5659383 2686.44188986 0.0015 50 25 0.05 +23 2685.53212173 2684.5339911 0.0015 50 25 0.05 +24 2685.18005157 2683.54383935 0.0015 50 25 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_25e_0.1k.tsv new file mode 100644 index 0000000..1deb066 --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2881.51753785 2810.58692807 0.0015 50 25 0.1 +1 2769.90633035 2773.49637897 0.0015 50 25 0.1 +2 2747.52114819 2743.97852963 0.0015 50 25 0.1 +3 2735.68636336 2733.51936553 0.0015 50 25 0.1 +4 2727.41609624 2722.53330629 0.0015 50 25 0.1 +5 2720.6608021 2716.58426306 0.0015 50 25 0.1 +6 2715.12689342 2715.34822389 0.0015 50 25 0.1 +7 2711.35514057 2712.40269432 0.0015 50 25 0.1 +8 2708.42050825 2707.49826254 0.0015 50 25 0.1 +9 2705.55868899 2701.99719962 0.0015 50 25 0.1 +10 2702.34081637 2701.45403994 0.0015 50 25 0.1 +11 2700.75844592 2705.64234612 0.0015 50 25 0.1 +12 2698.40330742 2695.61609564 0.0015 50 25 0.1 +13 2696.48386148 2698.88864153 0.0015 50 25 0.1 +14 2695.01311808 2694.60251759 0.0015 50 25 0.1 +15 2693.43459651 2694.09684914 0.0015 50 25 0.1 +16 2692.44907504 2689.94872487 0.0015 50 25 0.1 +17 2691.44976847 2690.93969913 0.0015 50 25 0.1 +18 2690.22120855 2690.09210637 0.0015 50 25 0.1 +19 2688.93337303 2688.3241744 0.0015 50 25 0.1 +20 2687.73997911 2685.73474891 0.0015 50 25 0.1 +21 2687.89684178 2685.39606331 0.0015 50 25 0.1 +22 2686.67245707 2685.7034681 0.0015 50 25 0.1 +23 2685.60350574 2686.6237751 0.0015 50 25 0.1 +24 2685.23140413 2683.7889626 0.0015 50 25 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_25e_1k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_25e_1k.tsv new file mode 100644 index 0000000..894abbd --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2881.06259428 2812.36116241 0.0015 50 25 1.0 +1 2769.76044913 2773.69546561 0.0015 50 25 1.0 +2 2747.4558668 2744.32619755 0.0015 50 25 1.0 +3 2735.61953273 2733.25898045 0.0015 50 25 1.0 +4 2727.37777306 2724.53989949 0.0015 50 25 1.0 +5 2720.62392239 2715.51061895 0.0015 50 25 1.0 +6 2715.19476493 2713.77440099 0.0015 50 25 1.0 +7 2711.30897367 2711.77858406 0.0015 50 25 1.0 +8 2708.41398715 2708.49916535 0.0015 50 25 1.0 +9 2705.67430463 2701.6306157 0.0015 50 25 1.0 +10 2702.42285714 2698.30629939 0.0015 50 25 1.0 +11 2700.78431077 2702.61758942 0.0015 50 25 1.0 +12 2698.46328624 2695.50509894 0.0015 50 25 1.0 +13 2696.43537497 2702.7599178 0.0015 50 25 1.0 +14 2695.07781861 2695.00150172 0.0015 50 25 1.0 +15 2693.57361274 2693.2758677 0.0015 50 25 1.0 +16 2692.60673399 2691.14478706 0.0015 50 25 1.0 +17 2691.5761754 2692.31298035 0.0015 50 25 1.0 +18 2690.29302189 2689.59271929 0.0015 50 25 1.0 +19 2689.12300411 2689.50836427 0.0015 50 25 1.0 +20 2687.72098448 2687.19214241 0.0015 50 25 1.0 +21 2688.04612873 2685.54551472 0.0015 50 25 1.0 +22 2686.78120046 2688.1284063 0.0015 50 25 1.0 +23 2685.71291874 2686.97062097 0.0015 50 25 1.0 +24 2685.25055559 2683.76985241 0.0015 50 25 1.0 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_50e_0.01k.tsv new file mode 100644 index 0000000..8adcb8c --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2881.77701591 2807.72657044 0.0015 50 50 0.01 +1 2769.6430248 2774.94547402 0.0015 50 50 0.01 +2 2747.439838 2745.34279211 0.0015 50 50 0.01 +3 2735.54915908 2734.07588899 0.0015 50 50 0.01 +4 2727.27942409 2724.39097931 0.0015 50 50 0.01 +5 2720.66298056 2716.04378053 0.0015 50 50 0.01 +6 2715.12927071 2715.58151123 0.0015 50 50 0.01 +7 2711.23822473 2712.25269115 0.0015 50 50 0.01 +8 2708.4713573 2707.89165618 0.0015 50 50 0.01 +9 2705.50777264 2702.55088161 0.0015 50 50 0.01 +10 2702.39999434 2700.03226437 0.0015 50 50 0.01 +11 2700.80630374 2702.6299547 0.0015 50 50 0.01 +12 2698.45940424 2698.08450253 0.0015 50 50 0.01 +13 2696.48905984 2698.50439033 0.0015 50 50 0.01 +14 2695.18700775 2696.38721543 0.0015 50 50 0.01 +15 2693.59296817 2693.65509092 0.0015 50 50 0.01 +16 2692.50416803 2691.48262587 0.0015 50 50 0.01 +17 2691.61413767 2692.71341578 0.0015 50 50 0.01 +18 2690.28903265 2689.0076972 0.0015 50 50 0.01 +19 2689.06924246 2686.65229053 0.0015 50 50 0.01 +20 2687.83563845 2685.31171343 0.0015 50 50 0.01 +21 2688.02639696 2684.80412733 0.0015 50 50 0.01 +22 2686.69749768 2685.92339353 0.0015 50 50 0.01 +23 2685.5687645 2685.59826217 0.0015 50 50 0.01 +24 2685.3374233 2683.60613348 0.0015 50 50 0.01 +25 2684.28047388 2681.43773294 0.0015 50 50 0.01 +26 2683.70897307 2682.04221999 0.0015 50 50 0.01 +27 2683.31207472 2692.1524007 0.0015 50 50 0.01 +28 2683.87613387 2684.17948397 0.0015 50 50 0.01 +29 2682.63891467 2683.89120804 0.0015 50 50 0.01 +30 2681.98510981 2685.36446834 0.0015 50 50 0.01 +31 2681.5825153 2680.10704096 0.0015 50 50 0.01 +32 2680.96007498 2678.44664524 0.0015 50 50 0.01 +33 2680.87739773 2681.2029168 0.0015 50 50 0.01 +34 2680.47839938 2678.26590835 0.0015 50 50 0.01 +35 2680.1292364 2678.89744227 0.0015 50 50 0.01 +36 2680.30853677 2677.19236414 0.0015 50 50 0.01 +37 2680.04531567 2675.73474751 0.0015 50 50 0.01 +38 2679.38365601 2678.13262904 0.0015 50 50 0.01 +39 2680.04182274 2677.40475388 0.0015 50 50 0.01 +40 2679.24972668 2677.14030804 0.0015 50 50 0.01 +41 2679.35012982 2676.83739674 0.0015 50 50 0.01 +42 2678.47930889 2676.29148757 0.0015 50 50 0.01 +43 2678.3643759 2677.33622692 0.0015 50 50 0.01 +44 2678.47993557 2678.03887858 0.0015 50 50 0.01 +45 2677.43435846 2675.32717131 0.0015 50 50 0.01 +46 2677.75216329 2678.0128587 0.0015 50 50 0.01 +47 2677.85788308 2679.52339922 0.0015 50 50 0.01 +48 2677.09493587 2675.70859132 0.0015 50 50 0.01 +49 2676.9456663 2674.20842374 0.0015 50 50 0.01 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_50e_0.05k.tsv new file mode 100644 index 0000000..016d8cc --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2882.56739796 2812.44316285 0.0015 50 50 0.05 +1 2769.5584317 2773.16514549 0.0015 50 50 0.05 +2 2747.13437528 2746.29921371 0.0015 50 50 0.05 +3 2735.26656904 2733.33453334 0.0015 50 50 0.05 +4 2727.20988007 2726.28196935 0.0015 50 50 0.05 +5 2720.52420688 2714.86553407 0.0015 50 50 0.05 +6 2714.90674578 2715.11248021 0.0015 50 50 0.05 +7 2711.05841435 2712.41941492 0.0015 50 50 0.05 +8 2708.24376281 2707.20937183 0.0015 50 50 0.05 +9 2705.47912168 2701.87986834 0.0015 50 50 0.05 +10 2702.08599236 2698.37813228 0.0015 50 50 0.05 +11 2700.50981763 2703.98901927 0.0015 50 50 0.05 +12 2698.26673441 2696.50939871 0.0015 50 50 0.05 +13 2696.44378569 2702.06855964 0.0015 50 50 0.05 +14 2695.17102153 2695.72156065 0.0015 50 50 0.05 +15 2693.39649885 2693.05765547 0.0015 50 50 0.05 +16 2692.63967318 2688.89515537 0.0015 50 50 0.05 +17 2691.40139367 2690.87014706 0.0015 50 50 0.05 +18 2690.28372665 2691.44823799 0.0015 50 50 0.05 +19 2689.05127521 2689.98002248 0.0015 50 50 0.05 +20 2687.83671292 2686.70964071 0.0015 50 50 0.05 +21 2687.99729256 2684.22577733 0.0015 50 50 0.05 +22 2686.60320356 2686.14904295 0.0015 50 50 0.05 +23 2685.55519197 2684.92482803 0.0015 50 50 0.05 +24 2685.23872155 2683.83983161 0.0015 50 50 0.05 +25 2684.23958508 2683.64034538 0.0015 50 50 0.05 +26 2683.82838265 2683.52191851 0.0015 50 50 0.05 +27 2683.3336134 2687.39415547 0.0015 50 50 0.05 +28 2683.92006504 2684.36064098 0.0015 50 50 0.05 +29 2682.48737684 2686.80620369 0.0015 50 50 0.05 +30 2681.94429555 2685.57087687 0.0015 50 50 0.05 +31 2681.49614811 2682.03493778 0.0015 50 50 0.05 +32 2680.80277836 2679.07963699 0.0015 50 50 0.05 +33 2680.75564695 2681.45331919 0.0015 50 50 0.05 +34 2680.46052903 2676.97187061 0.0015 50 50 0.05 +35 2680.20426455 2678.90214582 0.0015 50 50 0.05 +36 2680.3364311 2678.508818 0.0015 50 50 0.05 +37 2680.2323955 2675.92198703 0.0015 50 50 0.05 +38 2679.38472643 2678.42093205 0.0015 50 50 0.05 +39 2680.14284701 2678.40756547 0.0015 50 50 0.05 +40 2679.19769503 2677.65096713 0.0015 50 50 0.05 +41 2679.37683454 2677.9043739 0.0015 50 50 0.05 +42 2678.33302724 2675.75822796 0.0015 50 50 0.05 +43 2678.38079194 2677.25326392 0.0015 50 50 0.05 +44 2678.5361962 2679.82814647 0.0015 50 50 0.05 +45 2677.47340859 2675.5525822 0.0015 50 50 0.05 +46 2677.60199486 2674.54261584 0.0015 50 50 0.05 +47 2677.8495782 2677.23204563 0.0015 50 50 0.05 +48 2677.01221048 2674.69858763 0.0015 50 50 0.05 +49 2676.85427222 2674.27228402 0.0015 50 50 0.05 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_50e_0.1k.tsv new file mode 100644 index 0000000..9b1d21e --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2880.96161857 2812.17342574 0.0015 50 50 0.1 +1 2769.69424565 2771.80397515 0.0015 50 50 0.1 +2 2747.38123626 2745.40928239 0.0015 50 50 0.1 +3 2735.49671898 2734.38866627 0.0015 50 50 0.1 +4 2727.39099654 2724.15574258 0.0015 50 50 0.1 +5 2720.62523965 2715.11112273 0.0015 50 50 0.1 +6 2715.10499753 2713.98506541 0.0015 50 50 0.1 +7 2711.28392045 2711.80352048 0.0015 50 50 0.1 +8 2708.44111081 2706.85790035 0.0015 50 50 0.1 +9 2705.70525442 2701.53998398 0.0015 50 50 0.1 +10 2702.39898097 2699.37869479 0.0015 50 50 0.1 +11 2700.81220526 2702.24447579 0.0015 50 50 0.1 +12 2698.54925986 2695.79842434 0.0015 50 50 0.1 +13 2696.51808129 2699.67959601 0.0015 50 50 0.1 +14 2695.08543296 2694.13926472 0.0015 50 50 0.1 +15 2693.53858221 2693.1397558 0.0015 50 50 0.1 +16 2692.6336259 2689.40444439 0.0015 50 50 0.1 +17 2691.59926898 2691.60575724 0.0015 50 50 0.1 +18 2690.37765435 2688.73397308 0.0015 50 50 0.1 +19 2689.12281404 2688.39395101 0.0015 50 50 0.1 +20 2687.78487852 2685.89856027 0.0015 50 50 0.1 +21 2688.00855185 2684.9354017 0.0015 50 50 0.1 +22 2686.75257721 2687.66980751 0.0015 50 50 0.1 +23 2685.69382761 2687.42447746 0.0015 50 50 0.1 +24 2685.23830854 2683.58046137 0.0015 50 50 0.1 +25 2684.41952912 2683.34330933 0.0015 50 50 0.1 +26 2683.86782479 2680.99380546 0.0015 50 50 0.1 +27 2683.38847805 2693.14991541 0.0015 50 50 0.1 +28 2683.90778072 2686.43890229 0.0015 50 50 0.1 +29 2682.71168185 2685.94148467 0.0015 50 50 0.1 +30 2682.08037199 2685.65815598 0.0015 50 50 0.1 +31 2681.68205473 2682.50514142 0.0015 50 50 0.1 +32 2681.07314931 2679.89260753 0.0015 50 50 0.1 +33 2680.83767307 2680.96128621 0.0015 50 50 0.1 +34 2680.56084572 2678.15653055 0.0015 50 50 0.1 +35 2680.31867419 2679.51845712 0.0015 50 50 0.1 +36 2680.33353964 2679.19910251 0.0015 50 50 0.1 +37 2680.15307682 2676.96419722 0.0015 50 50 0.1 +38 2679.57368703 2677.37184344 0.0015 50 50 0.1 +39 2680.25361169 2675.78151748 0.0015 50 50 0.1 +40 2679.3419574 2676.60124554 0.0015 50 50 0.1 +41 2679.386986 2680.0067155 0.0015 50 50 0.1 +42 2678.51809473 2676.72891381 0.0015 50 50 0.1 +43 2678.57241341 2677.86933808 0.0015 50 50 0.1 +44 2678.59497407 2679.48483994 0.0015 50 50 0.1 +45 2677.5529871 2675.84618814 0.0015 50 50 0.1 +46 2677.74129754 2676.71694625 0.0015 50 50 0.1 +47 2677.98927701 2679.00578002 0.0015 50 50 0.1 +48 2677.15479405 2677.02737923 0.0015 50 50 0.1 +49 2677.07945868 2675.22317861 0.0015 50 50 0.1 diff --git a/param_sweep/paramsweep_0.0015lr_50bs_50e_1k.tsv b/param_sweep/paramsweep_0.0015lr_50bs_50e_1k.tsv new file mode 100644 index 0000000..22c2fbe --- /dev/null +++ b/param_sweep/paramsweep_0.0015lr_50bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2880.94813925 2814.04129057 0.0015 50 50 1.0 +1 2769.6996592 2771.92553711 0.0015 50 50 1.0 +2 2747.35379621 2743.8291291 0.0015 50 50 1.0 +3 2735.53333374 2734.55094277 0.0015 50 50 1.0 +4 2727.34144551 2724.16388044 0.0015 50 50 1.0 +5 2720.560191 2715.15968477 0.0015 50 50 1.0 +6 2715.05130434 2713.84723659 0.0015 50 50 1.0 +7 2711.24077043 2710.67584987 0.0015 50 50 1.0 +8 2708.36913845 2706.94390881 0.0015 50 50 1.0 +9 2705.64609437 2702.28105908 0.0015 50 50 1.0 +10 2702.35470736 2699.73181642 0.0015 50 50 1.0 +11 2700.72482706 2702.87053311 0.0015 50 50 1.0 +12 2698.41900543 2696.12232846 0.0015 50 50 1.0 +13 2696.45019412 2701.93393872 0.0015 50 50 1.0 +14 2695.08975572 2693.90325683 0.0015 50 50 1.0 +15 2693.48061213 2693.26011526 0.0015 50 50 1.0 +16 2692.65009033 2690.59018545 0.0015 50 50 1.0 +17 2691.58049931 2690.93358161 0.0015 50 50 1.0 +18 2690.35732044 2689.48675899 0.0015 50 50 1.0 +19 2689.10536685 2688.36246387 0.0015 50 50 1.0 +20 2687.79037906 2687.04365823 0.0015 50 50 1.0 +21 2687.96846631 2684.3765428 0.0015 50 50 1.0 +22 2686.76173068 2686.45739909 0.0015 50 50 1.0 +23 2685.64170814 2687.3798408 0.0015 50 50 1.0 +24 2685.23712674 2685.06969771 0.0015 50 50 1.0 +25 2684.38734465 2683.1164182 0.0015 50 50 1.0 +26 2683.86842633 2681.55525701 0.0015 50 50 1.0 +27 2683.40729553 2691.82419074 0.0015 50 50 1.0 +28 2683.98715846 2685.94829587 0.0015 50 50 1.0 +29 2682.68873378 2686.70918464 0.0015 50 50 1.0 +30 2682.06072791 2688.07149399 0.0015 50 50 1.0 +31 2681.67805132 2680.91519031 0.0015 50 50 1.0 +32 2681.0341323 2678.51573003 0.0015 50 50 1.0 +33 2680.90466102 2681.25604236 0.0015 50 50 1.0 +34 2680.50504533 2678.22626421 0.0015 50 50 1.0 +35 2680.24490539 2679.23386525 0.0015 50 50 1.0 +36 2680.3243876 2679.66146051 0.0015 50 50 1.0 +37 2680.22035226 2677.02062685 0.0015 50 50 1.0 +38 2679.57207035 2679.4097744 0.0015 50 50 1.0 +39 2680.24022444 2676.03409286 0.0015 50 50 1.0 +40 2679.38002033 2677.21207091 0.0015 50 50 1.0 +41 2679.37480833 2679.62189012 0.0015 50 50 1.0 +42 2678.49034637 2676.36276543 0.0015 50 50 1.0 +43 2678.57303454 2678.12108208 0.0015 50 50 1.0 +44 2678.59287215 2678.55108561 0.0015 50 50 1.0 +45 2677.56153532 2675.0537072 0.0015 50 50 1.0 +46 2677.79405111 2677.83857357 0.0015 50 50 1.0 +47 2678.00188076 2681.22977974 0.0015 50 50 1.0 +48 2677.22006037 2678.21752556 0.0015 50 50 1.0 +49 2677.09402869 2675.71221282 0.0015 50 50 1.0 diff --git a/param_sweep/paramsweep_0.001lr_100bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_100bs_100e_0.01k.tsv new file mode 100644 index 0000000..a864e5b --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2987.88781153 2982.64064321 0.001 100 100 0.01 +1 2815.37642542 2810.29836645 0.001 100 100 0.01 +2 2781.85804907 2780.83266518 0.001 100 100 0.01 +3 2764.57528282 2762.76270185 0.001 100 100 0.01 +4 2752.8956604 2748.56300602 0.001 100 100 0.01 +5 2745.20023009 2741.21702514 0.001 100 100 0.01 +6 2738.43481085 2738.90127429 0.001 100 100 0.01 +7 2732.83213507 2737.11619227 0.001 100 100 0.01 +8 2729.07454104 2730.03647965 0.001 100 100 0.01 +9 2725.10400385 2724.9248355 0.001 100 100 0.01 +10 2720.93908208 2728.7463547 0.001 100 100 0.01 +11 2717.34186395 2717.66929448 0.001 100 100 0.01 +12 2714.49950523 2716.87385679 0.001 100 100 0.01 +13 2712.40954897 2711.56286271 0.001 100 100 0.01 +14 2709.56763613 2710.00528754 0.001 100 100 0.01 +15 2707.005127 2710.96493664 0.001 100 100 0.01 +16 2705.15900661 2705.08430601 0.001 100 100 0.01 +17 2703.09022056 2704.52270274 0.001 100 100 0.01 +18 2701.3422394 2702.34440073 0.001 100 100 0.01 +19 2699.28757623 2700.9559982 0.001 100 100 0.01 +20 2698.58075844 2700.45398813 0.001 100 100 0.01 +21 2696.67444049 2699.94755971 0.001 100 100 0.01 +22 2695.83021668 2696.28233813 0.001 100 100 0.01 +23 2694.31620882 2700.73733083 0.001 100 100 0.01 +24 2692.56344954 2698.06713774 0.001 100 100 0.01 +25 2691.87596728 2692.88492247 0.001 100 100 0.01 +26 2690.30500854 2694.17485417 0.001 100 100 0.01 +27 2689.50882024 2690.44037507 0.001 100 100 0.01 +28 2688.30806576 2690.55366239 0.001 100 100 0.01 +29 2687.54493399 2689.01080987 0.001 100 100 0.01 +30 2686.93087264 2692.77118095 0.001 100 100 0.01 +31 2685.28946363 2685.74148682 0.001 100 100 0.01 +32 2684.79159085 2686.12702828 0.001 100 100 0.01 +33 2683.96485106 2686.10215768 0.001 100 100 0.01 +34 2683.12207252 2686.44080827 0.001 100 100 0.01 +35 2682.59603361 2685.2463729 0.001 100 100 0.01 +36 2681.951201 2682.40153524 0.001 100 100 0.01 +37 2681.87995616 2681.29539755 0.001 100 100 0.01 +38 2680.88037021 2686.58009446 0.001 100 100 0.01 +39 2680.15093459 2682.39479873 0.001 100 100 0.01 +40 2679.69859537 2681.90805328 0.001 100 100 0.01 +41 2678.62879047 2679.53754117 0.001 100 100 0.01 +42 2677.80131539 2681.45846482 0.001 100 100 0.01 +43 2677.79209521 2679.61173378 0.001 100 100 0.01 +44 2677.51560643 2677.42384586 0.001 100 100 0.01 +45 2676.42604233 2677.79770639 0.001 100 100 0.01 +46 2675.64968372 2680.49096446 0.001 100 100 0.01 +47 2675.94735887 2677.96910851 0.001 100 100 0.01 +48 2675.20977591 2676.24489825 0.001 100 100 0.01 +49 2674.5449917 2677.11539636 0.001 100 100 0.01 +50 2674.11764113 2675.83442504 0.001 100 100 0.01 +51 2673.74763832 2674.80726615 0.001 100 100 0.01 +52 2673.82772905 2676.72583615 0.001 100 100 0.01 +53 2673.32838431 2684.27492102 0.001 100 100 0.01 +54 2673.19170836 2675.73113348 0.001 100 100 0.01 +55 2672.88577899 2674.32750321 0.001 100 100 0.01 +56 2671.98775147 2673.92490739 0.001 100 100 0.01 +57 2671.96547873 2675.51485803 0.001 100 100 0.01 +58 2671.73494278 2672.32796488 0.001 100 100 0.01 +59 2671.59391975 2672.7976387 0.001 100 100 0.01 +60 2671.47619376 2674.18396253 0.001 100 100 0.01 +61 2670.41469463 2673.47652375 0.001 100 100 0.01 +62 2670.61287397 2673.18931402 0.001 100 100 0.01 +63 2670.13083131 2674.49182806 0.001 100 100 0.01 +64 2670.23008499 2671.22608449 0.001 100 100 0.01 +65 2669.45242679 2675.78809201 0.001 100 100 0.01 +66 2669.47015327 2670.1514106 0.001 100 100 0.01 +67 2669.17861147 2670.79096614 0.001 100 100 0.01 +68 2669.70949442 2672.7502348 0.001 100 100 0.01 +69 2668.94055086 2670.11832838 0.001 100 100 0.01 +70 2668.43982368 2668.9877981 0.001 100 100 0.01 +71 2668.51526573 2671.92535972 0.001 100 100 0.01 +72 2667.65676526 2668.68488868 0.001 100 100 0.01 +73 2668.78198133 2670.07278752 0.001 100 100 0.01 +74 2667.78249692 2669.00812479 0.001 100 100 0.01 +75 2667.14273273 2669.70365669 0.001 100 100 0.01 +76 2667.39240954 2669.69510197 0.001 100 100 0.01 +77 2666.91971104 2668.79383281 0.001 100 100 0.01 +78 2666.73718795 2669.11228882 0.001 100 100 0.01 +79 2666.4193729 2669.03741887 0.001 100 100 0.01 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0.001 100 100 0.01 diff --git a/param_sweep/paramsweep_0.001lr_100bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_100bs_100e_0.05k.tsv new file mode 100644 index 0000000..3d554ce --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2987.69039356 2982.7407474 0.001 100 100 0.05 +1 2815.03492534 2808.588026 0.001 100 100 0.05 +2 2781.77159582 2780.62854914 0.001 100 100 0.05 +3 2764.56966326 2760.98708669 0.001 100 100 0.05 +4 2752.94210597 2748.73946321 0.001 100 100 0.05 +5 2745.17054453 2740.53020295 0.001 100 100 0.05 +6 2738.44845902 2740.2437135 0.001 100 100 0.05 +7 2732.74963974 2736.065144 0.001 100 100 0.05 +8 2729.03795597 2729.21701347 0.001 100 100 0.05 +9 2725.10872347 2724.7510027 0.001 100 100 0.05 +10 2720.80633797 2727.80886263 0.001 100 100 0.05 +11 2717.33790699 2717.78474406 0.001 100 100 0.05 +12 2714.50696282 2715.82075083 0.001 100 100 0.05 +13 2712.49997723 2712.28878522 0.001 100 100 0.05 +14 2709.44885745 2710.39503073 0.001 100 100 0.05 +15 2706.98215405 2711.5813301 0.001 100 100 0.05 +16 2705.22183889 2704.71043942 0.001 100 100 0.05 +17 2703.17683521 2703.30913852 0.001 100 100 0.05 +18 2701.33764869 2701.41896165 0.001 100 100 0.05 +19 2699.33054169 2700.07935457 0.001 100 100 0.05 +20 2698.6183472 2699.7421973 0.001 100 100 0.05 +21 2696.64311086 2699.3260225 0.001 100 100 0.05 +22 2695.85291753 2695.74663151 0.001 100 100 0.05 +23 2694.37283492 2699.29650015 0.001 100 100 0.05 +24 2692.55071304 2697.99427273 0.001 100 100 0.05 +25 2692.02760184 2692.26613475 0.001 100 100 0.05 +26 2690.4012776 2694.10625812 0.001 100 100 0.05 +27 2689.52343854 2690.48564425 0.001 100 100 0.05 +28 2688.40875814 2690.99786249 0.001 100 100 0.05 +29 2687.60143653 2688.14647691 0.001 100 100 0.05 +30 2686.80792599 2691.09446702 0.001 100 100 0.05 +31 2685.30238825 2686.03343326 0.001 100 100 0.05 +32 2684.77851235 2685.307212 0.001 100 100 0.05 +33 2683.98670013 2686.7133635 0.001 100 100 0.05 +34 2683.22797262 2685.51046677 0.001 100 100 0.05 +35 2682.54506777 2683.512313 0.001 100 100 0.05 +36 2681.89685892 2683.02055543 0.001 100 100 0.05 +37 2681.77438426 2682.23784712 0.001 100 100 0.05 +38 2680.86575362 2686.83840551 0.001 100 100 0.05 +39 2680.12950209 2681.79223446 0.001 100 100 0.05 +40 2679.68706377 2681.80924962 0.001 100 100 0.05 +41 2678.63813699 2679.53842904 0.001 100 100 0.05 +42 2677.85954094 2681.80549041 0.001 100 100 0.05 +43 2677.71487119 2679.09177867 0.001 100 100 0.05 +44 2677.4810767 2678.63069553 0.001 100 100 0.05 +45 2676.458661 2677.76016335 0.001 100 100 0.05 +46 2675.64633734 2678.75464801 0.001 100 100 0.05 +47 2675.91003951 2676.79503344 0.001 100 100 0.05 +48 2675.23509899 2675.81372724 0.001 100 100 0.05 +49 2674.4970901 2676.72963456 0.001 100 100 0.05 +50 2674.04758864 2675.24876623 0.001 100 100 0.05 +51 2673.715802 2675.43724419 0.001 100 100 0.05 +52 2673.77155217 2677.69023316 0.001 100 100 0.05 +53 2673.37175513 2682.33007019 0.001 100 100 0.05 +54 2673.1354136 2675.17800092 0.001 100 100 0.05 +55 2672.87925414 2675.25357342 0.001 100 100 0.05 +56 2671.96102226 2675.64662348 0.001 100 100 0.05 +57 2671.93296396 2674.99455702 0.001 100 100 0.05 +58 2671.65267377 2672.21190146 0.001 100 100 0.05 +59 2671.47068139 2672.55072757 0.001 100 100 0.05 +60 2671.42182051 2674.96508602 0.001 100 100 0.05 +61 2670.35061898 2673.49867146 0.001 100 100 0.05 +62 2670.54968732 2672.88911208 0.001 100 100 0.05 +63 2670.13888575 2676.53615615 0.001 100 100 0.05 +64 2670.16493495 2671.62210812 0.001 100 100 0.05 +65 2669.38539147 2676.68177086 0.001 100 100 0.05 +66 2669.4354914 2669.77865828 0.001 100 100 0.05 +67 2669.13233623 2671.18114254 0.001 100 100 0.05 +68 2669.74902673 2672.96985587 0.001 100 100 0.05 +69 2668.99097585 2670.0486484 0.001 100 100 0.05 +70 2668.35102598 2668.99421251 0.001 100 100 0.05 +71 2668.44600609 2671.44084608 0.001 100 100 0.05 +72 2667.6475796 2668.31905118 0.001 100 100 0.05 +73 2668.66636349 2670.16077804 0.001 100 100 0.05 +74 2667.67891607 2668.63272707 0.001 100 100 0.05 +75 2666.99669504 2669.97375512 0.001 100 100 0.05 +76 2667.30287762 2670.20892602 0.001 100 100 0.05 +77 2666.82791481 2669.42648006 0.001 100 100 0.05 +78 2666.65569465 2668.91628777 0.001 100 100 0.05 +79 2666.37372965 2668.76133503 0.001 100 100 0.05 +80 2666.51057627 2667.76816724 0.001 100 100 0.05 +81 2666.36172908 2668.70501837 0.001 100 100 0.05 +82 2665.44050802 2667.69303308 0.001 100 100 0.05 +83 2666.39598917 2668.14910083 0.001 100 100 0.05 +84 2666.0745468 2671.50931516 0.001 100 100 0.05 +85 2665.66856817 2668.08158125 0.001 100 100 0.05 +86 2666.20816507 2667.22710727 0.001 100 100 0.05 +87 2665.2913064 2665.43677645 0.001 100 100 0.05 +88 2665.47109516 2670.59175813 0.001 100 100 0.05 +89 2665.05746154 2671.77504052 0.001 100 100 0.05 +90 2665.21946621 2665.10954492 0.001 100 100 0.05 +91 2665.0257755 2665.79995547 0.001 100 100 0.05 +92 2664.38790148 2664.27335114 0.001 100 100 0.05 +93 2664.50461663 2669.10901136 0.001 100 100 0.05 +94 2664.8372737 2665.96554676 0.001 100 100 0.05 +95 2664.73460389 2667.27415125 0.001 100 100 0.05 +96 2664.44830246 2665.95830704 0.001 100 100 0.05 +97 2664.66886981 2664.75471943 0.001 100 100 0.05 +98 2663.9042498 2666.43951381 0.001 100 100 0.05 +99 2664.42188483 2666.251554 0.001 100 100 0.05 diff --git a/param_sweep/paramsweep_0.001lr_100bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_100bs_100e_0.1k.tsv new file mode 100644 index 0000000..07d0c3f --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2989.76988949 2987.38269953 0.001 100 100 0.1 +1 2815.59489385 2812.41092228 0.001 100 100 0.1 +2 2781.78210116 2783.61955702 0.001 100 100 0.1 +3 2764.5286344 2762.39706882 0.001 100 100 0.1 +4 2752.83864878 2749.25688869 0.001 100 100 0.1 +5 2745.11049608 2742.21850119 0.001 100 100 0.1 +6 2738.38209932 2737.95943905 0.001 100 100 0.1 +7 2732.71859931 2735.9367167 0.001 100 100 0.1 +8 2729.05542244 2729.88970772 0.001 100 100 0.1 +9 2724.97816289 2723.43815493 0.001 100 100 0.1 +10 2720.80049553 2730.40723917 0.001 100 100 0.1 +11 2717.26715883 2718.15282923 0.001 100 100 0.1 +12 2714.43716721 2714.99533472 0.001 100 100 0.1 +13 2712.21122472 2713.58908659 0.001 100 100 0.1 +14 2709.38507837 2709.7936881 0.001 100 100 0.1 +15 2706.96474527 2711.30044328 0.001 100 100 0.1 +16 2705.20573473 2705.54590637 0.001 100 100 0.1 +17 2703.07564822 2703.36177766 0.001 100 100 0.1 +18 2701.26089648 2701.17828894 0.001 100 100 0.1 +19 2699.35831303 2700.46757318 0.001 100 100 0.1 +20 2698.58902898 2699.41645022 0.001 100 100 0.1 +21 2696.62326544 2699.14721213 0.001 100 100 0.1 +22 2695.81348748 2695.62962327 0.001 100 100 0.1 +23 2694.32368399 2700.75654792 0.001 100 100 0.1 +24 2692.61760705 2698.42359099 0.001 100 100 0.1 +25 2691.94799016 2693.70133059 0.001 100 100 0.1 +26 2690.35316919 2694.3182366 0.001 100 100 0.1 +27 2689.47176676 2690.61585383 0.001 100 100 0.1 +28 2688.22155563 2692.14870078 0.001 100 100 0.1 +29 2687.57821637 2687.90079768 0.001 100 100 0.1 +30 2686.96678577 2691.91606044 0.001 100 100 0.1 +31 2685.25873685 2686.06010574 0.001 100 100 0.1 +32 2684.81304532 2685.65622246 0.001 100 100 0.1 +33 2683.9632284 2686.80882715 0.001 100 100 0.1 +34 2683.08008469 2685.7899373 0.001 100 100 0.1 +35 2682.43837681 2684.97150697 0.001 100 100 0.1 +36 2682.0113685 2683.23404123 0.001 100 100 0.1 +37 2681.81628995 2682.4786468 0.001 100 100 0.1 +38 2680.86022759 2686.7876238 0.001 100 100 0.1 +39 2680.17227645 2682.11043279 0.001 100 100 0.1 +40 2679.65097321 2682.40216823 0.001 100 100 0.1 +41 2678.59174249 2679.88775553 0.001 100 100 0.1 +42 2677.89101965 2681.31587222 0.001 100 100 0.1 +43 2677.80026771 2678.85215675 0.001 100 100 0.1 +44 2677.55488493 2677.08674554 0.001 100 100 0.1 +45 2676.48572292 2677.09762077 0.001 100 100 0.1 +46 2675.60001017 2679.39748521 0.001 100 100 0.1 +47 2675.87687067 2677.45870149 0.001 100 100 0.1 +48 2675.29977209 2676.91407137 0.001 100 100 0.1 +49 2674.50050804 2676.46695559 0.001 100 100 0.1 +50 2674.09023277 2674.87778684 0.001 100 100 0.1 +51 2673.85526624 2675.26759586 0.001 100 100 0.1 +52 2673.7244424 2676.71036846 0.001 100 100 0.1 +53 2673.32434773 2685.22008647 0.001 100 100 0.1 +54 2673.15947448 2676.03133729 0.001 100 100 0.1 +55 2672.83712786 2673.46987641 0.001 100 100 0.1 +56 2671.88973571 2675.12767154 0.001 100 100 0.1 +57 2671.97801362 2675.18668775 0.001 100 100 0.1 +58 2671.71484997 2671.53890892 0.001 100 100 0.1 +59 2671.53500356 2673.33491846 0.001 100 100 0.1 +60 2671.44628312 2674.51614409 0.001 100 100 0.1 +61 2670.39359956 2672.85677768 0.001 100 100 0.1 +62 2670.58162342 2672.43838834 0.001 100 100 0.1 +63 2670.10571982 2675.05334356 0.001 100 100 0.1 +64 2670.0891307 2671.49708945 0.001 100 100 0.1 +65 2669.37793807 2674.36984644 0.001 100 100 0.1 +66 2669.40485441 2670.8735795 0.001 100 100 0.1 +67 2669.15441455 2671.46833547 0.001 100 100 0.1 +68 2669.73849292 2672.46555843 0.001 100 100 0.1 +69 2668.78804885 2670.46646451 0.001 100 100 0.1 +70 2668.36724562 2669.5707415 0.001 100 100 0.1 +71 2668.49371195 2671.47784295 0.001 100 100 0.1 +72 2667.62151901 2668.13871669 0.001 100 100 0.1 +73 2668.75018612 2670.77143956 0.001 100 100 0.1 +74 2667.7131669 2669.03167199 0.001 100 100 0.1 +75 2667.06062549 2669.11721598 0.001 100 100 0.1 +76 2667.39278079 2669.9560799 0.001 100 100 0.1 +77 2666.94799289 2668.45508793 0.001 100 100 0.1 +78 2666.5836104 2669.82019486 0.001 100 100 0.1 +79 2666.36766829 2668.10425131 0.001 100 100 0.1 +80 2666.44893114 2667.73406411 0.001 100 100 0.1 +81 2666.4008317 2668.63272941 0.001 100 100 0.1 +82 2665.40180738 2669.34380742 0.001 100 100 0.1 +83 2666.41141622 2666.34172499 0.001 100 100 0.1 +84 2666.05908756 2670.4280364 0.001 100 100 0.1 +85 2665.58824842 2667.39630792 0.001 100 100 0.1 +86 2666.13671478 2666.71229078 0.001 100 100 0.1 +87 2665.31828818 2665.99612783 0.001 100 100 0.1 +88 2665.38442223 2670.29059316 0.001 100 100 0.1 +89 2664.9854365 2671.11682946 0.001 100 100 0.1 +90 2665.08915591 2665.08160552 0.001 100 100 0.1 +91 2664.92839915 2666.97802128 0.001 100 100 0.1 +92 2664.43135231 2665.58206533 0.001 100 100 0.1 +93 2664.59384127 2667.3742209 0.001 100 100 0.1 +94 2664.83010448 2666.69044836 0.001 100 100 0.1 +95 2664.68468547 2667.61385122 0.001 100 100 0.1 +96 2664.4247933 2665.4516975 0.001 100 100 0.1 +97 2664.70406006 2664.9919709 0.001 100 100 0.1 +98 2663.91676711 2666.02940284 0.001 100 100 0.1 +99 2664.5814738 2664.63380773 0.001 100 100 0.1 diff --git a/param_sweep/paramsweep_0.001lr_100bs_100e_1k.tsv b/param_sweep/paramsweep_0.001lr_100bs_100e_1k.tsv new file mode 100644 index 0000000..aee79a7 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2990.07135821 2991.78158844 0.001 100 100 1.0 +1 2815.42525095 2813.4992447 0.001 100 100 1.0 +2 2781.81357634 2780.91046995 0.001 100 100 1.0 +3 2764.61262729 2759.92325955 0.001 100 100 1.0 +4 2752.74264824 2750.59766092 0.001 100 100 1.0 +5 2745.07344989 2740.93151505 0.001 100 100 1.0 +6 2738.26580355 2739.21146873 0.001 100 100 1.0 +7 2732.59468385 2735.3539703 0.001 100 100 1.0 +8 2729.00244856 2727.76751884 0.001 100 100 1.0 +9 2724.98629934 2723.39190872 0.001 100 100 1.0 +10 2720.74373394 2727.08783134 0.001 100 100 1.0 +11 2717.32512321 2718.2628755 0.001 100 100 1.0 +12 2714.41455122 2715.67557679 0.001 100 100 1.0 +13 2712.30547926 2711.59821922 0.001 100 100 1.0 +14 2709.32909321 2709.11221086 0.001 100 100 1.0 +15 2707.01548121 2710.50199981 0.001 100 100 1.0 +16 2705.23464518 2705.72437177 0.001 100 100 1.0 +17 2703.10109678 2704.50128372 0.001 100 100 1.0 +18 2701.21814052 2702.5250956 0.001 100 100 1.0 +19 2699.29102367 2702.02811772 0.001 100 100 1.0 +20 2698.57840994 2701.05856434 0.001 100 100 1.0 +21 2696.56448529 2698.9470579 0.001 100 100 1.0 +22 2695.63411856 2696.77952094 0.001 100 100 1.0 +23 2694.4124196 2699.37758332 0.001 100 100 1.0 +24 2692.51089174 2697.33589175 0.001 100 100 1.0 +25 2692.01351836 2692.45779448 0.001 100 100 1.0 +26 2690.38534935 2692.72599253 0.001 100 100 1.0 +27 2689.50564947 2689.83423225 0.001 100 100 1.0 +28 2688.23305945 2688.48908649 0.001 100 100 1.0 +29 2687.52627509 2688.13224346 0.001 100 100 1.0 +30 2686.86100646 2694.36769025 0.001 100 100 1.0 +31 2685.35232449 2685.64318638 0.001 100 100 1.0 +32 2684.86983785 2685.7864171 0.001 100 100 1.0 +33 2683.88432916 2686.17432528 0.001 100 100 1.0 +34 2683.06672737 2685.42855362 0.001 100 100 1.0 +35 2682.46197509 2685.19181471 0.001 100 100 1.0 +36 2681.99290714 2683.64381703 0.001 100 100 1.0 +37 2681.76019731 2682.79575373 0.001 100 100 1.0 +38 2680.76468387 2687.24682104 0.001 100 100 1.0 +39 2680.07014365 2683.19970843 0.001 100 100 1.0 +40 2679.57479493 2685.03137184 0.001 100 100 1.0 +41 2678.56608163 2679.72543563 0.001 100 100 1.0 +42 2677.76104453 2680.58417623 0.001 100 100 1.0 +43 2677.74690966 2679.88646947 0.001 100 100 1.0 +44 2677.63516852 2678.50584304 0.001 100 100 1.0 +45 2676.36803518 2676.99875736 0.001 100 100 1.0 +46 2675.58047353 2678.07590159 0.001 100 100 1.0 +47 2675.83370986 2678.01010033 0.001 100 100 1.0 +48 2675.19550038 2676.12270751 0.001 100 100 1.0 +49 2674.46971271 2677.31470707 0.001 100 100 1.0 +50 2674.1108255 2675.35060228 0.001 100 100 1.0 +51 2673.68669724 2675.09841995 0.001 100 100 1.0 +52 2673.56775158 2675.12883389 0.001 100 100 1.0 +53 2673.29564914 2684.12627999 0.001 100 100 1.0 +54 2672.97974437 2677.98794328 0.001 100 100 1.0 +55 2672.67789604 2673.74087063 0.001 100 100 1.0 +56 2671.73807594 2674.3930622 0.001 100 100 1.0 +57 2671.90585981 2674.74110824 0.001 100 100 1.0 +58 2671.6096049 2672.09745412 0.001 100 100 1.0 +59 2671.45399784 2672.76848607 0.001 100 100 1.0 +60 2671.30884354 2672.78814802 0.001 100 100 1.0 +61 2670.36791409 2671.60285276 0.001 100 100 1.0 +62 2670.47594622 2673.19534471 0.001 100 100 1.0 +63 2670.0182519 2676.72642246 0.001 100 100 1.0 +64 2669.92218458 2672.74560127 0.001 100 100 1.0 +65 2669.32147793 2675.60283829 0.001 100 100 1.0 +66 2669.28871267 2670.58671987 0.001 100 100 1.0 +67 2668.94097594 2671.07672131 0.001 100 100 1.0 +68 2669.76730024 2674.3569448 0.001 100 100 1.0 +69 2668.64070618 2668.65538314 0.001 100 100 1.0 +70 2668.22280282 2670.3465093 0.001 100 100 1.0 +71 2668.38796243 2669.83220864 0.001 100 100 1.0 +72 2667.57110424 2669.1001294 0.001 100 100 1.0 +73 2668.60451379 2669.76193068 0.001 100 100 1.0 +74 2667.52553758 2668.34528767 0.001 100 100 1.0 +75 2666.94318879 2670.22696302 0.001 100 100 1.0 +76 2667.29069863 2671.94549409 0.001 100 100 1.0 +77 2667.03344169 2669.08544688 0.001 100 100 1.0 +78 2666.54203859 2668.10683136 0.001 100 100 1.0 +79 2666.2483751 2668.4665476 0.001 100 100 1.0 +80 2666.38797167 2666.98819956 0.001 100 100 1.0 +81 2666.33100904 2667.57729455 0.001 100 100 1.0 +82 2665.35291989 2669.01768362 0.001 100 100 1.0 +83 2666.39081781 2666.68156033 0.001 100 100 1.0 +84 2665.98030784 2671.66332728 0.001 100 100 1.0 +85 2665.50864504 2668.46144819 0.001 100 100 1.0 +86 2665.8626534 2666.57430791 0.001 100 100 1.0 +87 2665.26528012 2665.52934075 0.001 100 100 1.0 +88 2665.29199699 2671.09839007 0.001 100 100 1.0 +89 2665.0839192 2669.44797517 0.001 100 100 1.0 +90 2665.02987313 2665.31319321 0.001 100 100 1.0 +91 2664.98108142 2667.92444384 0.001 100 100 1.0 +92 2664.39270744 2665.58844052 0.001 100 100 1.0 +93 2664.52422996 2666.49299835 0.001 100 100 1.0 +94 2664.73013785 2666.59411925 0.001 100 100 1.0 +95 2664.52157116 2667.33215869 0.001 100 100 1.0 +96 2664.4617876 2666.28242729 0.001 100 100 1.0 +97 2664.65013393 2666.06179605 0.001 100 100 1.0 +98 2663.9012698 2666.31949372 0.001 100 100 1.0 +99 2664.43838213 2664.74286297 0.001 100 100 1.0 diff --git a/param_sweep/paramsweep_0.001lr_100bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_100bs_10e_0.01k.tsv new file mode 100644 index 0000000..0f0a09f --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2989.42541204 2992.49083469 0.001 100 10 0.01 +1 2815.49648863 2813.17933693 0.001 100 10 0.01 +2 2781.82738495 2783.6687894 0.001 100 10 0.01 +3 2764.57493875 2761.23849458 0.001 100 10 0.01 +4 2752.77766687 2750.27180134 0.001 100 10 0.01 +5 2745.07838143 2741.85640797 0.001 100 10 0.01 +6 2738.31431273 2737.97713154 0.001 100 10 0.01 +7 2732.6240258 2735.91426369 0.001 100 10 0.01 +8 2728.93633931 2729.91043213 0.001 100 10 0.01 +9 2724.98078689 2722.88522263 0.001 100 10 0.01 diff --git a/param_sweep/paramsweep_0.001lr_100bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_100bs_10e_0.05k.tsv new file mode 100644 index 0000000..630b7cd --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2988.00944961 2987.80991015 0.001 100 10 0.05 +1 2815.10093245 2810.98307961 0.001 100 10 0.05 +2 2781.6287568 2780.73750168 0.001 100 10 0.05 +3 2764.44819057 2761.86349271 0.001 100 10 0.05 +4 2752.76313361 2748.65289318 0.001 100 10 0.05 +5 2745.05426284 2740.31441718 0.001 100 10 0.05 +6 2738.21638822 2738.25630611 0.001 100 10 0.05 +7 2732.64780644 2735.94739166 0.001 100 10 0.05 +8 2728.87218612 2730.85273279 0.001 100 10 0.05 +9 2724.98768248 2723.77582242 0.001 100 10 0.05 diff --git a/param_sweep/paramsweep_0.001lr_100bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_100bs_10e_0.1k.tsv new file mode 100644 index 0000000..9d22a07 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2989.22853313 2991.53953491 0.001 100 10 0.1 +1 2815.47506975 2811.32677966 0.001 100 10 0.1 +2 2781.71002282 2782.44210506 0.001 100 10 0.1 +3 2764.52882649 2762.15047372 0.001 100 10 0.1 +4 2752.79639453 2749.34716377 0.001 100 10 0.1 +5 2745.11638227 2740.92862831 0.001 100 10 0.1 +6 2738.33383822 2738.60270711 0.001 100 10 0.1 +7 2732.71612099 2735.78505495 0.001 100 10 0.1 +8 2729.01292604 2729.19984567 0.001 100 10 0.1 +9 2725.02032117 2723.63122489 0.001 100 10 0.1 diff --git a/param_sweep/paramsweep_0.001lr_100bs_10e_1k.tsv b/param_sweep/paramsweep_0.001lr_100bs_10e_1k.tsv new file mode 100644 index 0000000..1535d5d --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2988.02801045 2984.26631167 0.001 100 10 1.0 +1 2815.16118404 2809.98862482 0.001 100 10 1.0 +2 2781.68862616 2780.61791339 0.001 100 10 1.0 +3 2764.58573146 2761.84636506 0.001 100 10 1.0 +4 2752.86611033 2748.52490608 0.001 100 10 1.0 +5 2745.17282161 2740.73025822 0.001 100 10 1.0 +6 2738.37717442 2737.23234345 0.001 100 10 1.0 +7 2732.8166956 2736.81759568 0.001 100 10 1.0 +8 2729.03234795 2729.95942924 0.001 100 10 1.0 +9 2724.98969069 2723.57796162 0.001 100 10 1.0 diff --git a/param_sweep/paramsweep_0.001lr_100bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_100bs_25e_0.01k.tsv new file mode 100644 index 0000000..4df19a8 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2987.63235781 2990.00943046 0.001 100 25 0.01 +1 2815.29990849 2809.34271415 0.001 100 25 0.01 +2 2781.74877787 2780.61076936 0.001 100 25 0.01 +3 2764.55750685 2763.06992738 0.001 100 25 0.01 +4 2752.86636666 2748.35490111 0.001 100 25 0.01 +5 2745.14333003 2740.25100364 0.001 100 25 0.01 +6 2738.35966186 2738.12030858 0.001 100 25 0.01 +7 2732.80345074 2737.15300382 0.001 100 25 0.01 +8 2729.02890069 2728.7070826 0.001 100 25 0.01 +9 2725.0450369 2724.31941296 0.001 100 25 0.01 +10 2720.90711773 2729.54803128 0.001 100 25 0.01 +11 2717.33670172 2718.4744558 0.001 100 25 0.01 +12 2714.51702817 2714.77817327 0.001 100 25 0.01 +13 2712.47538327 2711.75368685 0.001 100 25 0.01 +14 2709.50817981 2710.38637611 0.001 100 25 0.01 +15 2706.98435511 2712.03251645 0.001 100 25 0.01 +16 2705.26256241 2705.56146975 0.001 100 25 0.01 +17 2703.17629194 2704.46922941 0.001 100 25 0.01 +18 2701.38272043 2702.25460973 0.001 100 25 0.01 +19 2699.36313909 2701.32950442 0.001 100 25 0.01 +20 2698.6367423 2700.01672433 0.001 100 25 0.01 +21 2696.65545658 2700.99432455 0.001 100 25 0.01 +22 2695.85507592 2696.84409964 0.001 100 25 0.01 +23 2694.39856407 2699.52575567 0.001 100 25 0.01 +24 2692.58808966 2696.88142235 0.001 100 25 0.01 diff --git a/param_sweep/paramsweep_0.001lr_100bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_100bs_25e_0.05k.tsv new file mode 100644 index 0000000..cc6d215 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2988.57674012 2985.91939345 0.001 100 25 0.05 +1 2815.35445396 2810.04314847 0.001 100 25 0.05 +2 2781.62046352 2782.21676653 0.001 100 25 0.05 +3 2764.41445235 2762.14246983 0.001 100 25 0.05 +4 2752.75440244 2749.44649726 0.001 100 25 0.05 +5 2745.07130945 2741.05055672 0.001 100 25 0.05 +6 2738.39067744 2737.05354522 0.001 100 25 0.05 +7 2732.69537314 2736.36003927 0.001 100 25 0.05 +8 2729.12552799 2730.01121226 0.001 100 25 0.05 +9 2725.01242365 2723.32422155 0.001 100 25 0.05 +10 2720.906531 2730.63078515 0.001 100 25 0.05 +11 2717.36576641 2719.21746208 0.001 100 25 0.05 +12 2714.55844028 2715.28968616 0.001 100 25 0.05 +13 2712.43066487 2712.2521982 0.001 100 25 0.05 +14 2709.54464804 2710.12436327 0.001 100 25 0.05 +15 2707.05783998 2711.6984924 0.001 100 25 0.05 +16 2705.27071336 2705.16659213 0.001 100 25 0.05 +17 2703.16486262 2705.15041256 0.001 100 25 0.05 +18 2701.34899146 2701.66553901 0.001 100 25 0.05 +19 2699.33689858 2701.70057063 0.001 100 25 0.05 +20 2698.6500631 2698.90438604 0.001 100 25 0.05 +21 2696.61254823 2700.46893859 0.001 100 25 0.05 +22 2695.85565689 2695.68372539 0.001 100 25 0.05 +23 2694.34588761 2700.22304744 0.001 100 25 0.05 +24 2692.65674759 2698.58040582 0.001 100 25 0.05 diff --git a/param_sweep/paramsweep_0.001lr_100bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_100bs_25e_0.1k.tsv new file mode 100644 index 0000000..1315667 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2989.12029348 2994.03441356 0.001 100 25 0.1 +1 2815.4278312 2810.55873379 0.001 100 25 0.1 +2 2781.69646883 2783.32557903 0.001 100 25 0.1 +3 2764.52632974 2761.58842559 0.001 100 25 0.1 +4 2752.82089177 2748.80634187 0.001 100 25 0.1 +5 2745.11447734 2740.83376404 0.001 100 25 0.1 +6 2738.40277256 2739.41811486 0.001 100 25 0.1 +7 2732.73281461 2736.44741547 0.001 100 25 0.1 +8 2729.01676377 2729.7327351 0.001 100 25 0.1 +9 2724.99722598 2723.93447462 0.001 100 25 0.1 +10 2720.84772371 2729.49442958 0.001 100 25 0.1 +11 2717.35451724 2718.89647504 0.001 100 25 0.1 +12 2714.59445965 2715.26435108 0.001 100 25 0.1 +13 2712.37615905 2712.19002123 0.001 100 25 0.1 +14 2709.52660736 2709.93139088 0.001 100 25 0.1 +15 2707.04163159 2711.38469514 0.001 100 25 0.1 +16 2705.21047363 2705.82455439 0.001 100 25 0.1 +17 2703.14614471 2703.89604884 0.001 100 25 0.1 +18 2701.32544041 2700.89210151 0.001 100 25 0.1 +19 2699.33564019 2700.13212116 0.001 100 25 0.1 +20 2698.58169669 2699.61333867 0.001 100 25 0.1 +21 2696.52951013 2700.76298753 0.001 100 25 0.1 +22 2695.84550629 2695.91907368 0.001 100 25 0.1 +23 2694.37160646 2701.40489719 0.001 100 25 0.1 +24 2692.6522579 2698.61352913 0.001 100 25 0.1 diff --git a/param_sweep/paramsweep_0.001lr_100bs_25e_1k.tsv b/param_sweep/paramsweep_0.001lr_100bs_25e_1k.tsv new file mode 100644 index 0000000..3118dca --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2987.41464623 2987.56893682 0.001 100 25 1.0 +1 2815.09564765 2809.30704441 0.001 100 25 1.0 +2 2781.82462056 2780.53971463 0.001 100 25 1.0 +3 2764.61638191 2762.49891187 0.001 100 25 1.0 +4 2752.86849576 2749.24115585 0.001 100 25 1.0 +5 2745.21524312 2740.39561658 0.001 100 25 1.0 +6 2738.4022372 2739.51412888 0.001 100 25 1.0 +7 2732.73893358 2738.01696287 0.001 100 25 1.0 +8 2729.01133647 2729.3251463 0.001 100 25 1.0 +9 2724.91991648 2725.4280392 0.001 100 25 1.0 +10 2720.83887668 2726.82629978 0.001 100 25 1.0 +11 2717.29747699 2718.27928987 0.001 100 25 1.0 +12 2714.52696274 2715.13703945 0.001 100 25 1.0 +13 2712.40009264 2711.37305948 0.001 100 25 1.0 +14 2709.51946252 2709.206852 0.001 100 25 1.0 +15 2707.00848091 2712.62619876 0.001 100 25 1.0 +16 2705.18087804 2705.7185278 0.001 100 25 1.0 +17 2703.10206658 2703.79976221 0.001 100 25 1.0 +18 2701.40558252 2701.88805569 0.001 100 25 1.0 +19 2699.33784671 2700.58041563 0.001 100 25 1.0 +20 2698.61181397 2699.44406145 0.001 100 25 1.0 +21 2696.67151127 2699.61871303 0.001 100 25 1.0 +22 2695.83821219 2695.57639361 0.001 100 25 1.0 +23 2694.39094036 2699.57209711 0.001 100 25 1.0 +24 2692.60288034 2697.27796087 0.001 100 25 1.0 diff --git a/param_sweep/paramsweep_0.001lr_100bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_100bs_50e_0.01k.tsv new file mode 100644 index 0000000..374e750 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2988.67950522 2992.61579314 0.001 100 50 0.01 +1 2815.51656484 2809.82729221 0.001 100 50 0.01 +2 2781.89247345 2782.09867856 0.001 100 50 0.01 +3 2764.59375669 2761.70413284 0.001 100 50 0.01 +4 2752.78493172 2748.56078962 0.001 100 50 0.01 +5 2745.04349171 2741.6688991 0.001 100 50 0.01 +6 2738.30115751 2738.12433293 0.001 100 50 0.01 +7 2732.61100721 2737.24714033 0.001 100 50 0.01 +8 2728.90887452 2728.8938301 0.001 100 50 0.01 +9 2724.94615979 2723.94020562 0.001 100 50 0.01 +10 2720.77160975 2729.50256744 0.001 100 50 0.01 +11 2717.27881583 2719.07034891 0.001 100 50 0.01 +12 2714.46610043 2714.96416454 0.001 100 50 0.01 +13 2712.34163799 2712.46306521 0.001 100 50 0.01 +14 2709.43177798 2711.28062868 0.001 100 50 0.01 +15 2706.92981296 2710.91890097 0.001 100 50 0.01 +16 2705.11673237 2705.95206815 0.001 100 50 0.01 +17 2703.05527724 2703.42638203 0.001 100 50 0.01 +18 2701.34574089 2701.2909232 0.001 100 50 0.01 +19 2699.21049186 2701.41278438 0.001 100 50 0.01 +20 2698.61176409 2699.75380729 0.001 100 50 0.01 +21 2696.54186925 2699.56989797 0.001 100 50 0.01 +22 2695.79930715 2696.89810186 0.001 100 50 0.01 +23 2694.28997936 2700.19638803 0.001 100 50 0.01 +24 2692.54422932 2698.5720663 0.001 100 50 0.01 +25 2691.87782381 2693.11197419 0.001 100 50 0.01 +26 2690.34429921 2696.06195804 0.001 100 50 0.01 +27 2689.48588886 2690.74888293 0.001 100 50 0.01 +28 2688.27137791 2691.89145358 0.001 100 50 0.01 +29 2687.58873234 2690.27512828 0.001 100 50 0.01 +30 2686.95403623 2692.12894313 0.001 100 50 0.01 +31 2685.28916046 2686.74188501 0.001 100 50 0.01 +32 2684.70433834 2686.117082 0.001 100 50 0.01 +33 2683.98149249 2686.37640369 0.001 100 50 0.01 +34 2683.07605576 2686.34031196 0.001 100 50 0.01 +35 2682.48154377 2684.28936919 0.001 100 50 0.01 +36 2681.97554955 2683.36300957 0.001 100 50 0.01 +37 2681.75956293 2682.19249671 0.001 100 50 0.01 +38 2680.83684945 2687.92283896 0.001 100 50 0.01 +39 2680.16760074 2682.55844064 0.001 100 50 0.01 +40 2679.61970446 2683.00129913 0.001 100 50 0.01 +41 2678.57245128 2678.91982198 0.001 100 50 0.01 +42 2677.83306052 2682.33931766 0.001 100 50 0.01 +43 2677.7171471 2678.70188422 0.001 100 50 0.01 +44 2677.54364621 2676.91886596 0.001 100 50 0.01 +45 2676.37856236 2677.54727879 0.001 100 50 0.01 +46 2675.61964333 2679.23101585 0.001 100 50 0.01 +47 2675.83836321 2676.67995031 0.001 100 50 0.01 +48 2675.19572411 2676.44265263 0.001 100 50 0.01 +49 2674.56125595 2674.89156328 0.001 100 50 0.01 diff --git a/param_sweep/paramsweep_0.001lr_100bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_100bs_50e_0.05k.tsv new file mode 100644 index 0000000..a87fcee --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2987.94305441 2988.63756134 0.001 100 50 0.05 +1 2815.12727165 2811.19736412 0.001 100 50 0.05 +2 2781.68741029 2781.37926196 0.001 100 50 0.05 +3 2764.52383697 2761.48339003 0.001 100 50 0.05 +4 2752.85367552 2748.86383208 0.001 100 50 0.05 +5 2745.10586703 2740.88936882 0.001 100 50 0.05 +6 2738.25308002 2737.7996119 0.001 100 50 0.05 +7 2732.63943788 2735.89547654 0.001 100 50 0.05 +8 2728.91227296 2730.72061863 0.001 100 50 0.05 +9 2724.96788333 2724.27902706 0.001 100 50 0.05 +10 2720.76857165 2728.92236328 0.001 100 50 0.05 +11 2717.25387398 2719.13115907 0.001 100 50 0.05 +12 2714.3912467 2716.05118924 0.001 100 50 0.05 +13 2712.38213841 2711.6670398 0.001 100 50 0.05 +14 2709.47417976 2710.84919858 0.001 100 50 0.05 +15 2706.95370375 2712.49400805 0.001 100 50 0.05 +16 2705.19594478 2705.69292011 0.001 100 50 0.05 +17 2703.11972062 2703.66224662 0.001 100 50 0.05 +18 2701.2420794 2701.68044513 0.001 100 50 0.05 +19 2699.25509718 2701.24207687 0.001 100 50 0.05 +20 2698.57278441 2699.86838253 0.001 100 50 0.05 +21 2696.59724044 2700.32887843 0.001 100 50 0.05 +22 2695.84352565 2695.54471368 0.001 100 50 0.05 +23 2694.31975852 2698.26211554 0.001 100 50 0.05 +24 2692.66360866 2699.24326769 0.001 100 50 0.05 +25 2691.96608362 2692.27127431 0.001 100 50 0.05 +26 2690.41249886 2694.77560489 0.001 100 50 0.05 +27 2689.48067349 2691.08246025 0.001 100 50 0.05 +28 2688.30186882 2691.51288017 0.001 100 50 0.05 +29 2687.53479132 2689.37800438 0.001 100 50 0.05 +30 2686.83473181 2692.61644014 0.001 100 50 0.05 +31 2685.24556449 2686.25780737 0.001 100 50 0.05 +32 2684.80544809 2686.23092902 0.001 100 50 0.05 +33 2683.98496692 2686.14082666 0.001 100 50 0.05 +34 2683.10019754 2685.78723868 0.001 100 50 0.05 +35 2682.56770943 2684.96824165 0.001 100 50 0.05 +36 2681.86249459 2683.09058504 0.001 100 50 0.05 +37 2681.7451292 2682.08124328 0.001 100 50 0.05 +38 2680.83332509 2686.97582494 0.001 100 50 0.05 +39 2680.12571821 2682.35228045 0.001 100 50 0.05 +40 2679.72515487 2683.29519076 0.001 100 50 0.05 +41 2678.58934987 2679.63795719 0.001 100 50 0.05 +42 2677.84825741 2682.97938576 0.001 100 50 0.05 +43 2677.6906447 2678.71940073 0.001 100 50 0.05 +44 2677.47736516 2678.21850119 0.001 100 50 0.05 +45 2676.46128632 2677.35696767 0.001 100 50 0.05 +46 2675.62156564 2679.74357439 0.001 100 50 0.05 +47 2675.894257 2676.64669817 0.001 100 50 0.05 +48 2675.27763372 2676.09574187 0.001 100 50 0.05 +49 2674.54210729 2677.07258305 0.001 100 50 0.05 diff --git a/param_sweep/paramsweep_0.001lr_100bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_100bs_50e_0.1k.tsv new file mode 100644 index 0000000..91d650e --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2988.00054464 2983.20672176 0.001 100 50 0.1 +1 2815.33011885 2810.53935892 0.001 100 50 0.1 +2 2781.80238268 2779.83540814 0.001 100 50 0.1 +3 2764.62724491 2761.9023825 0.001 100 50 0.1 +4 2752.94405899 2748.87051818 0.001 100 50 0.1 +5 2745.29405139 2740.48545706 0.001 100 50 0.1 +6 2738.46186649 2739.38556433 0.001 100 50 0.1 +7 2732.85380259 2737.50816914 0.001 100 50 0.1 +8 2729.14077471 2729.9168176 0.001 100 50 0.1 +9 2725.08942918 2723.51964655 0.001 100 50 0.1 +10 2720.98351647 2729.24275701 0.001 100 50 0.1 +11 2717.39495308 2718.29032662 0.001 100 50 0.1 +12 2714.5888391 2715.60186546 0.001 100 50 0.1 +13 2712.37436069 2711.96904269 0.001 100 50 0.1 +14 2709.54994503 2710.5725065 0.001 100 50 0.1 +15 2706.98174563 2711.24499068 0.001 100 50 0.1 +16 2705.22151572 2705.98066294 0.001 100 50 0.1 +17 2703.14781043 2704.21465843 0.001 100 50 0.1 +18 2701.43250532 2702.40539621 0.001 100 50 0.1 +19 2699.37464661 2700.32379442 0.001 100 50 0.1 +20 2698.65300643 2700.07876686 0.001 100 50 0.1 +21 2696.73012123 2700.42978413 0.001 100 50 0.1 +22 2695.83660192 2696.85151302 0.001 100 50 0.1 +23 2694.3488387 2700.11219265 0.001 100 50 0.1 +24 2692.65429903 2697.98529508 0.001 100 50 0.1 +25 2691.90945918 2693.47078388 0.001 100 50 0.1 +26 2690.38172008 2693.8743236 0.001 100 50 0.1 +27 2689.53741174 2690.58288738 0.001 100 50 0.1 +28 2688.32395171 2691.41729935 0.001 100 50 0.1 +29 2687.60219797 2688.84459259 0.001 100 50 0.1 +30 2686.98454447 2691.93175266 0.001 100 50 0.1 +31 2685.31208382 2686.32209337 0.001 100 50 0.1 +32 2684.72875852 2685.59938344 0.001 100 50 0.1 +33 2683.97706214 2686.94887611 0.001 100 50 0.1 +34 2683.1279106 2686.12719446 0.001 100 50 0.1 +35 2682.60576121 2684.95743924 0.001 100 50 0.1 +36 2681.91050689 2682.63669634 0.001 100 50 0.1 +37 2681.82550204 2681.40922123 0.001 100 50 0.1 +38 2680.76987149 2686.22430548 0.001 100 50 0.1 +39 2680.17157548 2682.60829201 0.001 100 50 0.1 +40 2679.73115739 2682.15483137 0.001 100 50 0.1 +41 2678.66294671 2679.53614075 0.001 100 50 0.1 +42 2677.84095383 2683.26149235 0.001 100 50 0.1 +43 2677.84172036 2679.28968195 0.001 100 50 0.1 +44 2677.4574424 2677.58124841 0.001 100 50 0.1 +45 2676.3986716 2677.32215172 0.001 100 50 0.1 +46 2675.67266995 2680.55748695 0.001 100 50 0.1 +47 2675.91324233 2677.13526838 0.001 100 50 0.1 +48 2675.18567381 2675.88098915 0.001 100 50 0.1 +49 2674.50064942 2677.08709518 0.001 100 50 0.1 diff --git a/param_sweep/paramsweep_0.001lr_100bs_50e_1k.tsv b/param_sweep/paramsweep_0.001lr_100bs_50e_1k.tsv new file mode 100644 index 0000000..0731a93 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_100bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2989.04107699 2991.12920781 0.001 100 50 1.0 +1 2815.34276892 2809.70397132 0.001 100 50 1.0 +2 2781.62755122 2782.01380165 0.001 100 50 1.0 +3 2764.42354853 2761.16250663 0.001 100 50 1.0 +4 2752.81201224 2748.73686776 0.001 100 50 1.0 +5 2745.03650316 2741.14803931 0.001 100 50 1.0 +6 2738.33225558 2738.44172228 0.001 100 50 1.0 +7 2732.69790841 2737.01161045 0.001 100 50 1.0 +8 2729.01765518 2728.94129328 0.001 100 50 1.0 +9 2724.94244511 2723.44610141 0.001 100 50 1.0 +10 2720.85496779 2728.26448132 0.001 100 50 1.0 +11 2717.2961861 2719.76513719 0.001 100 50 1.0 +12 2714.54897993 2714.35714179 0.001 100 50 1.0 +13 2712.30542161 2711.90690867 0.001 100 50 1.0 +14 2709.51932804 2709.87958265 0.001 100 50 1.0 +15 2707.06688921 2711.61958503 0.001 100 50 1.0 +16 2705.25929431 2705.59841481 0.001 100 50 1.0 +17 2703.14537416 2705.03991583 0.001 100 50 1.0 +18 2701.40507513 2700.82514443 0.001 100 50 1.0 +19 2699.30082137 2702.05417028 0.001 100 50 1.0 +20 2698.62906135 2698.90105816 0.001 100 50 1.0 +21 2696.66024296 2700.51317472 0.001 100 50 1.0 +22 2695.83931719 2696.55882295 0.001 100 50 1.0 +23 2694.28915356 2699.98699379 0.001 100 50 1.0 +24 2692.66110005 2700.49435722 0.001 100 50 1.0 +25 2691.98435251 2692.7712491 0.001 100 50 1.0 +26 2690.35102725 2695.18626856 0.001 100 50 1.0 +27 2689.47408214 2689.75542571 0.001 100 50 1.0 +28 2688.27843111 2691.79520476 0.001 100 50 1.0 +29 2687.5929553 2688.89746514 0.001 100 50 1.0 +30 2686.91880855 2690.88678877 0.001 100 50 1.0 +31 2685.27564864 2686.85084081 0.001 100 50 1.0 +32 2684.81663161 2685.59404409 0.001 100 50 1.0 +33 2684.00538627 2685.86214457 0.001 100 50 1.0 +34 2683.10622073 2686.11153119 0.001 100 50 1.0 +35 2682.5300674 2685.62680375 0.001 100 50 1.0 +36 2681.96140846 2682.42154497 0.001 100 50 1.0 +37 2681.79936135 2682.35617783 0.001 100 50 1.0 +38 2680.76324758 2687.00358602 0.001 100 50 1.0 +39 2680.23511326 2682.60646445 0.001 100 50 1.0 +40 2679.66413476 2683.54150064 0.001 100 50 1.0 +41 2678.64512001 2679.84798255 0.001 100 50 1.0 +42 2677.8567974 2681.75282652 0.001 100 50 1.0 +43 2677.68705156 2678.86378494 0.001 100 50 1.0 +44 2677.56684792 2677.30978925 0.001 100 50 1.0 +45 2676.44495585 2678.21219555 0.001 100 50 1.0 +46 2675.56572407 2680.32855073 0.001 100 50 1.0 +47 2675.79860839 2678.1404098 0.001 100 50 1.0 +48 2675.1454722 2676.488777 0.001 100 50 1.0 +49 2674.42959343 2675.080776 0.001 100 50 1.0 diff --git a/param_sweep/paramsweep_0.001lr_128bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_128bs_100e_0.01k.tsv new file mode 100644 index 0000000..d51440e --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3020.87749331 3148.19487043 0.001 128 100 0.01 +1 2829.45546359 2833.16881367 0.001 128 100 0.01 +2 2791.25900291 2800.0223503 0.001 128 100 0.01 +3 2772.13382763 2786.78936919 0.001 128 100 0.01 +4 2759.72711661 2771.77962224 0.001 128 100 0.01 +5 2751.07529937 2749.99325696 0.001 128 100 0.01 +6 2744.07046916 2745.62808373 0.001 128 100 0.01 +7 2738.8906678 2742.88124216 0.001 128 100 0.01 +8 2734.13387001 2736.89047656 0.001 128 100 0.01 +9 2730.42904803 2737.72140334 0.001 128 100 0.01 +10 2726.72743503 2725.65488505 0.001 128 100 0.01 +11 2723.23702315 2729.50034217 0.001 128 100 0.01 +12 2720.3180928 2724.34051782 0.001 128 100 0.01 +13 2717.49416999 2719.85030539 0.001 128 100 0.01 +14 2714.66412532 2715.76828301 0.001 128 100 0.01 +15 2712.40443896 2715.06418331 0.001 128 100 0.01 +16 2709.84089335 2713.43358395 0.001 128 100 0.01 +17 2707.97584113 2712.52406536 0.001 128 100 0.01 +18 2706.15736698 2708.33698735 0.001 128 100 0.01 +19 2704.12343343 2705.24678883 0.001 128 100 0.01 +20 2703.0165895 2704.42071592 0.001 128 100 0.01 +21 2701.14654597 2703.55608419 0.001 128 100 0.01 +22 2700.08630642 2702.41053296 0.001 128 100 0.01 +23 2698.16255543 2701.70493435 0.001 128 100 0.01 +24 2696.64201258 2697.52043032 0.001 128 100 0.01 +25 2695.48210708 2698.94736132 0.001 128 100 0.01 +26 2694.26750683 2697.15760794 0.001 128 100 0.01 +27 2692.91034289 2696.19087269 0.001 128 100 0.01 +28 2691.96128287 2695.77242406 0.001 128 100 0.01 +29 2691.16801315 2695.37570488 0.001 128 100 0.01 +30 2689.82472306 2693.08604347 0.001 128 100 0.01 +31 2688.43000595 2690.57244581 0.001 128 100 0.01 +32 2687.96249037 2690.31507165 0.001 128 100 0.01 +33 2687.08446332 2690.06750045 0.001 128 100 0.01 +34 2686.21194747 2689.28467264 0.001 128 100 0.01 +35 2685.24973903 2688.08530404 0.001 128 100 0.01 +36 2684.64046251 2687.92119906 0.001 128 100 0.01 +37 2684.2067265 2685.24653582 0.001 128 100 0.01 +38 2683.5026883 2688.08858804 0.001 128 100 0.01 +39 2682.68574736 2688.04013896 0.001 128 100 0.01 +40 2681.84950853 2684.17501989 0.001 128 100 0.01 +41 2680.92053753 2683.76807668 0.001 128 100 0.01 +42 2680.32987987 2685.08261243 0.001 128 100 0.01 +43 2679.84023013 2682.60932365 0.001 128 100 0.01 +44 2679.47965956 2682.96869958 0.001 128 100 0.01 +45 2678.62436891 2680.48152 0.001 128 100 0.01 +46 2677.85648749 2681.64075944 0.001 128 100 0.01 +47 2677.80164691 2679.22781168 0.001 128 100 0.01 +48 2676.86613844 2678.24374617 0.001 128 100 0.01 +49 2676.26083906 2681.13936882 0.001 128 100 0.01 +50 2675.66150897 2678.70282391 0.001 128 100 0.01 +51 2675.17892336 2680.36000192 0.001 128 100 0.01 +52 2675.5347913 2679.28258927 0.001 128 100 0.01 +53 2674.71844206 2679.27699644 0.001 128 100 0.01 +54 2674.07220322 2677.85433767 0.001 128 100 0.01 +55 2673.86193219 2675.38966057 0.001 128 100 0.01 +56 2673.33606721 2678.41035651 0.001 128 100 0.01 +57 2673.03442334 2679.55611873 0.001 128 100 0.01 +58 2672.62492165 2675.74810009 0.001 128 100 0.01 +59 2672.78861561 2674.9297888 0.001 128 100 0.01 +60 2672.19731 2677.66240393 0.001 128 100 0.01 +61 2671.77651671 2675.84929475 0.001 128 100 0.01 +62 2671.50127263 2675.25805011 0.001 128 100 0.01 +63 2670.7262315 2674.16250009 0.001 128 100 0.01 +64 2670.75600493 2673.51988089 0.001 128 100 0.01 +65 2670.11597912 2672.33064203 0.001 128 100 0.01 +66 2670.1071123 2671.80594275 0.001 128 100 0.01 +67 2669.5841298 2672.7528746 0.001 128 100 0.01 +68 2670.12755828 2672.11539729 0.001 128 100 0.01 +69 2669.31220183 2674.11379427 0.001 128 100 0.01 +70 2668.66432845 2670.2048746 0.001 128 100 0.01 +71 2668.32925373 2669.48642709 0.001 128 100 0.01 +72 2668.21192498 2671.85819164 0.001 128 100 0.01 +73 2668.90484209 2670.87568761 0.001 128 100 0.01 +74 2667.63228765 2670.07364131 0.001 128 100 0.01 +75 2667.62716552 2671.21463229 0.001 128 100 0.01 +76 2667.47990489 2669.92736653 0.001 128 100 0.01 +77 2666.81601048 2667.76351736 0.001 128 100 0.01 +78 2667.06980458 2670.14207491 0.001 128 100 0.01 +79 2666.68390172 2668.70813525 0.001 128 100 0.01 +80 2666.04054955 2667.72050006 0.001 128 100 0.01 +81 2665.87424512 2669.50447202 0.001 128 100 0.01 +82 2665.333531 2668.49682757 0.001 128 100 0.01 +83 2665.79701628 2668.5194911 0.001 128 100 0.01 +84 2666.04869715 2670.19932985 0.001 128 100 0.01 +85 2665.43386095 2667.14049523 0.001 128 100 0.01 +86 2665.75901616 2671.59899646 0.001 128 100 0.01 +87 2664.94695633 2669.21758065 0.001 128 100 0.01 +88 2664.978015 2672.29121308 0.001 128 100 0.01 +89 2664.67049331 2669.41175133 0.001 128 100 0.01 +90 2665.03701989 2666.68120042 0.001 128 100 0.01 +91 2664.16753185 2668.02962317 0.001 128 100 0.01 +92 2664.09749334 2665.74130803 0.001 128 100 0.01 +93 2664.23122197 2667.90837678 0.001 128 100 0.01 +94 2664.18813978 2664.52025247 0.001 128 100 0.01 +95 2664.46136869 2666.75106852 0.001 128 100 0.01 +96 2663.60667589 2666.40340107 0.001 128 100 0.01 +97 2664.00880947 2664.79655524 0.001 128 100 0.01 +98 2663.28192534 2667.47792745 0.001 128 100 0.01 +99 2663.49359653 2668.6392988 0.001 128 100 0.01 diff --git a/param_sweep/paramsweep_0.001lr_128bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_128bs_100e_0.05k.tsv new file mode 100644 index 0000000..7b6ef9b --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3021.50867637 3141.00939498 0.001 128 100 0.05 +1 2829.4313318 2833.90084856 0.001 128 100 0.05 +2 2791.13754571 2801.08338359 0.001 128 100 0.05 +3 2771.95847488 2787.67791223 0.001 128 100 0.05 +4 2759.61802847 2773.88008867 0.001 128 100 0.05 +5 2751.06067648 2751.1639654 0.001 128 100 0.05 +6 2744.04043135 2746.42291832 0.001 128 100 0.05 +7 2738.85651869 2744.32477472 0.001 128 100 0.05 +8 2734.16790676 2739.96726182 0.001 128 100 0.05 +9 2730.36329409 2739.49344461 0.001 128 100 0.05 +10 2726.7208416 2726.55875993 0.001 128 100 0.05 +11 2723.20938284 2731.74153817 0.001 128 100 0.05 +12 2720.28128758 2725.3236007 0.001 128 100 0.05 +13 2717.4560115 2719.56539608 0.001 128 100 0.05 +14 2714.71618195 2716.29364235 0.001 128 100 0.05 +15 2712.47620232 2715.4217793 0.001 128 100 0.05 +16 2709.85809218 2712.72950106 0.001 128 100 0.05 +17 2708.08537618 2714.39714351 0.001 128 100 0.05 +18 2706.2763973 2708.92970571 0.001 128 100 0.05 +19 2704.13575614 2705.78931038 0.001 128 100 0.05 +20 2703.03857552 2704.79908394 0.001 128 100 0.05 +21 2701.16961048 2703.28276713 0.001 128 100 0.05 +22 2700.06367109 2701.5584201 0.001 128 100 0.05 +23 2698.17867714 2700.68249675 0.001 128 100 0.05 +24 2696.70233969 2698.72481617 0.001 128 100 0.05 +25 2695.53774848 2699.65805561 0.001 128 100 0.05 +26 2694.25932307 2698.638635 0.001 128 100 0.05 +27 2692.99169442 2696.93433504 0.001 128 100 0.05 +28 2692.05379383 2697.28854854 0.001 128 100 0.05 +29 2691.34347798 2696.19680582 0.001 128 100 0.05 +30 2689.89895994 2693.42762094 0.001 128 100 0.05 +31 2688.46171521 2691.07920146 0.001 128 100 0.05 +32 2688.02238155 2691.39230318 0.001 128 100 0.05 +33 2687.17175079 2689.8989762 0.001 128 100 0.05 +34 2686.25867131 2689.6566846 0.001 128 100 0.05 +35 2685.30819479 2689.09250082 0.001 128 100 0.05 +36 2684.81072052 2687.54119301 0.001 128 100 0.05 +37 2684.28602888 2684.86143036 0.001 128 100 0.05 +38 2683.53320958 2687.79186848 0.001 128 100 0.05 +39 2682.69009531 2688.49235929 0.001 128 100 0.05 +40 2682.05363588 2684.67457969 0.001 128 100 0.05 +41 2681.07506187 2685.04175271 0.001 128 100 0.05 +42 2680.51858164 2684.06497642 0.001 128 100 0.05 +43 2679.87854996 2683.62044255 0.001 128 100 0.05 +44 2679.61948179 2682.17204772 0.001 128 100 0.05 +45 2678.66894438 2680.57648604 0.001 128 100 0.05 +46 2677.95019731 2681.99392169 0.001 128 100 0.05 +47 2677.74243483 2678.96845311 0.001 128 100 0.05 +48 2677.00070682 2677.74549203 0.001 128 100 0.05 +49 2676.25954395 2681.05565239 0.001 128 100 0.05 +50 2675.70269904 2679.35293538 0.001 128 100 0.05 +51 2675.26394353 2679.07787712 0.001 128 100 0.05 +52 2675.76641075 2679.4598265 0.001 128 100 0.05 +53 2674.87452386 2677.4677585 0.001 128 100 0.05 +54 2674.13524498 2677.51575104 0.001 128 100 0.05 +55 2674.05914449 2676.16870351 0.001 128 100 0.05 +56 2673.3815844 2679.29338234 0.001 128 100 0.05 +57 2673.13884889 2679.21807266 0.001 128 100 0.05 +58 2672.6922329 2674.81272267 0.001 128 100 0.05 +59 2672.825028 2676.80735998 0.001 128 100 0.05 +60 2672.30485077 2677.63008354 0.001 128 100 0.05 +61 2671.83260076 2675.65756733 0.001 128 100 0.05 +62 2671.50506994 2675.44318152 0.001 128 100 0.05 +63 2670.72252916 2674.45361421 0.001 128 100 0.05 +64 2670.88973753 2673.07501933 0.001 128 100 0.05 +65 2670.21194848 2672.79114493 0.001 128 100 0.05 +66 2670.25350045 2672.84765858 0.001 128 100 0.05 +67 2669.63541432 2674.49133791 0.001 128 100 0.05 +68 2670.21943236 2672.53992283 0.001 128 100 0.05 +69 2669.34708194 2673.07102765 0.001 128 100 0.05 +70 2668.71405585 2670.72804788 0.001 128 100 0.05 +71 2668.4148796 2670.22070079 0.001 128 100 0.05 +72 2668.22495298 2671.32832339 0.001 128 100 0.05 +73 2668.92544465 2670.67711305 0.001 128 100 0.05 +74 2667.69637649 2671.71859922 0.001 128 100 0.05 +75 2667.74520711 2671.50891977 0.001 128 100 0.05 +76 2667.58683047 2671.03210939 0.001 128 100 0.05 +77 2666.86590097 2668.61809311 0.001 128 100 0.05 +78 2667.04090887 2669.88006627 0.001 128 100 0.05 +79 2666.70246585 2668.05695432 0.001 128 100 0.05 +80 2666.15871472 2668.58179925 0.001 128 100 0.05 +81 2665.98576087 2668.40642365 0.001 128 100 0.05 +82 2665.41463816 2667.69056086 0.001 128 100 0.05 +83 2665.88530887 2668.92043536 0.001 128 100 0.05 +84 2666.0964785 2669.90897336 0.001 128 100 0.05 +85 2665.41901874 2668.43286506 0.001 128 100 0.05 +86 2665.91998415 2669.14334602 0.001 128 100 0.05 +87 2665.02098676 2669.12499907 0.001 128 100 0.05 +88 2665.11556011 2673.36870976 0.001 128 100 0.05 +89 2664.68744426 2668.19752984 0.001 128 100 0.05 +90 2665.05120832 2669.21110602 0.001 128 100 0.05 +91 2664.14547446 2668.29236517 0.001 128 100 0.05 +92 2664.20152845 2667.23248769 0.001 128 100 0.05 +93 2664.28219902 2667.56047779 0.001 128 100 0.05 +94 2664.24604094 2665.37677574 0.001 128 100 0.05 +95 2664.51007974 2665.78759859 0.001 128 100 0.05 +96 2663.70057572 2667.28323907 0.001 128 100 0.05 +97 2664.00341652 2664.93819694 0.001 128 100 0.05 +98 2663.39498117 2666.50694424 0.001 128 100 0.05 +99 2663.55946039 2668.80615048 0.001 128 100 0.05 diff --git a/param_sweep/paramsweep_0.001lr_128bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_128bs_100e_0.1k.tsv new file mode 100644 index 0000000..24d9cc4 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3020.92297842 3137.09211944 0.001 128 100 0.1 +1 2829.37306869 2833.9422297 0.001 128 100 0.1 +2 2791.11953271 2799.33553978 0.001 128 100 0.1 +3 2771.9814248 2787.7175475 0.001 128 100 0.1 +4 2759.66035324 2772.92533078 0.001 128 100 0.1 +5 2751.07316591 2750.20998148 0.001 128 100 0.1 +6 2744.05967154 2746.22120448 0.001 128 100 0.1 +7 2738.88152535 2744.19029058 0.001 128 100 0.1 +8 2734.10622887 2736.16427256 0.001 128 100 0.1 +9 2730.3788467 2739.45027607 0.001 128 100 0.1 +10 2726.72433639 2725.96806192 0.001 128 100 0.1 +11 2723.18567728 2730.06473788 0.001 128 100 0.1 +12 2720.23960362 2725.77017965 0.001 128 100 0.1 +13 2717.51212922 2719.6787044 0.001 128 100 0.1 +14 2714.65925179 2715.61650269 0.001 128 100 0.1 +15 2712.36189305 2714.59763198 0.001 128 100 0.1 +16 2709.81120527 2713.50173699 0.001 128 100 0.1 +17 2707.96418577 2712.71329255 0.001 128 100 0.1 +18 2706.14574122 2709.48565779 0.001 128 100 0.1 +19 2704.01876182 2706.2057592 0.001 128 100 0.1 +20 2702.94843541 2704.14473525 0.001 128 100 0.1 +21 2701.08995689 2703.71781312 0.001 128 100 0.1 +22 2699.96196443 2702.64245349 0.001 128 100 0.1 +23 2698.1098639 2701.49849828 0.001 128 100 0.1 +24 2696.567543 2697.91247629 0.001 128 100 0.1 +25 2695.41380228 2698.21450998 0.001 128 100 0.1 +26 2694.14594235 2697.63986737 0.001 128 100 0.1 +27 2692.86213548 2695.56757981 0.001 128 100 0.1 +28 2691.93903129 2696.8557367 0.001 128 100 0.1 +29 2691.10886262 2695.18199773 0.001 128 100 0.1 +30 2689.77346408 2693.43644361 0.001 128 100 0.1 +31 2688.35751187 2691.69327395 0.001 128 100 0.1 +32 2687.85210164 2690.87343012 0.001 128 100 0.1 +33 2687.04330367 2691.84957623 0.001 128 100 0.1 +34 2686.14675341 2688.84127778 0.001 128 100 0.1 +35 2685.22163209 2688.67780486 0.001 128 100 0.1 +36 2684.59139045 2687.59207369 0.001 128 100 0.1 +37 2684.11457281 2684.76990983 0.001 128 100 0.1 +38 2683.42313087 2688.20539229 0.001 128 100 0.1 +39 2682.60424662 2687.49373077 0.001 128 100 0.1 +40 2681.85095517 2684.08369869 0.001 128 100 0.1 +41 2680.89049005 2683.92568509 0.001 128 100 0.1 +42 2680.34082573 2685.76631961 0.001 128 100 0.1 +43 2679.82190142 2683.22370097 0.001 128 100 0.1 +44 2679.5226371 2683.89117397 0.001 128 100 0.1 +45 2678.57645632 2680.11074975 0.001 128 100 0.1 +46 2677.88160866 2682.90912927 0.001 128 100 0.1 +47 2677.73502614 2679.15105723 0.001 128 100 0.1 +48 2676.81679514 2677.22109711 0.001 128 100 0.1 +49 2676.23928121 2681.52690122 0.001 128 100 0.1 +50 2675.69793811 2678.66320544 0.001 128 100 0.1 +51 2675.16941259 2680.36517089 0.001 128 100 0.1 +52 2675.64556905 2679.1389655 0.001 128 100 0.1 +53 2674.71494132 2678.72598553 0.001 128 100 0.1 +54 2674.05674593 2677.2927993 0.001 128 100 0.1 +55 2673.78927858 2675.56287531 0.001 128 100 0.1 +56 2673.35007647 2678.18451383 0.001 128 100 0.1 +57 2673.05713918 2679.12803379 0.001 128 100 0.1 +58 2672.65810516 2676.2920328 0.001 128 100 0.1 +59 2672.76945767 2675.96352875 0.001 128 100 0.1 +60 2672.23039351 2677.21656674 0.001 128 100 0.1 +61 2671.7520832 2675.39449764 0.001 128 100 0.1 +62 2671.54474927 2675.28757852 0.001 128 100 0.1 +63 2670.68813921 2673.45507392 0.001 128 100 0.1 +64 2670.75544348 2673.11000052 0.001 128 100 0.1 +65 2670.14294956 2672.10709511 0.001 128 100 0.1 +66 2670.15720561 2671.26212394 0.001 128 100 0.1 +67 2669.59318622 2672.71748868 0.001 128 100 0.1 +68 2670.14301155 2671.60788448 0.001 128 100 0.1 +69 2669.3422455 2674.83856236 0.001 128 100 0.1 +70 2668.70501437 2671.06035035 0.001 128 100 0.1 +71 2668.35649454 2669.95541143 0.001 128 100 0.1 +72 2668.1860967 2673.35822712 0.001 128 100 0.1 +73 2668.94222885 2671.49269212 0.001 128 100 0.1 +74 2667.69988716 2670.69020889 0.001 128 100 0.1 +75 2667.73285839 2671.48458646 0.001 128 100 0.1 +76 2667.44702356 2670.29096194 0.001 128 100 0.1 +77 2666.87203932 2668.51505596 0.001 128 100 0.1 +78 2667.06588793 2670.15796459 0.001 128 100 0.1 +79 2666.63389234 2668.92544515 0.001 128 100 0.1 +80 2666.10032701 2668.49521382 0.001 128 100 0.1 +81 2665.93214006 2669.50008216 0.001 128 100 0.1 +82 2665.38491333 2666.9122975 0.001 128 100 0.1 +83 2665.86095109 2669.58246585 0.001 128 100 0.1 +84 2666.12621969 2669.49212168 0.001 128 100 0.1 +85 2665.47777843 2667.70132499 0.001 128 100 0.1 +86 2665.78859697 2671.48204049 0.001 128 100 0.1 +87 2664.97100816 2669.60001783 0.001 128 100 0.1 +88 2664.97384975 2673.15136719 0.001 128 100 0.1 +89 2664.72285612 2668.80994516 0.001 128 100 0.1 +90 2665.08217694 2666.31665413 0.001 128 100 0.1 +91 2664.20876381 2668.75608158 0.001 128 100 0.1 +92 2664.14616141 2666.71606679 0.001 128 100 0.1 +93 2664.25875228 2667.63622067 0.001 128 100 0.1 +94 2664.24079912 2664.80671438 0.001 128 100 0.1 +95 2664.52322539 2665.97486799 0.001 128 100 0.1 +96 2663.60845314 2667.3953575 0.001 128 100 0.1 +97 2664.01028376 2664.6751856 0.001 128 100 0.1 +98 2663.32879261 2665.86371398 0.001 128 100 0.1 +99 2663.50701908 2667.24949118 0.001 128 100 0.1 diff --git a/param_sweep/paramsweep_0.001lr_128bs_100e_1k.tsv b/param_sweep/paramsweep_0.001lr_128bs_100e_1k.tsv new file mode 100644 index 0000000..f6234cb --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3022.29596668 3139.6193773 0.001 128 100 1.0 +1 2829.42222769 2832.49022644 0.001 128 100 1.0 +2 2791.00470146 2801.26995885 0.001 128 100 1.0 +3 2771.85820002 2788.5298239 0.001 128 100 1.0 +4 2759.59283288 2772.35564054 0.001 128 100 1.0 +5 2751.03499425 2749.46128714 0.001 128 100 1.0 +6 2744.03907298 2744.95956415 0.001 128 100 1.0 +7 2738.83969394 2743.18608697 0.001 128 100 1.0 +8 2734.19296854 2739.13312386 0.001 128 100 1.0 +9 2730.41148641 2738.61949353 0.001 128 100 1.0 +10 2726.74993197 2725.79905313 0.001 128 100 1.0 +11 2723.24909453 2730.91879127 0.001 128 100 1.0 +12 2720.24786288 2724.68312367 0.001 128 100 1.0 +13 2717.48078523 2719.2790504 0.001 128 100 1.0 +14 2714.61978191 2716.06214989 0.001 128 100 1.0 +15 2712.40074845 2714.79110012 0.001 128 100 1.0 +16 2709.87922804 2712.99735927 0.001 128 100 1.0 +17 2708.00871421 2713.86335641 0.001 128 100 1.0 +18 2706.19189941 2709.23710256 0.001 128 100 1.0 +19 2704.05109718 2704.4818505 0.001 128 100 1.0 +20 2703.00366286 2705.14817189 0.001 128 100 1.0 +21 2701.14994081 2703.38417978 0.001 128 100 1.0 +22 2700.06293859 2701.53120099 0.001 128 100 1.0 +23 2698.22057886 2700.44945169 0.001 128 100 1.0 +24 2696.59192791 2697.98614654 0.001 128 100 1.0 +25 2695.43572153 2698.73050843 0.001 128 100 1.0 +26 2694.31163598 2696.93547032 0.001 128 100 1.0 +27 2692.92493393 2695.32912724 0.001 128 100 1.0 +28 2692.01624219 2697.25532488 0.001 128 100 1.0 +29 2691.20179365 2695.71660502 0.001 128 100 1.0 +30 2689.88724736 2694.05117384 0.001 128 100 1.0 +31 2688.52226719 2691.58371689 0.001 128 100 1.0 +32 2687.89541071 2690.07303446 0.001 128 100 1.0 +33 2687.04320833 2690.15387721 0.001 128 100 1.0 +34 2686.19670586 2688.35269638 0.001 128 100 1.0 +35 2685.37894811 2688.65349537 0.001 128 100 1.0 +36 2684.69043708 2688.29835712 0.001 128 100 1.0 +37 2684.23396816 2685.26246798 0.001 128 100 1.0 +38 2683.44339823 2688.82695938 0.001 128 100 1.0 +39 2682.65708793 2687.60468405 0.001 128 100 1.0 +40 2681.90513372 2684.22788357 0.001 128 100 1.0 +41 2681.05291772 2684.20862073 0.001 128 100 1.0 +42 2680.39179528 2684.1138853 0.001 128 100 1.0 +43 2679.86492698 2686.77670282 0.001 128 100 1.0 +44 2679.51877868 2682.96491424 0.001 128 100 1.0 +45 2678.62316709 2680.60434047 0.001 128 100 1.0 +46 2677.90155652 2681.78638769 0.001 128 100 1.0 +47 2677.80110429 2680.52614779 0.001 128 100 1.0 +48 2676.87607912 2678.20792565 0.001 128 100 1.0 +49 2676.22006636 2680.7539646 0.001 128 100 1.0 +50 2675.64360207 2679.44876968 0.001 128 100 1.0 +51 2675.23928697 2679.08212881 0.001 128 100 1.0 +52 2675.76123311 2678.45901705 0.001 128 100 1.0 +53 2674.74050137 2677.78168133 0.001 128 100 1.0 +54 2674.1390298 2677.68006655 0.001 128 100 1.0 +55 2673.92427862 2675.49728224 0.001 128 100 1.0 +56 2673.3160879 2677.8223926 0.001 128 100 1.0 +57 2673.07968954 2678.63205814 0.001 128 100 1.0 +58 2672.63345661 2676.7424181 0.001 128 100 1.0 +59 2672.68975326 2675.20794479 0.001 128 100 1.0 +60 2672.15966893 2677.46541606 0.001 128 100 1.0 +61 2671.68520604 2675.02205715 0.001 128 100 1.0 +62 2671.4641652 2675.01569455 0.001 128 100 1.0 +63 2670.7183838 2675.10920928 0.001 128 100 1.0 +64 2670.88901377 2671.99948418 0.001 128 100 1.0 +65 2670.16467167 2673.38900984 0.001 128 100 1.0 +66 2670.1698416 2671.6780322 0.001 128 100 1.0 +67 2669.51238625 2673.12353049 0.001 128 100 1.0 +68 2670.06455277 2674.21567373 0.001 128 100 1.0 +69 2669.3227829 2676.25398234 0.001 128 100 1.0 +70 2668.66982918 2670.88658944 0.001 128 100 1.0 +71 2668.31410625 2671.03341412 0.001 128 100 1.0 +72 2668.11723354 2672.37046589 0.001 128 100 1.0 +73 2668.86036923 2671.18964732 0.001 128 100 1.0 +74 2667.60717703 2671.49897022 0.001 128 100 1.0 +75 2667.5506219 2672.21823978 0.001 128 100 1.0 +76 2667.39683405 2670.44351249 0.001 128 100 1.0 +77 2666.77007441 2668.44772403 0.001 128 100 1.0 +78 2666.91822565 2669.76597324 0.001 128 100 1.0 +79 2666.51569679 2668.85745035 0.001 128 100 1.0 +80 2665.95504402 2669.26377784 0.001 128 100 1.0 +81 2665.88748429 2669.67063049 0.001 128 100 1.0 +82 2665.28339718 2668.09158961 0.001 128 100 1.0 +83 2665.76135611 2668.73860708 0.001 128 100 1.0 +84 2666.09937465 2669.87791848 0.001 128 100 1.0 +85 2665.37719052 2667.83929805 0.001 128 100 1.0 +86 2665.72100793 2671.78794636 0.001 128 100 1.0 +87 2664.96856912 2670.66980424 0.001 128 100 1.0 +88 2664.90928317 2672.50906868 0.001 128 100 1.0 +89 2664.65359664 2667.81115092 0.001 128 100 1.0 +90 2664.98281795 2665.95833971 0.001 128 100 1.0 +91 2664.04263946 2668.63070113 0.001 128 100 1.0 +92 2664.0873506 2666.24980441 0.001 128 100 1.0 +93 2664.22444496 2668.5924196 0.001 128 100 1.0 +94 2664.17440555 2665.19306809 0.001 128 100 1.0 +95 2664.49622533 2667.01477541 0.001 128 100 1.0 +96 2663.63733129 2666.12317198 0.001 128 100 1.0 +97 2663.96457759 2665.23705728 0.001 128 100 1.0 +98 2663.33080059 2666.36673796 0.001 128 100 1.0 +99 2663.52951804 2667.71350074 0.001 128 100 1.0 diff --git a/param_sweep/paramsweep_0.001lr_128bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_128bs_10e_0.01k.tsv new file mode 100644 index 0000000..1d788a2 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3020.83702676 3150.66544332 0.001 128 10 0.01 +1 2829.31415045 2834.79024773 0.001 128 10 0.01 +2 2791.10083148 2800.82233004 0.001 128 10 0.01 +3 2771.9674373 2785.65623413 0.001 128 10 0.01 +4 2759.60430106 2772.55342292 0.001 128 10 0.01 +5 2751.03173543 2750.412403 0.001 128 10 0.01 +6 2744.01328884 2746.5598686 0.001 128 10 0.01 +7 2738.85945875 2744.20225394 0.001 128 10 0.01 +8 2734.1179006 2736.33138005 0.001 128 10 0.01 +9 2730.38067141 2738.32387285 0.001 128 10 0.01 diff --git a/param_sweep/paramsweep_0.001lr_128bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_128bs_10e_0.05k.tsv new file mode 100644 index 0000000..8407283 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3021.66091907 3136.36212963 0.001 128 10 0.05 +1 2829.61478515 2833.24861498 0.001 128 10 0.05 +2 2791.1975384 2801.10044169 0.001 128 10 0.05 +3 2771.99458808 2789.41891124 0.001 128 10 0.05 +4 2759.68190754 2771.91453118 0.001 128 10 0.05 +5 2751.0125052 2750.89639335 0.001 128 10 0.05 +6 2744.06266714 2745.45991379 0.001 128 10 0.05 +7 2738.86912556 2743.93797054 0.001 128 10 0.05 +8 2734.20255953 2737.5827464 0.001 128 10 0.05 +9 2730.40076886 2739.21868465 0.001 128 10 0.05 diff --git a/param_sweep/paramsweep_0.001lr_128bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_128bs_10e_0.1k.tsv new file mode 100644 index 0000000..4888dc2 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3020.9163403 3153.84619421 0.001 128 10 0.1 +1 2829.43061216 2835.53538452 0.001 128 10 0.1 +2 2791.22425864 2800.81855683 0.001 128 10 0.1 +3 2772.13529805 2786.84431624 0.001 128 10 0.1 +4 2759.77759074 2773.11457758 0.001 128 10 0.1 +5 2751.10920903 2750.55949749 0.001 128 10 0.1 +6 2744.08342856 2745.73155455 0.001 128 10 0.1 +7 2738.86697044 2744.82287714 0.001 128 10 0.1 +8 2734.13771567 2737.56269373 0.001 128 10 0.1 +9 2730.46157743 2739.08185153 0.001 128 10 0.1 diff --git a/param_sweep/paramsweep_0.001lr_128bs_10e_1k.tsv b/param_sweep/paramsweep_0.001lr_128bs_10e_1k.tsv new file mode 100644 index 0000000..4bdcb3e --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3020.78806488 3155.1100486 0.001 128 10 1.0 +1 2829.28855425 2834.75456352 0.001 128 10 1.0 +2 2791.10470227 2800.5041952 0.001 128 10 1.0 +3 2772.01906929 2787.37062928 0.001 128 10 1.0 +4 2759.64993798 2772.14267055 0.001 128 10 1.0 +5 2750.98596167 2750.6882539 0.001 128 10 1.0 +6 2743.9826433 2745.22912341 0.001 128 10 1.0 +7 2738.7578839 2744.04499796 0.001 128 10 1.0 +8 2734.0815245 2737.44107995 0.001 128 10 1.0 +9 2730.37383345 2739.27258978 0.001 128 10 1.0 diff --git a/param_sweep/paramsweep_0.001lr_128bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_128bs_25e_0.01k.tsv new file mode 100644 index 0000000..e29b5b4 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3024.04846032 3164.71537358 0.001 128 25 0.01 +1 2829.62457363 2835.80145112 0.001 128 25 0.01 +2 2791.10455503 2798.77935709 0.001 128 25 0.01 +3 2771.66121187 2787.26303655 0.001 128 25 0.01 +4 2759.44542867 2772.53738432 0.001 128 25 0.01 +5 2750.8145578 2751.47429008 0.001 128 25 0.01 +6 2743.9563936 2745.15224992 0.001 128 25 0.01 +7 2738.76954632 2742.99871721 0.001 128 25 0.01 +8 2734.11375975 2737.42655568 0.001 128 25 0.01 +9 2730.30282012 2738.03293471 0.001 128 25 0.01 +10 2726.54027763 2725.20208915 0.001 128 25 0.01 +11 2722.92599715 2729.87673466 0.001 128 25 0.01 +12 2720.07890592 2723.770463 0.001 128 25 0.01 +13 2717.27697374 2718.64991215 0.001 128 25 0.01 +14 2714.49032082 2716.45529519 0.001 128 25 0.01 +15 2712.27572137 2715.09560883 0.001 128 25 0.01 +16 2709.70227008 2712.23413926 0.001 128 25 0.01 +17 2707.89045008 2714.2730043 0.001 128 25 0.01 +18 2706.1370885 2709.3497877 0.001 128 25 0.01 +19 2703.90369582 2704.67037141 0.001 128 25 0.01 +20 2702.84117554 2706.74272386 0.001 128 25 0.01 +21 2701.09876379 2702.32942226 0.001 128 25 0.01 +22 2699.94637909 2701.19917347 0.001 128 25 0.01 +23 2698.03734192 2702.58022003 0.001 128 25 0.01 +24 2696.61921727 2698.66595354 0.001 128 25 0.01 diff --git a/param_sweep/paramsweep_0.001lr_128bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_128bs_25e_0.05k.tsv new file mode 100644 index 0000000..d2ea4fe --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3021.23542185 3141.65859618 0.001 128 25 0.05 +1 2829.27223921 2834.02379461 0.001 128 25 0.05 +2 2791.16483671 2802.24674121 0.001 128 25 0.05 +3 2772.07920471 2786.78391127 0.001 128 25 0.05 +4 2759.74309668 2772.76687418 0.001 128 25 0.05 +5 2751.10633648 2751.01956719 0.001 128 25 0.05 +6 2744.06013464 2745.43384583 0.001 128 25 0.05 +7 2738.83972911 2743.87360144 0.001 128 25 0.05 +8 2734.12497705 2736.87348101 0.001 128 25 0.05 +9 2730.36280656 2739.98525773 0.001 128 25 0.05 +10 2726.72922017 2725.23255912 0.001 128 25 0.05 +11 2723.19016884 2730.74311178 0.001 128 25 0.05 +12 2720.32132143 2725.51579912 0.001 128 25 0.05 +13 2717.46377107 2719.71344706 0.001 128 25 0.05 +14 2714.66064985 2716.0157263 0.001 128 25 0.05 +15 2712.4059537 2714.79652863 0.001 128 25 0.05 +16 2709.85470061 2712.94455347 0.001 128 25 0.05 +17 2708.02639434 2713.62369947 0.001 128 25 0.05 +18 2706.1586752 2709.09075309 0.001 128 25 0.05 +19 2704.06803374 2706.05164951 0.001 128 25 0.05 +20 2702.97098638 2704.7709032 0.001 128 25 0.05 +21 2701.05242321 2704.45725672 0.001 128 25 0.05 +22 2700.00534798 2701.37071003 0.001 128 25 0.05 +23 2698.11654492 2700.62649892 0.001 128 25 0.05 +24 2696.59157748 2697.87771822 0.001 128 25 0.05 diff --git a/param_sweep/paramsweep_0.001lr_128bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_128bs_25e_0.1k.tsv new file mode 100644 index 0000000..1d2c7dc --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3020.50703438 3148.68525885 0.001 128 25 0.1 +1 2829.80921418 2831.20678851 0.001 128 25 0.1 +2 2791.1512124 2798.80618922 0.001 128 25 0.1 +3 2772.02619798 2786.17530417 0.001 128 25 0.1 +4 2759.84937084 2774.78248004 0.001 128 25 0.1 +5 2751.12322641 2751.93062718 0.001 128 25 0.1 +6 2744.08283188 2746.54945738 0.001 128 25 0.1 +7 2738.79824533 2743.52721818 0.001 128 25 0.1 +8 2734.18862188 2736.18414738 0.001 128 25 0.1 +9 2730.25476151 2737.55740712 0.001 128 25 0.1 +10 2726.60448656 2726.06754339 0.001 128 25 0.1 +11 2723.08322851 2729.57222268 0.001 128 25 0.1 +12 2720.08036511 2723.46636228 0.001 128 25 0.1 +13 2717.21709481 2719.96597156 0.001 128 25 0.1 +14 2714.5336946 2716.59723192 0.001 128 25 0.1 +15 2712.31983695 2714.9361668 0.001 128 25 0.1 +16 2709.74845379 2711.71685803 0.001 128 25 0.1 +17 2707.85869979 2712.01424838 0.001 128 25 0.1 +18 2706.10174919 2709.81812831 0.001 128 25 0.1 +19 2703.94616739 2705.63388663 0.001 128 25 0.1 +20 2702.89282623 2704.58189074 0.001 128 25 0.1 +21 2701.02950408 2704.07790887 0.001 128 25 0.1 +22 2700.0065911 2701.93819648 0.001 128 25 0.1 +23 2698.03261265 2702.07557296 0.001 128 25 0.1 +24 2696.60471778 2698.71483675 0.001 128 25 0.1 diff --git a/param_sweep/paramsweep_0.001lr_128bs_25e_1k.tsv b/param_sweep/paramsweep_0.001lr_128bs_25e_1k.tsv new file mode 100644 index 0000000..829b95f --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3020.54369352 3148.10122873 0.001 128 25 1.0 +1 2829.46778223 2833.36783029 0.001 128 25 1.0 +2 2791.27825947 2799.8271237 0.001 128 25 1.0 +3 2772.11750395 2789.00410744 0.001 128 25 1.0 +4 2759.72628127 2771.41188391 0.001 128 25 1.0 +5 2751.08713258 2751.54887854 0.001 128 25 1.0 +6 2744.10213513 2746.55337904 0.001 128 25 1.0 +7 2738.90324089 2742.85078526 0.001 128 25 1.0 +8 2734.18214859 2738.08394843 0.001 128 25 1.0 +9 2730.32838229 2738.50344924 0.001 128 25 1.0 +10 2726.6762992 2725.37434787 0.001 128 25 1.0 +11 2723.20214616 2730.90574911 0.001 128 25 1.0 +12 2720.24440834 2724.90872362 0.001 128 25 1.0 +13 2717.35586366 2718.95635064 0.001 128 25 1.0 +14 2714.59473899 2715.83167414 0.001 128 25 1.0 +15 2712.32135964 2714.47313239 0.001 128 25 1.0 +16 2709.77176797 2712.69121719 0.001 128 25 1.0 +17 2707.91921466 2713.66420674 0.001 128 25 1.0 +18 2706.10674931 2709.05351955 0.001 128 25 1.0 +19 2704.01597112 2705.30030184 0.001 128 25 1.0 +20 2702.94231919 2703.44791029 0.001 128 25 1.0 +21 2701.08183483 2703.34277857 0.001 128 25 1.0 +22 2700.05334596 2702.39960219 0.001 128 25 1.0 +23 2698.10709432 2701.4208947 0.001 128 25 1.0 +24 2696.6138408 2698.0467709 0.001 128 25 1.0 diff --git a/param_sweep/paramsweep_0.001lr_128bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_128bs_50e_0.01k.tsv new file mode 100644 index 0000000..be467e1 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3020.48776283 3145.12986087 0.001 128 50 0.01 +1 2829.41309556 2833.68505206 0.001 128 50 0.01 +2 2791.28353037 2800.01328816 0.001 128 50 0.01 +3 2772.18126084 2786.88860279 0.001 128 50 0.01 +4 2759.719544 2771.69167 0.001 128 50 0.01 +5 2751.05569098 2750.57463468 0.001 128 50 0.01 +6 2744.068819 2745.23836201 0.001 128 50 0.01 +7 2738.89304765 2743.14844123 0.001 128 50 0.01 +8 2734.12465901 2736.63541449 0.001 128 50 0.01 +9 2730.39835432 2738.96806939 0.001 128 50 0.01 +10 2726.73866506 2725.68785431 0.001 128 50 0.01 +11 2723.2335117 2729.84773794 0.001 128 50 0.01 +12 2720.33130788 2725.20771232 0.001 128 50 0.01 +13 2717.51919216 2721.12065448 0.001 128 50 0.01 +14 2714.66498745 2715.58008326 0.001 128 50 0.01 +15 2712.42892442 2714.50683174 0.001 128 50 0.01 +16 2709.8613329 2712.86932035 0.001 128 50 0.01 +17 2707.96670861 2713.00241993 0.001 128 50 0.01 +18 2706.16289725 2709.3645519 0.001 128 50 0.01 +19 2704.115868 2706.25941318 0.001 128 50 0.01 +20 2703.02115477 2704.4022854 0.001 128 50 0.01 +21 2701.14012774 2703.96078065 0.001 128 50 0.01 +22 2700.06653318 2702.87412847 0.001 128 50 0.01 +23 2698.13189712 2701.54304857 0.001 128 50 0.01 +24 2696.62161549 2697.84746766 0.001 128 50 0.01 +25 2695.50498376 2699.31015616 0.001 128 50 0.01 +26 2694.3009294 2697.38445426 0.001 128 50 0.01 +27 2692.93137454 2695.35654661 0.001 128 50 0.01 +28 2692.01050757 2697.32611492 0.001 128 50 0.01 +29 2691.24406323 2695.78999378 0.001 128 50 0.01 +30 2689.8418413 2693.76005458 0.001 128 50 0.01 +31 2688.44596628 2691.04454703 0.001 128 50 0.01 +32 2688.00626546 2690.1296242 0.001 128 50 0.01 +33 2687.10559727 2691.05207337 0.001 128 50 0.01 +34 2686.26876153 2688.844861 0.001 128 50 0.01 +35 2685.3021693 2689.00012791 0.001 128 50 0.01 +36 2684.70440139 2688.80836035 0.001 128 50 0.01 +37 2684.2325533 2685.05613087 0.001 128 50 0.01 +38 2683.57087711 2687.27370405 0.001 128 50 0.01 +39 2682.71056495 2688.13462138 0.001 128 50 0.01 +40 2681.93840129 2684.05172374 0.001 128 50 0.01 +41 2681.00993605 2683.7903789 0.001 128 50 0.01 +42 2680.40772379 2684.71221375 0.001 128 50 0.01 +43 2679.95953815 2683.37924469 0.001 128 50 0.01 +44 2679.58777474 2683.30029157 0.001 128 50 0.01 +45 2678.65761483 2680.81684412 0.001 128 50 0.01 +46 2677.93849365 2682.28215654 0.001 128 50 0.01 +47 2677.86751523 2679.37284195 0.001 128 50 0.01 +48 2676.99675928 2677.59703726 0.001 128 50 0.01 +49 2676.28512873 2682.14284981 0.001 128 50 0.01 diff --git a/param_sweep/paramsweep_0.001lr_128bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_128bs_50e_0.05k.tsv new file mode 100644 index 0000000..fd6154a --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3020.67291482 3148.62454253 0.001 128 50 0.05 +1 2829.45589318 2835.52035797 0.001 128 50 0.05 +2 2791.35242383 2801.15459843 0.001 128 50 0.05 +3 2772.23429644 2787.24245358 0.001 128 50 0.05 +4 2759.83274878 2771.610929 0.001 128 50 0.05 +5 2751.18027582 2751.85959813 0.001 128 50 0.05 +6 2744.16476476 2746.44966549 0.001 128 50 0.05 +7 2738.98494355 2743.55536157 0.001 128 50 0.05 +8 2734.25533079 2738.70753914 0.001 128 50 0.05 +9 2730.43528878 2738.14404297 0.001 128 50 0.05 +10 2726.78453637 2724.88002052 0.001 128 50 0.05 +11 2723.15660237 2729.61251382 0.001 128 50 0.05 +12 2720.25098398 2725.15281943 0.001 128 50 0.05 +13 2717.4366817 2718.44835282 0.001 128 50 0.05 +14 2714.61421336 2716.42319327 0.001 128 50 0.05 +15 2712.33788637 2716.25426289 0.001 128 50 0.05 +16 2709.85103186 2713.6403015 0.001 128 50 0.05 +17 2707.95860853 2712.41874505 0.001 128 50 0.05 +18 2706.14611234 2708.93185209 0.001 128 50 0.05 +19 2703.96888549 2704.90314573 0.001 128 50 0.05 +20 2702.95629271 2704.7405392 0.001 128 50 0.05 +21 2701.05244134 2704.11597753 0.001 128 50 0.05 +22 2699.98564599 2702.49939548 0.001 128 50 0.05 +23 2698.10900979 2701.04660612 0.001 128 50 0.05 +24 2696.59500248 2697.26713839 0.001 128 50 0.05 +25 2695.40130836 2698.86746899 0.001 128 50 0.05 +26 2694.09654751 2696.16291088 0.001 128 50 0.05 +27 2692.87771587 2695.83937928 0.001 128 50 0.05 +28 2691.88940409 2697.40205573 0.001 128 50 0.05 +29 2691.21649562 2694.14476419 0.001 128 50 0.05 +30 2689.75207744 2693.38636071 0.001 128 50 0.05 +31 2688.41525013 2690.73840962 0.001 128 50 0.05 +32 2687.87472009 2690.28804859 0.001 128 50 0.05 +33 2687.06760439 2690.70987504 0.001 128 50 0.05 +34 2686.0830351 2688.28198942 0.001 128 50 0.05 +35 2685.28728035 2688.96870939 0.001 128 50 0.05 +36 2684.60307971 2687.82947874 0.001 128 50 0.05 +37 2684.14209814 2685.63177525 0.001 128 50 0.05 +38 2683.45894915 2687.20776927 0.001 128 50 0.05 +39 2682.60509148 2687.77128738 0.001 128 50 0.05 +40 2681.84240299 2684.92092925 0.001 128 50 0.05 +41 2680.99542952 2682.99263657 0.001 128 50 0.05 +42 2680.33926147 2683.41629944 0.001 128 50 0.05 +43 2679.87760328 2683.26208053 0.001 128 50 0.05 +44 2679.57299351 2682.35138931 0.001 128 50 0.05 +45 2678.61429451 2680.49227713 0.001 128 50 0.05 +46 2677.87410991 2682.90172523 0.001 128 50 0.05 +47 2677.74620048 2679.51716173 0.001 128 50 0.05 +48 2676.8708015 2677.35874014 0.001 128 50 0.05 +49 2676.13090476 2681.23209931 0.001 128 50 0.05 diff --git a/param_sweep/paramsweep_0.001lr_128bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_128bs_50e_0.1k.tsv new file mode 100644 index 0000000..e723fd2 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3022.27929498 3137.43118875 0.001 128 50 0.1 +1 2829.48681682 2832.9201268 0.001 128 50 0.1 +2 2791.1075001 2800.08600379 0.001 128 50 0.1 +3 2771.96307446 2787.87128654 0.001 128 50 0.1 +4 2759.64227174 2771.94065749 0.001 128 50 0.1 +5 2750.98631656 2750.74837551 0.001 128 50 0.1 +6 2744.0205981 2744.7608785 0.001 128 50 0.1 +7 2738.80514621 2744.25227102 0.001 128 50 0.1 +8 2734.17585125 2736.69513465 0.001 128 50 0.1 +9 2730.385843 2736.9291334 0.001 128 50 0.1 +10 2726.65838245 2725.1905646 0.001 128 50 0.1 +11 2723.16842277 2732.16474684 0.001 128 50 0.1 +12 2720.19758584 2724.05934298 0.001 128 50 0.1 +13 2717.3884212 2719.10962708 0.001 128 50 0.1 +14 2714.54265123 2715.63642559 0.001 128 50 0.1 +15 2712.33560188 2715.2162311 0.001 128 50 0.1 +16 2709.81463271 2713.9021925 0.001 128 50 0.1 +17 2707.91782926 2712.70562849 0.001 128 50 0.1 +18 2706.1166259 2709.89715938 0.001 128 50 0.1 +19 2704.04631934 2705.23463828 0.001 128 50 0.1 +20 2702.96075281 2704.50668422 0.001 128 50 0.1 +21 2701.10255449 2704.21364125 0.001 128 50 0.1 +22 2700.00007555 2701.48455939 0.001 128 50 0.1 +23 2698.13300674 2701.47663159 0.001 128 50 0.1 +24 2696.52833185 2698.20299056 0.001 128 50 0.1 +25 2695.46502305 2699.19342333 0.001 128 50 0.1 +26 2694.31856933 2697.38901031 0.001 128 50 0.1 +27 2692.89846331 2696.22201579 0.001 128 50 0.1 +28 2692.02852036 2697.18615793 0.001 128 50 0.1 +29 2691.15169435 2696.20131985 0.001 128 50 0.1 +30 2689.86430489 2693.23904168 0.001 128 50 0.1 +31 2688.48130834 2690.93680772 0.001 128 50 0.1 +32 2687.88600285 2689.60753251 0.001 128 50 0.1 +33 2687.05151922 2689.29800281 0.001 128 50 0.1 +34 2686.21115856 2688.6134591 0.001 128 50 0.1 +35 2685.28771372 2688.53952277 0.001 128 50 0.1 +36 2684.7019119 2690.02707207 0.001 128 50 0.1 +37 2684.19181449 2685.02261452 0.001 128 50 0.1 +38 2683.45740214 2687.30751776 0.001 128 50 0.1 +39 2682.64928869 2687.09302598 0.001 128 50 0.1 +40 2681.82127843 2683.28128221 0.001 128 50 0.1 +41 2681.04571807 2684.10613348 0.001 128 50 0.1 +42 2680.41122647 2684.71113963 0.001 128 50 0.1 +43 2679.87013314 2684.71902822 0.001 128 50 0.1 +44 2679.55423602 2683.01038788 0.001 128 50 0.1 +45 2678.60967462 2680.42730725 0.001 128 50 0.1 +46 2677.8268039 2680.56284264 0.001 128 50 0.1 +47 2677.82072606 2679.66738011 0.001 128 50 0.1 +48 2676.91354302 2677.602125 0.001 128 50 0.1 +49 2676.28541362 2681.0389542 0.001 128 50 0.1 diff --git a/param_sweep/paramsweep_0.001lr_128bs_50e_1k.tsv b/param_sweep/paramsweep_0.001lr_128bs_50e_1k.tsv new file mode 100644 index 0000000..f1c4b9d --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_128bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3020.74676896 3135.50804404 0.001 128 50 1.0 +1 2829.28628568 2834.38255295 0.001 128 50 1.0 +2 2791.13865714 2801.08489418 0.001 128 50 1.0 +3 2771.99371397 2785.87988235 0.001 128 50 1.0 +4 2759.63985481 2772.37222669 0.001 128 50 1.0 +5 2751.00562372 2750.58244578 0.001 128 50 1.0 +6 2744.01127949 2745.8439792 0.001 128 50 1.0 +7 2738.83736585 2743.96242895 0.001 128 50 1.0 +8 2734.08438803 2736.28119258 0.001 128 50 1.0 +9 2730.40172776 2738.88492621 0.001 128 50 1.0 +10 2726.75051409 2725.06073547 0.001 128 50 1.0 +11 2723.20342695 2729.58938301 0.001 128 50 1.0 +12 2720.29188587 2725.36166889 0.001 128 50 1.0 +13 2717.50868558 2720.59928541 0.001 128 50 1.0 +14 2714.66895133 2715.886448 0.001 128 50 1.0 +15 2712.40574146 2714.75448089 0.001 128 50 1.0 +16 2709.84971634 2713.22775846 0.001 128 50 1.0 +17 2708.0488102 2712.25897672 0.001 128 50 1.0 +18 2706.15854798 2708.86502571 0.001 128 50 1.0 +19 2704.08984336 2706.32042593 0.001 128 50 1.0 +20 2703.01151681 2705.08167181 0.001 128 50 1.0 +21 2701.11377368 2703.83071438 0.001 128 50 1.0 +22 2700.05714395 2702.49278455 0.001 128 50 1.0 +23 2698.12432674 2701.28534064 0.001 128 50 1.0 +24 2696.62510535 2697.75192792 0.001 128 50 1.0 +25 2695.46473591 2699.0571163 0.001 128 50 1.0 +26 2694.24618199 2696.53449011 0.001 128 50 1.0 +27 2692.8737281 2695.64489909 0.001 128 50 1.0 +28 2691.97924631 2696.78971837 0.001 128 50 1.0 +29 2691.22247392 2695.02657538 0.001 128 50 1.0 +30 2689.84663853 2692.71365012 0.001 128 50 1.0 +31 2688.44803695 2690.95584369 0.001 128 50 1.0 +32 2687.96428606 2690.39441128 0.001 128 50 1.0 +33 2687.13730966 2690.08737387 0.001 128 50 1.0 +34 2686.29885686 2689.26529823 0.001 128 50 1.0 +35 2685.30451362 2689.28892199 0.001 128 50 1.0 +36 2684.70050787 2688.89579537 0.001 128 50 1.0 +37 2684.25521158 2685.40114919 0.001 128 50 1.0 +38 2683.53596482 2687.95579701 0.001 128 50 1.0 +39 2682.69686426 2688.47086884 0.001 128 50 1.0 +40 2681.91024607 2683.90087611 0.001 128 50 1.0 +41 2680.95913885 2684.84561537 0.001 128 50 1.0 +42 2680.43098295 2684.53746555 0.001 128 50 1.0 +43 2679.89094451 2681.95167416 0.001 128 50 1.0 +44 2679.57934485 2683.16465721 0.001 128 50 1.0 +45 2678.63201246 2680.44913472 0.001 128 50 1.0 +46 2677.94344847 2682.6018818 0.001 128 50 1.0 +47 2677.82651974 2679.24925871 0.001 128 50 1.0 +48 2676.95442499 2678.41041299 0.001 128 50 1.0 +49 2676.28588042 2681.71322066 0.001 128 50 1.0 diff --git a/param_sweep/paramsweep_0.001lr_200bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_200bs_100e_0.01k.tsv new file mode 100644 index 0000000..eb7f6d6 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3088.35220684 3561.95742757 0.001 200 100 0.01 +1 2864.320089 2944.04316621 0.001 200 100 0.01 +2 2816.91422647 2833.27539296 0.001 200 100 0.01 +3 2793.24726961 2811.90713553 0.001 200 100 0.01 +4 2778.73917497 2791.51342773 0.001 200 100 0.01 +5 2768.61331058 2774.13693862 0.001 200 100 0.01 +6 2759.76711384 2760.56510806 0.001 200 100 0.01 +7 2753.41463378 2759.55571308 0.001 200 100 0.01 +8 2749.11161542 2765.21520553 0.001 200 100 0.01 +9 2744.93518127 2744.43485647 0.001 200 100 0.01 +10 2740.41149873 2749.35730097 0.001 200 100 0.01 +11 2736.77760076 2743.26557552 0.001 200 100 0.01 +12 2733.87085902 2736.31482564 0.001 200 100 0.01 +13 2731.3618371 2734.20917016 0.001 200 100 0.01 +14 2727.86190931 2731.81539841 0.001 200 100 0.01 +15 2725.33257558 2726.36723091 0.001 200 100 0.01 +16 2723.65979783 2727.14366719 0.001 200 100 0.01 +17 2721.12688255 2721.83972051 0.001 200 100 0.01 +18 2718.9631176 2719.05380523 0.001 200 100 0.01 +19 2716.81220956 2718.41763638 0.001 200 100 0.01 +20 2715.42480298 2717.67412548 0.001 200 100 0.01 +21 2713.57910006 2715.75091821 0.001 200 100 0.01 +22 2712.37716866 2713.6852906 0.001 200 100 0.01 +23 2710.17848041 2710.6755035 0.001 200 100 0.01 +24 2708.37466109 2712.75659833 0.001 200 100 0.01 +25 2708.41866483 2712.82355075 0.001 200 100 0.01 +26 2706.12903536 2710.51523802 0.001 200 100 0.01 +27 2704.94260527 2707.2859713 0.001 200 100 0.01 +28 2703.7119068 2711.66054977 0.001 200 100 0.01 +29 2702.56210439 2706.3808323 0.001 200 100 0.01 +30 2701.58091253 2705.55024349 0.001 200 100 0.01 +31 2700.02430892 2703.21755497 0.001 200 100 0.01 +32 2699.08358194 2703.77998728 0.001 200 100 0.01 +33 2698.24729277 2700.20864361 0.001 200 100 0.01 +34 2697.49942123 2706.1405195 0.001 200 100 0.01 +35 2696.61031323 2699.51503262 0.001 200 100 0.01 +36 2695.23483817 2697.41794821 0.001 200 100 0.01 +37 2694.8053128 2696.49301515 0.001 200 100 0.01 +38 2693.58786692 2696.81173163 0.001 200 100 0.01 +39 2694.12886724 2697.61695176 0.001 200 100 0.01 +40 2692.4972417 2696.22155692 0.001 200 100 0.01 +41 2691.46468113 2696.82411839 0.001 200 100 0.01 +42 2690.73576346 2692.33590576 0.001 200 100 0.01 +43 2690.65273059 2692.47567556 0.001 200 100 0.01 +44 2689.76485907 2689.48303246 0.001 200 100 0.01 +45 2688.482849 2691.18231656 0.001 200 100 0.01 +46 2687.56229316 2693.09479752 0.001 200 100 0.01 +47 2687.37670281 2691.10810762 0.001 200 100 0.01 +48 2686.56075442 2690.37557091 0.001 200 100 0.01 +49 2685.67556808 2687.80774229 0.001 200 100 0.01 +50 2685.5974069 2689.38605542 0.001 200 100 0.01 +51 2685.11926403 2688.71388259 0.001 200 100 0.01 +52 2684.48236373 2686.40384594 0.001 200 100 0.01 +53 2684.26237826 2696.96290556 0.001 200 100 0.01 +54 2684.502052 2687.91302852 0.001 200 100 0.01 +55 2683.47553534 2691.18310127 0.001 200 100 0.01 +56 2682.69729602 2684.54272554 0.001 200 100 0.01 +57 2682.10672755 2684.08687532 0.001 200 100 0.01 +58 2681.57670643 2682.91483553 0.001 200 100 0.01 +59 2680.74805115 2684.21095711 0.001 200 100 0.01 +60 2680.42132035 2683.84497771 0.001 200 100 0.01 +61 2680.54165623 2683.56518601 0.001 200 100 0.01 +62 2679.46647894 2683.81262931 0.001 200 100 0.01 +63 2679.3888512 2685.91578829 0.001 200 100 0.01 +64 2679.03463544 2681.22303203 0.001 200 100 0.01 +65 2678.10323006 2679.83110277 0.001 200 100 0.01 +66 2678.10103078 2680.25938658 0.001 200 100 0.01 +67 2677.13876281 2680.0102259 0.001 200 100 0.01 +68 2677.42106773 2682.36231356 0.001 200 100 0.01 +69 2676.7636713 2678.62123333 0.001 200 100 0.01 +70 2676.11751228 2680.23780464 0.001 200 100 0.01 +71 2675.97908789 2678.72492774 0.001 200 100 0.01 +72 2675.71958671 2679.66173966 0.001 200 100 0.01 +73 2676.43327164 2678.03748796 0.001 200 100 0.01 +74 2675.39146459 2679.5915462 0.001 200 100 0.01 +75 2674.45115948 2677.6989452 0.001 200 100 0.01 +76 2674.15445869 2675.65421565 0.001 200 100 0.01 +77 2673.61984589 2678.18815867 0.001 200 100 0.01 +78 2673.61884886 2676.9134141 0.001 200 100 0.01 +79 2673.14009942 2675.00534449 0.001 200 100 0.01 +80 2672.72637464 2676.14093076 0.001 200 100 0.01 +81 2672.87176909 2675.10446558 0.001 200 100 0.01 +82 2671.81015604 2675.54322223 0.001 200 100 0.01 +83 2671.99395435 2676.21355022 0.001 200 100 0.01 +84 2671.95822547 2675.58006552 0.001 200 100 0.01 +85 2671.21132061 2674.4584214 0.001 200 100 0.01 +86 2671.26803269 2674.21609946 0.001 200 100 0.01 +87 2670.9080121 2673.80262281 0.001 200 100 0.01 +88 2671.11386485 2673.18429256 0.001 200 100 0.01 +89 2670.29630595 2676.64162724 0.001 200 100 0.01 +90 2670.44338609 2672.74392636 0.001 200 100 0.01 +91 2670.33793013 2673.12515451 0.001 200 100 0.01 +92 2670.01449533 2673.58609061 0.001 200 100 0.01 +93 2669.76232141 2673.46931764 0.001 200 100 0.01 +94 2668.9037214 2672.01864572 0.001 200 100 0.01 +95 2669.26333496 2674.3021518 0.001 200 100 0.01 +96 2669.19840509 2673.14366392 0.001 200 100 0.01 +97 2668.57111005 2671.06798313 0.001 200 100 0.01 +98 2668.82792814 2671.27983977 0.001 200 100 0.01 +99 2668.73992298 2671.75382269 0.001 200 100 0.01 diff --git a/param_sweep/paramsweep_0.001lr_200bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_200bs_100e_0.05k.tsv new file mode 100644 index 0000000..6734e2d --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3089.36200797 3467.10963968 0.001 200 100 0.05 +1 2864.68441425 2941.79680685 0.001 200 100 0.05 +2 2816.83131525 2827.15857937 0.001 200 100 0.05 +3 2793.56754147 2807.46187205 0.001 200 100 0.05 +4 2779.05960937 2791.56951519 0.001 200 100 0.05 +5 2768.80868243 2773.6680327 0.001 200 100 0.05 +6 2760.12985003 2763.48408184 0.001 200 100 0.05 +7 2753.65862965 2758.50863735 0.001 200 100 0.05 +8 2749.27142122 2757.33827901 0.001 200 100 0.05 +9 2745.30600554 2745.58488858 0.001 200 100 0.05 +10 2740.52972877 2747.74832042 0.001 200 100 0.05 +11 2736.89264852 2744.555461 0.001 200 100 0.05 +12 2733.92684063 2736.95967712 0.001 200 100 0.05 +13 2731.38703878 2733.97574092 0.001 200 100 0.05 +14 2728.36312737 2730.18248788 0.001 200 100 0.05 +15 2725.90878434 2727.96561632 0.001 200 100 0.05 +16 2724.09113425 2727.46464162 0.001 200 100 0.05 +17 2721.40121058 2722.89837962 0.001 200 100 0.05 +18 2719.39732275 2719.07771981 0.001 200 100 0.05 +19 2717.03522726 2718.81668353 0.001 200 100 0.05 +20 2715.79855429 2717.50905374 0.001 200 100 0.05 +21 2714.31715514 2717.48234438 0.001 200 100 0.05 +22 2712.59199436 2714.1037481 0.001 200 100 0.05 +23 2710.66237854 2711.62109888 0.001 200 100 0.05 +24 2708.8297464 2710.46552949 0.001 200 100 0.05 +25 2708.91409866 2712.67371749 0.001 200 100 0.05 +26 2706.40238574 2711.91186897 0.001 200 100 0.05 +27 2705.30214977 2706.71250738 0.001 200 100 0.05 +28 2704.16571774 2711.6565903 0.001 200 100 0.05 +29 2702.74383688 2705.87382038 0.001 200 100 0.05 +30 2701.87142473 2706.36108679 0.001 200 100 0.05 +31 2700.14946858 2702.57811613 0.001 200 100 0.05 +32 2699.32465936 2702.69867118 0.001 200 100 0.05 +33 2698.36064784 2700.35440863 0.001 200 100 0.05 +34 2697.50697724 2703.87872326 0.001 200 100 0.05 +35 2696.6294298 2699.39501766 0.001 200 100 0.05 +36 2695.51527283 2697.15786095 0.001 200 100 0.05 +37 2695.07905031 2696.77421614 0.001 200 100 0.05 +38 2693.78453076 2697.23390072 0.001 200 100 0.05 +39 2694.07542358 2695.72958228 0.001 200 100 0.05 +40 2692.69624041 2697.35349369 0.001 200 100 0.05 +41 2691.76341902 2696.34424575 0.001 200 100 0.05 +42 2691.02008767 2694.30404704 0.001 200 100 0.05 +43 2690.86207551 2693.29465626 0.001 200 100 0.05 +44 2690.01948298 2689.94519767 0.001 200 100 0.05 +45 2688.78375516 2691.39730642 0.001 200 100 0.05 +46 2687.80129806 2694.72845121 0.001 200 100 0.05 +47 2687.63076878 2690.12446317 0.001 200 100 0.05 +48 2686.42863505 2690.79372498 0.001 200 100 0.05 +49 2685.76672554 2687.90303509 0.001 200 100 0.05 +50 2685.6777413 2689.11404495 0.001 200 100 0.05 +51 2685.03037091 2686.72780374 0.001 200 100 0.05 +52 2684.5456993 2686.71239861 0.001 200 100 0.05 +53 2684.34253368 2696.24602746 0.001 200 100 0.05 +54 2684.71339942 2687.73473818 0.001 200 100 0.05 +55 2683.7138979 2692.30476079 0.001 200 100 0.05 +56 2682.91571634 2684.42476408 0.001 200 100 0.05 +57 2682.30906963 2684.55885049 0.001 200 100 0.05 +58 2681.67028224 2684.20386162 0.001 200 100 0.05 +59 2680.86161309 2684.54151324 0.001 200 100 0.05 +60 2680.39804822 2684.03416848 0.001 200 100 0.05 +61 2680.64298279 2683.70398673 0.001 200 100 0.05 +62 2679.65850186 2684.39562405 0.001 200 100 0.05 +63 2679.32225162 2687.60764034 0.001 200 100 0.05 +64 2679.26935187 2681.64262341 0.001 200 100 0.05 +65 2678.20389866 2680.34215165 0.001 200 100 0.05 +66 2678.11450953 2680.19270118 0.001 200 100 0.05 +67 2677.34412875 2678.71356143 0.001 200 100 0.05 +68 2677.41791745 2680.51511851 0.001 200 100 0.05 +69 2676.78887277 2678.23509762 0.001 200 100 0.05 +70 2676.17766302 2680.22923544 0.001 200 100 0.05 +71 2675.94730954 2678.79825068 0.001 200 100 0.05 +72 2675.73357092 2679.51817004 0.001 200 100 0.05 +73 2676.5882265 2678.8006006 0.001 200 100 0.05 +74 2675.46886482 2678.3643101 0.001 200 100 0.05 +75 2674.52307664 2678.31264844 0.001 200 100 0.05 +76 2674.20370855 2676.0619347 0.001 200 100 0.05 +77 2673.62418144 2677.1208272 0.001 200 100 0.05 +78 2673.69532453 2677.37074971 0.001 200 100 0.05 +79 2673.2817816 2675.65101428 0.001 200 100 0.05 +80 2672.80350474 2676.48637854 0.001 200 100 0.05 +81 2673.04387974 2676.45213957 0.001 200 100 0.05 +82 2671.8331099 2674.25038418 0.001 200 100 0.05 +83 2672.01349421 2676.04354993 0.001 200 100 0.05 +84 2672.09612343 2676.23174827 0.001 200 100 0.05 +85 2671.19511318 2674.34928728 0.001 200 100 0.05 +86 2671.54744075 2675.38869381 0.001 200 100 0.05 +87 2670.97442268 2673.84945159 0.001 200 100 0.05 +88 2671.36893954 2675.46685569 0.001 200 100 0.05 +89 2670.51675508 2677.45640059 0.001 200 100 0.05 +90 2670.72296796 2674.45089973 0.001 200 100 0.05 +91 2670.27818638 2673.13894216 0.001 200 100 0.05 +92 2669.98844226 2673.02873857 0.001 200 100 0.05 +93 2669.8312164 2673.02529633 0.001 200 100 0.05 +94 2669.08613905 2671.32135302 0.001 200 100 0.05 +95 2669.4428769 2674.44394569 0.001 200 100 0.05 +96 2669.42272805 2675.80648985 0.001 200 100 0.05 +97 2668.70834265 2672.38796513 0.001 200 100 0.05 +98 2669.07338536 2670.76043363 0.001 200 100 0.05 +99 2668.77968317 2670.95739583 0.001 200 100 0.05 diff --git a/param_sweep/paramsweep_0.001lr_200bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_200bs_100e_0.1k.tsv new file mode 100644 index 0000000..39da9c5 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3087.0825769 3490.47981989 0.001 200 100 0.1 +1 2864.52823374 2939.55118971 0.001 200 100 0.1 +2 2816.95950521 2829.11108865 0.001 200 100 0.1 +3 2793.4527851 2810.61499257 0.001 200 100 0.1 +4 2778.84625127 2792.42399711 0.001 200 100 0.1 +5 2768.63135832 2775.77342163 0.001 200 100 0.1 +6 2759.87972325 2763.66931316 0.001 200 100 0.1 +7 2753.41500311 2759.39533136 0.001 200 100 0.1 +8 2749.10425941 2757.24566615 0.001 200 100 0.1 +9 2745.0156846 2745.53365313 0.001 200 100 0.1 +10 2740.40657444 2748.15113472 0.001 200 100 0.1 +11 2736.93662031 2745.49885865 0.001 200 100 0.1 +12 2733.90429011 2736.08586514 0.001 200 100 0.1 +13 2731.4040932 2734.18340423 0.001 200 100 0.1 +14 2728.30112761 2729.81160513 0.001 200 100 0.1 +15 2725.79560761 2728.14247869 0.001 200 100 0.1 +16 2723.93393233 2727.68089933 0.001 200 100 0.1 +17 2721.57577149 2723.08353904 0.001 200 100 0.1 +18 2719.47437898 2719.73389605 0.001 200 100 0.1 +19 2717.07725338 2719.01919421 0.001 200 100 0.1 +20 2715.85380591 2718.02754354 0.001 200 100 0.1 +21 2714.25010699 2716.83764508 0.001 200 100 0.1 +22 2712.7355133 2713.3050306 0.001 200 100 0.1 +23 2710.97425869 2712.08887466 0.001 200 100 0.1 +24 2708.89704663 2711.20673669 0.001 200 100 0.1 +25 2708.81422815 2711.073737 0.001 200 100 0.1 +26 2706.59995586 2710.34826403 0.001 200 100 0.1 +27 2705.301565 2706.65645493 0.001 200 100 0.1 +28 2704.22030624 2710.72163301 0.001 200 100 0.1 +29 2702.80846324 2706.01547796 0.001 200 100 0.1 +30 2701.98523708 2706.53076639 0.001 200 100 0.1 +31 2700.34432755 2702.68504926 0.001 200 100 0.1 +32 2699.61966493 2703.44860303 0.001 200 100 0.1 +33 2698.70507551 2700.88186535 0.001 200 100 0.1 +34 2697.55262311 2704.15392063 0.001 200 100 0.1 +35 2696.90206314 2701.30774463 0.001 200 100 0.1 +36 2695.79718152 2697.07909409 0.001 200 100 0.1 +37 2695.21965913 2696.77505266 0.001 200 100 0.1 +38 2694.03130234 2697.61451596 0.001 200 100 0.1 +39 2694.30599857 2695.21335323 0.001 200 100 0.1 +40 2692.81548649 2697.52819474 0.001 200 100 0.1 +41 2691.84871459 2696.49966343 0.001 200 100 0.1 +42 2691.15150294 2694.29500637 0.001 200 100 0.1 +43 2690.89337391 2695.80464315 0.001 200 100 0.1 +44 2690.19264137 2690.31939709 0.001 200 100 0.1 +45 2688.84739717 2691.64025062 0.001 200 100 0.1 +46 2687.95700119 2694.38208288 0.001 200 100 0.1 +47 2687.79029366 2691.81834117 0.001 200 100 0.1 +48 2686.83344565 2690.21737618 0.001 200 100 0.1 +49 2685.94513043 2688.59859127 0.001 200 100 0.1 +50 2685.86195467 2689.48449404 0.001 200 100 0.1 +51 2685.360336 2687.0425883 0.001 200 100 0.1 +52 2684.69004917 2688.36559195 0.001 200 100 0.1 +53 2684.55247812 2696.80962866 0.001 200 100 0.1 +54 2684.69909993 2687.24276728 0.001 200 100 0.1 +55 2683.68622774 2689.09643088 0.001 200 100 0.1 +56 2682.83863804 2684.71395355 0.001 200 100 0.1 +57 2682.30033063 2684.50243767 0.001 200 100 0.1 +58 2681.59400841 2683.79378193 0.001 200 100 0.1 +59 2680.82479485 2683.93010763 0.001 200 100 0.1 +60 2680.28903094 2685.44921968 0.001 200 100 0.1 +61 2680.75616532 2684.44820298 0.001 200 100 0.1 +62 2679.60738004 2683.83377244 0.001 200 100 0.1 +63 2679.32740031 2687.62729063 0.001 200 100 0.1 +64 2679.0775026 2682.27827737 0.001 200 100 0.1 +65 2678.1294311 2681.11018491 0.001 200 100 0.1 +66 2678.0480638 2680.68302891 0.001 200 100 0.1 +67 2677.23159702 2678.87038934 0.001 200 100 0.1 +68 2677.43502244 2680.50367191 0.001 200 100 0.1 +69 2676.79156553 2679.37814255 0.001 200 100 0.1 +70 2676.08301762 2679.47677817 0.001 200 100 0.1 +71 2675.87887074 2678.1726597 0.001 200 100 0.1 +72 2675.64314564 2680.76411534 0.001 200 100 0.1 +73 2676.58583041 2679.25488001 0.001 200 100 0.1 +74 2675.3606996 2679.21756944 0.001 200 100 0.1 +75 2674.50484025 2678.39857801 0.001 200 100 0.1 +76 2674.24015631 2676.66866383 0.001 200 100 0.1 +77 2673.39724172 2676.79079763 0.001 200 100 0.1 +78 2673.56978954 2678.16236425 0.001 200 100 0.1 +79 2673.25709465 2676.72956734 0.001 200 100 0.1 +80 2672.66790648 2676.62760992 0.001 200 100 0.1 +81 2672.87837357 2675.62755671 0.001 200 100 0.1 +82 2671.81434266 2675.2817901 0.001 200 100 0.1 +83 2671.9494568 2675.82744299 0.001 200 100 0.1 +84 2671.92283237 2675.39098164 0.001 200 100 0.1 +85 2671.17002645 2674.96220675 0.001 200 100 0.1 +86 2671.35109375 2674.49367428 0.001 200 100 0.1 +87 2670.83986893 2673.94495773 0.001 200 100 0.1 +88 2671.26814149 2674.24179491 0.001 200 100 0.1 +89 2670.31823094 2677.18805877 0.001 200 100 0.1 +90 2670.78302875 2673.91197633 0.001 200 100 0.1 +91 2670.18827332 2672.67100907 0.001 200 100 0.1 +92 2670.01177275 2672.13145596 0.001 200 100 0.1 +93 2669.6503968 2675.01218976 0.001 200 100 0.1 +94 2669.02040448 2671.80337997 0.001 200 100 0.1 +95 2669.24219009 2672.58833643 0.001 200 100 0.1 +96 2669.25187513 2674.40506477 0.001 200 100 0.1 +97 2668.49326003 2671.23515457 0.001 200 100 0.1 +98 2668.86695189 2671.39142558 0.001 200 100 0.1 +99 2668.50299546 2671.9116421 0.001 200 100 0.1 diff --git a/param_sweep/paramsweep_0.001lr_200bs_100e_1k.tsv b/param_sweep/paramsweep_0.001lr_200bs_100e_1k.tsv new file mode 100644 index 0000000..1ad09cd --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3088.90282799 3502.20712181 0.001 200 100 1.0 +1 2865.01350637 2947.44061781 0.001 200 100 1.0 +2 2816.91686476 2829.10266277 0.001 200 100 1.0 +3 2793.55990336 2808.09991513 0.001 200 100 1.0 +4 2778.9662056 2791.77368351 0.001 200 100 1.0 +5 2768.66071954 2773.42743422 0.001 200 100 1.0 +6 2760.01279447 2764.54948586 0.001 200 100 1.0 +7 2753.5476706 2759.54299396 0.001 200 100 1.0 +8 2749.16628212 2759.14078792 0.001 200 100 1.0 +9 2745.17314511 2745.11309219 0.001 200 100 1.0 +10 2740.4204507 2747.88989071 0.001 200 100 1.0 +11 2736.94692811 2746.50239519 0.001 200 100 1.0 +12 2733.91095369 2736.8745668 0.001 200 100 1.0 +13 2731.38097593 2733.9411383 0.001 200 100 1.0 +14 2728.29188261 2729.7234727 0.001 200 100 1.0 +15 2725.90732756 2727.26465171 0.001 200 100 1.0 +16 2724.07955646 2727.54119161 0.001 200 100 1.0 +17 2721.47597815 2722.57588852 0.001 200 100 1.0 +18 2719.43933457 2719.20073494 0.001 200 100 1.0 +19 2717.05115033 2719.12714965 0.001 200 100 1.0 +20 2715.7832973 2718.39796369 0.001 200 100 1.0 +21 2714.38851332 2717.0453448 0.001 200 100 1.0 +22 2712.75771049 2713.2888389 0.001 200 100 1.0 +23 2710.66449886 2711.48331488 0.001 200 100 1.0 +24 2708.85587606 2711.80208084 0.001 200 100 1.0 +25 2708.85808759 2714.25818548 0.001 200 100 1.0 +26 2706.39980184 2711.62770142 0.001 200 100 1.0 +27 2705.27412736 2706.6136701 0.001 200 100 1.0 +28 2704.13796938 2712.11610871 0.001 200 100 1.0 +29 2702.68638686 2705.70675163 0.001 200 100 1.0 +30 2702.05344006 2706.33543521 0.001 200 100 1.0 +31 2700.27724091 2702.41020526 0.001 200 100 1.0 +32 2699.42053693 2702.94183478 0.001 200 100 1.0 +33 2698.35112804 2699.84421541 0.001 200 100 1.0 +34 2697.52000942 2704.04672422 0.001 200 100 1.0 +35 2696.68221616 2699.53801732 0.001 200 100 1.0 +36 2695.51520592 2696.96508182 0.001 200 100 1.0 +37 2695.00066753 2696.07660087 0.001 200 100 1.0 +38 2693.79853019 2697.81309891 0.001 200 100 1.0 +39 2694.23133552 2695.65355092 0.001 200 100 1.0 +40 2692.66935145 2697.60013687 0.001 200 100 1.0 +41 2691.74233461 2696.94448858 0.001 200 100 1.0 +42 2690.95202016 2694.00569412 0.001 200 100 1.0 +43 2690.84026109 2692.82519718 0.001 200 100 1.0 +44 2690.01359368 2690.44295745 0.001 200 100 1.0 +45 2688.61813413 2691.53251318 0.001 200 100 1.0 +46 2687.81266791 2694.75181822 0.001 200 100 1.0 +47 2687.66796429 2692.02892576 0.001 200 100 1.0 +48 2686.54583928 2689.51515026 0.001 200 100 1.0 +49 2685.69648945 2688.27816487 0.001 200 100 1.0 +50 2685.70635202 2689.61514755 0.001 200 100 1.0 +51 2685.12774982 2686.66405176 0.001 200 100 1.0 +52 2684.56944438 2686.57813947 0.001 200 100 1.0 +53 2684.4100614 2696.42086529 0.001 200 100 1.0 +54 2684.39099597 2686.65674855 0.001 200 100 1.0 +55 2683.60485688 2692.37837409 0.001 200 100 1.0 +56 2682.78630944 2684.96692151 0.001 200 100 1.0 +57 2682.31211912 2684.65339734 0.001 200 100 1.0 +58 2681.54246444 2682.97521342 0.001 200 100 1.0 +59 2680.76134438 2683.94773243 0.001 200 100 1.0 +60 2680.27463922 2684.77854952 0.001 200 100 1.0 +61 2680.73978879 2684.94638709 0.001 200 100 1.0 +62 2679.57019617 2683.64509936 0.001 200 100 1.0 +63 2679.22019199 2686.01762574 0.001 200 100 1.0 +64 2679.15809948 2682.15497375 0.001 200 100 1.0 +65 2678.13093158 2680.33221097 0.001 200 100 1.0 +66 2678.08315697 2680.03309996 0.001 200 100 1.0 +67 2677.21996435 2678.62634207 0.001 200 100 1.0 +68 2677.4305259 2681.5543584 0.001 200 100 1.0 +69 2676.72083206 2678.91562257 0.001 200 100 1.0 +70 2676.0692145 2679.7289941 0.001 200 100 1.0 +71 2675.79526076 2679.01342167 0.001 200 100 1.0 +72 2675.66753112 2680.64358036 0.001 200 100 1.0 +73 2676.42006064 2678.31192116 0.001 200 100 1.0 +74 2675.25959618 2677.82198834 0.001 200 100 1.0 +75 2674.405478 2676.83435969 0.001 200 100 1.0 +76 2674.13671629 2676.53448871 0.001 200 100 1.0 +77 2673.38856183 2676.87121792 0.001 200 100 1.0 +78 2673.52468852 2676.80659441 0.001 200 100 1.0 +79 2673.1060816 2675.53172241 0.001 200 100 1.0 +80 2672.6558504 2677.32842002 0.001 200 100 1.0 +81 2673.10367332 2675.48383537 0.001 200 100 1.0 +82 2671.72007665 2674.16085786 0.001 200 100 1.0 +83 2671.86234587 2676.33322161 0.001 200 100 1.0 +84 2671.94834671 2676.04119768 0.001 200 100 1.0 +85 2671.02167433 2674.26564507 0.001 200 100 1.0 +86 2671.32374953 2675.23362484 0.001 200 100 1.0 +87 2670.78521162 2673.3581613 0.001 200 100 1.0 +88 2671.18273714 2673.93100763 0.001 200 100 1.0 +89 2670.29607429 2677.85104201 0.001 200 100 1.0 +90 2670.72435577 2672.75757116 0.001 200 100 1.0 +91 2670.32006325 2673.34933302 0.001 200 100 1.0 +92 2669.82424559 2672.21003936 0.001 200 100 1.0 +93 2669.70624641 2674.39635787 0.001 200 100 1.0 +94 2668.93350909 2671.40819892 0.001 200 100 1.0 +95 2669.15378587 2673.28365546 0.001 200 100 1.0 +96 2669.25531401 2675.22113539 0.001 200 100 1.0 +97 2668.55032075 2672.46503934 0.001 200 100 1.0 +98 2668.87794009 2670.64581637 0.001 200 100 1.0 +99 2668.59660971 2671.46001835 0.001 200 100 1.0 diff --git a/param_sweep/paramsweep_0.001lr_200bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_200bs_10e_0.01k.tsv new file mode 100644 index 0000000..fd2802f --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3087.2043636 3491.35667031 0.001 200 10 0.01 +1 2864.63765646 2950.03722888 0.001 200 10 0.01 +2 2816.9396325 2829.50655959 0.001 200 10 0.01 +3 2793.77238481 2811.84496604 0.001 200 10 0.01 +4 2779.25042072 2792.69583439 0.001 200 10 0.01 +5 2768.9720872 2774.22084457 0.001 200 10 0.01 +6 2760.25753402 2763.77457511 0.001 200 10 0.01 +7 2753.74256996 2758.68214805 0.001 200 10 0.01 +8 2749.37457602 2760.55708923 0.001 200 10 0.01 +9 2745.29965592 2745.40093446 0.001 200 10 0.01 diff --git a/param_sweep/paramsweep_0.001lr_200bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_200bs_10e_0.05k.tsv new file mode 100644 index 0000000..9e43adc --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3089.26047636 3462.26687044 0.001 200 10 0.05 +1 2865.07099313 2941.18481119 0.001 200 10 0.05 +2 2816.956132 2828.84402635 0.001 200 10 0.05 +3 2793.55596436 2809.45967805 0.001 200 10 0.05 +4 2779.09410432 2791.80923094 0.001 200 10 0.05 +5 2768.74539816 2773.39268782 0.001 200 10 0.05 +6 2760.17713332 2763.58723616 0.001 200 10 0.05 +7 2753.78224155 2758.30893032 0.001 200 10 0.05 +8 2749.20902248 2757.47153965 0.001 200 10 0.05 +9 2745.28031698 2744.55141844 0.001 200 10 0.05 diff --git a/param_sweep/paramsweep_0.001lr_200bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_200bs_10e_0.1k.tsv new file mode 100644 index 0000000..0a7d86d --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3088.80349981 3482.15599372 0.001 200 10 0.1 +1 2864.72879234 2945.17276287 0.001 200 10 0.1 +2 2816.93898539 2826.43837106 0.001 200 10 0.1 +3 2793.65016739 2808.46889331 0.001 200 10 0.1 +4 2779.13595834 2791.73002388 0.001 200 10 0.1 +5 2768.88630786 2774.50917885 0.001 200 10 0.1 +6 2760.19609355 2763.82855493 0.001 200 10 0.1 +7 2753.69631427 2759.27803183 0.001 200 10 0.1 +8 2749.16354509 2757.59440073 0.001 200 10 0.1 +9 2745.21495743 2745.2283107 0.001 200 10 0.1 diff --git a/param_sweep/paramsweep_0.001lr_200bs_10e_1k.tsv b/param_sweep/paramsweep_0.001lr_200bs_10e_1k.tsv new file mode 100644 index 0000000..200238b --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3089.48539949 3509.04338328 0.001 200 10 1.0 +1 2865.02040669 2947.98139303 0.001 200 10 1.0 +2 2817.0233363 2830.77656185 0.001 200 10 1.0 +3 2793.66338221 2808.55189599 0.001 200 10 1.0 +4 2779.01729487 2790.60266697 0.001 200 10 1.0 +5 2768.71640705 2772.69649633 0.001 200 10 1.0 +6 2760.03427581 2764.88320742 0.001 200 10 1.0 +7 2753.57950716 2758.53449292 0.001 200 10 1.0 +8 2749.27354197 2762.13565163 0.001 200 10 1.0 +9 2745.2561369 2745.07409225 0.001 200 10 1.0 diff --git a/param_sweep/paramsweep_0.001lr_200bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_200bs_25e_0.01k.tsv new file mode 100644 index 0000000..383a4b6 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3088.76156409 3454.51393982 0.001 200 25 0.01 +1 2864.59547302 2945.34534508 0.001 200 25 0.01 +2 2816.91058311 2828.92325722 0.001 200 25 0.01 +3 2793.64857958 2808.43094882 0.001 200 25 0.01 +4 2779.13182582 2791.80546193 0.001 200 25 0.01 +5 2768.91111995 2773.11544771 0.001 200 25 0.01 +6 2760.19724355 2763.83936387 0.001 200 25 0.01 +7 2753.68202215 2758.26128695 0.001 200 25 0.01 +8 2749.24540625 2758.14409385 0.001 200 25 0.01 +9 2745.2414355 2744.85405946 0.001 200 25 0.01 +10 2740.55877777 2747.63562969 0.001 200 25 0.01 +11 2736.95713974 2745.19237301 0.001 200 25 0.01 +12 2733.97743329 2736.98365145 0.001 200 25 0.01 +13 2731.39383203 2733.61936609 0.001 200 25 0.01 +14 2728.41766509 2730.19927523 0.001 200 25 0.01 +15 2726.02732025 2727.06575412 0.001 200 25 0.01 +16 2724.1145385 2727.71070643 0.001 200 25 0.01 +17 2721.47621599 2722.88954481 0.001 200 25 0.01 +18 2719.46293638 2719.11259364 0.001 200 25 0.01 +19 2717.08501839 2718.72067792 0.001 200 25 0.01 +20 2715.85800386 2717.45718716 0.001 200 25 0.01 +21 2714.3882544 2717.30134749 0.001 200 25 0.01 +22 2712.66430926 2713.72825701 0.001 200 25 0.01 +23 2710.74113339 2711.5443365 0.001 200 25 0.01 +24 2708.93569868 2711.37016107 0.001 200 25 0.01 diff --git a/param_sweep/paramsweep_0.001lr_200bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_200bs_25e_0.05k.tsv new file mode 100644 index 0000000..020167f --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3089.81270129 3497.10471159 0.001 200 25 0.05 +1 2865.08338802 2949.66742819 0.001 200 25 0.05 +2 2816.94840014 2828.76488651 0.001 200 25 0.05 +3 2793.53322278 2808.24255488 0.001 200 25 0.05 +4 2779.00626985 2791.60281728 0.001 200 25 0.05 +5 2768.70424092 2772.94518366 0.001 200 25 0.05 +6 2760.0282653 2764.77295949 0.001 200 25 0.05 +7 2753.59673605 2758.81461417 0.001 200 25 0.05 +8 2749.10183429 2759.56498949 0.001 200 25 0.05 +9 2745.1733788 2744.82645803 0.001 200 25 0.05 +10 2740.36675869 2748.82898673 0.001 200 25 0.05 +11 2736.88835135 2746.4944856 0.001 200 25 0.05 +12 2733.82986143 2736.9429878 0.001 200 25 0.05 +13 2731.363577 2734.08339713 0.001 200 25 0.05 +14 2728.30137647 2729.89821297 0.001 200 25 0.05 +15 2725.83096588 2727.88928853 0.001 200 25 0.05 +16 2724.0255187 2727.39283534 0.001 200 25 0.05 +17 2721.44813888 2722.87689431 0.001 200 25 0.05 +18 2719.41758645 2719.13794646 0.001 200 25 0.05 +19 2717.02698181 2718.28582332 0.001 200 25 0.05 +20 2715.85740766 2717.82974109 0.001 200 25 0.05 +21 2714.32361311 2716.92585781 0.001 200 25 0.05 +22 2712.68175169 2713.43797941 0.001 200 25 0.05 +23 2710.6709716 2711.58876169 0.001 200 25 0.05 +24 2708.77706475 2712.32583344 0.001 200 25 0.05 diff --git a/param_sweep/paramsweep_0.001lr_200bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_200bs_25e_0.1k.tsv new file mode 100644 index 0000000..012cd06 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3088.6766807 3448.64654553 0.001 200 25 0.1 +1 2864.60807275 2944.84927841 0.001 200 25 0.1 +2 2816.8788626 2826.33399791 0.001 200 25 0.1 +3 2793.63136752 2807.13987904 0.001 200 25 0.1 +4 2779.15863523 2791.86052428 0.001 200 25 0.1 +5 2768.85875634 2773.07464868 0.001 200 25 0.1 +6 2760.20964954 2763.72428588 0.001 200 25 0.1 +7 2753.7108565 2758.28623038 0.001 200 25 0.1 +8 2749.34782414 2759.79614118 0.001 200 25 0.1 +9 2745.28075067 2745.24367615 0.001 200 25 0.1 +10 2740.57361215 2747.86278597 0.001 200 25 0.1 +11 2736.94293025 2744.5204798 0.001 200 25 0.1 +12 2733.98371881 2736.93546705 0.001 200 25 0.1 +13 2731.45227828 2733.60381672 0.001 200 25 0.1 +14 2728.38394341 2730.03308035 0.001 200 25 0.1 +15 2726.00132287 2728.08936527 0.001 200 25 0.1 +16 2724.12884877 2727.78162998 0.001 200 25 0.1 +17 2721.48932981 2722.8227427 0.001 200 25 0.1 +18 2719.42715643 2719.34729261 0.001 200 25 0.1 +19 2717.0772013 2719.11038377 0.001 200 25 0.1 +20 2715.83184829 2717.53862323 0.001 200 25 0.1 +21 2714.3576982 2717.59527086 0.001 200 25 0.1 +22 2712.67896304 2713.74402346 0.001 200 25 0.1 +23 2710.6787092 2711.69217415 0.001 200 25 0.1 +24 2708.90838839 2710.84691729 0.001 200 25 0.1 diff --git a/param_sweep/paramsweep_0.001lr_200bs_25e_1k.tsv b/param_sweep/paramsweep_0.001lr_200bs_25e_1k.tsv new file mode 100644 index 0000000..ca24521 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3087.93880743 3465.72800074 0.001 200 25 1.0 +1 2864.79038845 2950.05344019 0.001 200 25 1.0 +2 2816.98174112 2827.05714151 0.001 200 25 1.0 +3 2793.8024803 2809.7536327 0.001 200 25 1.0 +4 2779.29377937 2792.5113285 0.001 200 25 1.0 +5 2769.04194799 2773.71662556 0.001 200 25 1.0 +6 2760.3163992 2764.27943085 0.001 200 25 1.0 +7 2753.74791535 2758.41601329 0.001 200 25 1.0 +8 2749.41869311 2758.79118228 0.001 200 25 1.0 +9 2745.32419785 2745.77306872 0.001 200 25 1.0 +10 2740.62091196 2749.04902699 0.001 200 25 1.0 +11 2737.02904622 2745.42702436 0.001 200 25 1.0 +12 2733.9746642 2736.69221663 0.001 200 25 1.0 +13 2731.46853514 2733.41831606 0.001 200 25 1.0 +14 2728.40714523 2730.09774681 0.001 200 25 1.0 +15 2725.96316898 2728.17589328 0.001 200 25 1.0 +16 2724.17201954 2727.11328919 0.001 200 25 1.0 +17 2721.47536428 2722.73706101 0.001 200 25 1.0 +18 2719.4342923 2719.49547943 0.001 200 25 1.0 +19 2716.9905569 2719.11255163 0.001 200 25 1.0 +20 2715.78755476 2717.77492382 0.001 200 25 1.0 +21 2714.48216653 2717.44814229 0.001 200 25 1.0 +22 2712.69019501 2713.74607274 0.001 200 25 1.0 +23 2710.71161172 2711.67929071 0.001 200 25 1.0 +24 2708.89517318 2711.34964952 0.001 200 25 1.0 diff --git a/param_sweep/paramsweep_0.001lr_200bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_200bs_50e_0.01k.tsv new file mode 100644 index 0000000..bb940da --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3088.11394543 3478.58064016 0.001 200 50 0.01 +1 2864.75290811 2943.9228805 0.001 200 50 0.01 +2 2816.90777253 2828.74221784 0.001 200 50 0.01 +3 2793.68616243 2808.91280819 0.001 200 50 0.01 +4 2779.21744581 2792.36055416 0.001 200 50 0.01 +5 2768.90574172 2773.41149412 0.001 200 50 0.01 +6 2760.23059503 2764.43722925 0.001 200 50 0.01 +7 2753.71119085 2758.44859509 0.001 200 50 0.01 +8 2749.35273968 2758.87503548 0.001 200 50 0.01 +9 2745.31288557 2745.67367548 0.001 200 50 0.01 +10 2740.57310384 2747.74107136 0.001 200 50 0.01 +11 2736.91102811 2745.27948967 0.001 200 50 0.01 +12 2733.94189858 2737.32111868 0.001 200 50 0.01 +13 2731.32341129 2733.23249376 0.001 200 50 0.01 +14 2728.30067045 2730.09519991 0.001 200 50 0.01 +15 2725.9062651 2728.29795613 0.001 200 50 0.01 +16 2724.05120648 2727.53306355 0.001 200 50 0.01 +17 2721.40438662 2722.33049452 0.001 200 50 0.01 +18 2719.41285041 2719.2489072 0.001 200 50 0.01 +19 2716.94469124 2718.96262921 0.001 200 50 0.01 +20 2715.76161459 2717.09415566 0.001 200 50 0.01 +21 2714.40672453 2717.58688699 0.001 200 50 0.01 +22 2712.60737752 2713.39155441 0.001 200 50 0.01 +23 2710.66274796 2711.67577238 0.001 200 50 0.01 +24 2708.79264638 2712.13432402 0.001 200 50 0.01 +25 2708.83903191 2713.27294875 0.001 200 50 0.01 +26 2706.35821865 2711.93679232 0.001 200 50 0.01 +27 2705.20569819 2706.15610902 0.001 200 50 0.01 +28 2704.19471798 2711.94680022 0.001 200 50 0.01 +29 2702.65738589 2706.30178675 0.001 200 50 0.01 +30 2701.82192931 2706.37988795 0.001 200 50 0.01 +31 2700.13043041 2703.68568365 0.001 200 50 0.01 +32 2699.38559689 2702.42028645 0.001 200 50 0.01 +33 2698.38938171 2700.76345341 0.001 200 50 0.01 +34 2697.49486257 2704.13396598 0.001 200 50 0.01 +35 2696.61796005 2699.74706518 0.001 200 50 0.01 +36 2695.52896857 2697.68652157 0.001 200 50 0.01 +37 2695.1321138 2696.30902041 0.001 200 50 0.01 +38 2693.83587014 2697.26863545 0.001 200 50 0.01 +39 2694.09170931 2695.78962407 0.001 200 50 0.01 +40 2692.74755644 2696.67320587 0.001 200 50 0.01 +41 2691.66680378 2696.56510339 0.001 200 50 0.01 +42 2691.05645334 2694.16446536 0.001 200 50 0.01 +43 2690.84810526 2692.47854924 0.001 200 50 0.01 +44 2689.99543883 2690.60497067 0.001 200 50 0.01 +45 2688.6759301 2691.40313452 0.001 200 50 0.01 +46 2687.82804543 2694.34861367 0.001 200 50 0.01 +47 2687.57077344 2690.68042226 0.001 200 50 0.01 +48 2686.40775149 2690.40665239 0.001 200 50 0.01 +49 2685.74832276 2688.19097025 0.001 200 50 0.01 diff --git a/param_sweep/paramsweep_0.001lr_200bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_200bs_50e_0.05k.tsv new file mode 100644 index 0000000..22dfe6b --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3086.88806338 3501.924737 0.001 200 50 0.05 +1 2864.40651699 2949.84713809 0.001 200 50 0.05 +2 2816.85886234 2829.11835732 0.001 200 50 0.05 +3 2793.7888997 2811.88034262 0.001 200 50 0.05 +4 2779.26963632 2792.11965972 0.001 200 50 0.05 +5 2768.92198769 2773.95152525 0.001 200 50 0.05 +6 2760.21444819 2764.06165414 0.001 200 50 0.05 +7 2753.66482781 2758.76667952 0.001 200 50 0.05 +8 2749.43612342 2759.58919069 0.001 200 50 0.05 +9 2745.31722571 2745.64354115 0.001 200 50 0.05 +10 2740.58378505 2748.20223666 0.001 200 50 0.05 +11 2736.95415427 2744.15787403 0.001 200 50 0.05 +12 2733.94794114 2737.38517782 0.001 200 50 0.05 +13 2731.45889178 2733.48993048 0.001 200 50 0.05 +14 2728.31722802 2729.7971943 0.001 200 50 0.05 +15 2725.99900565 2727.4921903 0.001 200 50 0.05 +16 2724.06674934 2727.14823864 0.001 200 50 0.05 +17 2721.47762719 2722.77419046 0.001 200 50 0.05 +18 2719.50053943 2719.36048134 0.001 200 50 0.05 +19 2717.08683758 2719.26162305 0.001 200 50 0.05 +20 2715.83928809 2718.28440562 0.001 200 50 0.05 +21 2714.40701762 2717.33716334 0.001 200 50 0.05 +22 2712.68486373 2713.97578993 0.001 200 50 0.05 +23 2710.67437201 2711.46315017 0.001 200 50 0.05 +24 2708.81836448 2711.73017373 0.001 200 50 0.05 +25 2708.76760105 2712.91972862 0.001 200 50 0.05 +26 2706.34661682 2711.75607691 0.001 200 50 0.05 +27 2705.33687129 2706.7690425 0.001 200 50 0.05 +28 2704.34992271 2711.4615831 0.001 200 50 0.05 +29 2702.77989168 2706.288296 0.001 200 50 0.05 +30 2701.86232305 2706.07446709 0.001 200 50 0.05 +31 2700.20382689 2703.18678578 0.001 200 50 0.05 +32 2699.41413147 2702.87589721 0.001 200 50 0.05 +33 2698.40356821 2700.59448055 0.001 200 50 0.05 +34 2697.55433375 2703.71408052 0.001 200 50 0.05 +35 2696.65593822 2699.30233432 0.001 200 50 0.05 +36 2695.5861098 2697.55036766 0.001 200 50 0.05 +37 2695.07649092 2696.60186546 0.001 200 50 0.05 +38 2693.88364218 2696.73528481 0.001 200 50 0.05 +39 2694.20556112 2696.33327063 0.001 200 50 0.05 +40 2692.76909126 2698.04032895 0.001 200 50 0.05 +41 2691.77962196 2696.86621234 0.001 200 50 0.05 +42 2691.01990344 2694.12979319 0.001 200 50 0.05 +43 2690.89312588 2692.36976848 0.001 200 50 0.05 +44 2690.06135137 2690.67224611 0.001 200 50 0.05 +45 2688.68941067 2691.03023796 0.001 200 50 0.05 +46 2687.88763374 2694.65840152 0.001 200 50 0.05 +47 2687.60227508 2691.05882109 0.001 200 50 0.05 +48 2686.446853 2690.41749867 0.001 200 50 0.05 +49 2685.74611001 2688.24921249 0.001 200 50 0.05 diff --git a/param_sweep/paramsweep_0.001lr_200bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_200bs_50e_0.1k.tsv new file mode 100644 index 0000000..1ab0adb --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3088.94143579 3481.56749205 0.001 200 50 0.1 +1 2865.06915353 2947.8165841 0.001 200 50 0.1 +2 2817.06289844 2831.04942424 0.001 200 50 0.1 +3 2793.65500051 2808.41451064 0.001 200 50 0.1 +4 2778.99507074 2792.20374632 0.001 200 50 0.1 +5 2768.76119574 2773.62515498 0.001 200 50 0.1 +6 2760.10997432 2764.2549505 0.001 200 50 0.1 +7 2753.64269157 2759.22988711 0.001 200 50 0.1 +8 2749.16335809 2758.18658786 0.001 200 50 0.1 +9 2745.22426473 2745.36037584 0.001 200 50 0.1 +10 2740.56969957 2749.99556066 0.001 200 50 0.1 +11 2737.04038775 2747.3251491 0.001 200 50 0.1 +12 2734.0114639 2736.74944356 0.001 200 50 0.1 +13 2731.49351996 2734.7414168 0.001 200 50 0.1 +14 2728.38156882 2729.84345824 0.001 200 50 0.1 +15 2725.98473111 2727.83443811 0.001 200 50 0.1 +16 2724.1151401 2727.14261267 0.001 200 50 0.1 +17 2721.50049477 2722.43018652 0.001 200 50 0.1 +18 2719.46762594 2719.46064528 0.001 200 50 0.1 +19 2717.06302568 2718.60842785 0.001 200 50 0.1 +20 2715.83991134 2719.16393973 0.001 200 50 0.1 +21 2714.2721441 2717.16859101 0.001 200 50 0.1 +22 2712.77895669 2713.83918462 0.001 200 50 0.1 +23 2710.65184317 2711.42980514 0.001 200 50 0.1 +24 2708.80178572 2711.46080213 0.001 200 50 0.1 +25 2708.94995343 2713.57565232 0.001 200 50 0.1 +26 2706.44575848 2710.47234115 0.001 200 50 0.1 +27 2705.25994625 2706.2754023 0.001 200 50 0.1 +28 2704.21006463 2712.23231451 0.001 200 50 0.1 +29 2702.65418454 2706.0851598 0.001 200 50 0.1 +30 2701.98614252 2706.76809488 0.001 200 50 0.1 +31 2700.24412205 2703.02847856 0.001 200 50 0.1 +32 2699.43656727 2703.49567176 0.001 200 50 0.1 +33 2698.4000645 2700.16247255 0.001 200 50 0.1 +34 2697.43846359 2703.93157247 0.001 200 50 0.1 +35 2696.67292328 2699.89656 0.001 200 50 0.1 +36 2695.55173691 2696.91277318 0.001 200 50 0.1 +37 2695.01617644 2696.63914895 0.001 200 50 0.1 +38 2693.80485432 2697.44590908 0.001 200 50 0.1 +39 2694.23147102 2695.7256863 0.001 200 50 0.1 +40 2692.65406246 2698.0130893 0.001 200 50 0.1 +41 2691.71349404 2696.26669772 0.001 200 50 0.1 +42 2690.98538855 2694.18658179 0.001 200 50 0.1 +43 2690.78327487 2693.11601861 0.001 200 50 0.1 +44 2689.9369586 2690.15556846 0.001 200 50 0.1 +45 2688.63362374 2691.23047388 0.001 200 50 0.1 +46 2687.72996488 2695.46569848 0.001 200 50 0.1 +47 2687.69570152 2691.78513991 0.001 200 50 0.1 +48 2686.53774041 2689.53644557 0.001 200 50 0.1 +49 2685.73625086 2688.72680197 0.001 200 50 0.1 diff --git a/param_sweep/paramsweep_0.001lr_200bs_50e_1k.tsv b/param_sweep/paramsweep_0.001lr_200bs_50e_1k.tsv new file mode 100644 index 0000000..52617d2 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_200bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 3089.14165878 3515.07761011 0.001 200 50 1.0 +1 2865.03910156 2948.40382913 0.001 200 50 1.0 +2 2817.13726731 2829.5400554 0.001 200 50 1.0 +3 2793.8184113 2811.9477371 0.001 200 50 1.0 +4 2779.12850429 2792.35826026 0.001 200 50 1.0 +5 2768.90363959 2774.22785743 0.001 200 50 1.0 +6 2760.1031721 2765.00125758 0.001 200 50 1.0 +7 2753.63407208 2759.25600875 0.001 200 50 1.0 +8 2749.19385292 2758.27391878 0.001 200 50 1.0 +9 2745.23041976 2745.05150107 0.001 200 50 1.0 +10 2740.47530162 2749.5541474 0.001 200 50 1.0 +11 2736.8880198 2745.0228792 0.001 200 50 1.0 +12 2733.86626089 2736.84028955 0.001 200 50 1.0 +13 2731.25675315 2734.14943694 0.001 200 50 1.0 +14 2728.20090551 2730.30135076 0.001 200 50 1.0 +15 2725.75411076 2727.88361074 0.001 200 50 1.0 +16 2723.98956625 2728.0351091 0.001 200 50 1.0 +17 2721.48912899 2722.3012854 0.001 200 50 1.0 +18 2719.39972917 2719.13882779 0.001 200 50 1.0 +19 2716.99796624 2719.24231541 0.001 200 50 1.0 +20 2715.83399841 2717.90892995 0.001 200 50 1.0 +21 2714.17773567 2716.35915607 0.001 200 50 1.0 +22 2712.69662274 2714.01465264 0.001 200 50 1.0 +23 2710.88201819 2711.71295411 0.001 200 50 1.0 +24 2708.90217244 2711.13301276 0.001 200 50 1.0 +25 2708.70745739 2711.79575933 0.001 200 50 1.0 +26 2706.36139743 2711.12258754 0.001 200 50 1.0 +27 2705.17950898 2706.03686897 0.001 200 50 1.0 +28 2704.06655155 2712.51974645 0.001 200 50 1.0 +29 2702.70987185 2706.20728193 0.001 200 50 1.0 +30 2701.86899315 2706.26129816 0.001 200 50 1.0 +31 2700.12023035 2701.94501888 0.001 200 50 1.0 +32 2699.39437514 2703.9278156 0.001 200 50 1.0 +33 2698.369266 2700.37091776 0.001 200 50 1.0 +34 2697.50388763 2703.68713309 0.001 200 50 1.0 +35 2696.65321115 2699.35750077 0.001 200 50 1.0 +36 2695.51339106 2697.22851142 0.001 200 50 1.0 +37 2694.98009879 2696.36954488 0.001 200 50 1.0 +38 2693.81112277 2697.20508839 0.001 200 50 1.0 +39 2694.08423339 2695.42211541 0.001 200 50 1.0 +40 2692.7060114 2697.41565992 0.001 200 50 1.0 +41 2691.70578936 2696.53435988 0.001 200 50 1.0 +42 2690.89957038 2693.93017018 0.001 200 50 1.0 +43 2690.63904925 2692.43615233 0.001 200 50 1.0 +44 2689.93415053 2690.32816561 0.001 200 50 1.0 +45 2688.63272569 2691.16901673 0.001 200 50 1.0 +46 2687.78583247 2694.45628529 0.001 200 50 1.0 +47 2687.61358351 2692.11736349 0.001 200 50 1.0 +48 2686.53057145 2689.64632333 0.001 200 50 1.0 +49 2685.69302625 2687.95224973 0.001 200 50 1.0 diff --git a/param_sweep/paramsweep_0.001lr_50bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_50bs_100e_0.01k.tsv new file mode 100644 index 0000000..8c54586 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.12577257 2827.55165231 0.001 50 100 0.01 +1 2786.19601784 2784.49558353 0.001 50 100 0.01 +2 2759.50735659 2762.76580752 0.001 50 100 0.01 +3 2746.06978285 2741.0128685 0.001 50 100 0.01 +4 2736.79982598 2730.91023514 0.001 50 100 0.01 +5 2729.3432627 2722.60270805 0.001 50 100 0.01 +6 2723.39975757 2719.4348574 0.001 50 100 0.01 +7 2718.35152956 2718.99460837 0.001 50 100 0.01 +8 2714.6612565 2713.06685299 0.001 50 100 0.01 +9 2711.52043161 2706.70748032 0.001 50 100 0.01 +10 2708.00453187 2706.54222793 0.001 50 100 0.01 +11 2705.42764759 2706.58818331 0.001 50 100 0.01 +12 2702.61000962 2700.80713171 0.001 50 100 0.01 +13 2700.64390877 2699.16774562 0.001 50 100 0.01 +14 2698.62626088 2699.44012253 0.001 50 100 0.01 +15 2696.69218525 2696.82879674 0.001 50 100 0.01 +16 2695.56098837 2690.91274517 0.001 50 100 0.01 +17 2693.95830748 2693.97934328 0.001 50 100 0.01 +18 2692.49763651 2694.67349249 0.001 50 100 0.01 +19 2690.8063519 2688.22611296 0.001 50 100 0.01 +20 2689.39439812 2688.82869544 0.001 50 100 0.01 +21 2689.17112427 2685.99405987 0.001 50 100 0.01 +22 2687.88927233 2684.78120799 0.001 50 100 0.01 +23 2686.68650194 2686.46186411 0.001 50 100 0.01 +24 2685.73628616 2682.40117253 0.001 50 100 0.01 +25 2684.55098625 2683.50321537 0.001 50 100 0.01 +26 2683.91411409 2682.51397203 0.001 50 100 0.01 +27 2683.39486277 2687.79508853 0.001 50 100 0.01 +28 2683.24385631 2683.06818572 0.001 50 100 0.01 +29 2682.06331238 2683.84249989 0.001 50 100 0.01 +30 2681.08592209 2681.65523656 0.001 50 100 0.01 +31 2680.58926967 2678.10836856 0.001 50 100 0.01 +32 2679.68195145 2677.95524244 0.001 50 100 0.01 +33 2679.76140917 2677.0158612 0.001 50 100 0.01 +34 2679.07097077 2678.62942161 0.001 50 100 0.01 +35 2678.48811515 2676.45836725 0.001 50 100 0.01 +36 2678.28058385 2675.63774853 0.001 50 100 0.01 +37 2678.22114039 2676.31828935 0.001 50 100 0.01 +38 2677.42298156 2678.26836703 0.001 50 100 0.01 +39 2677.55699702 2675.22299189 0.001 50 100 0.01 +40 2676.94636477 2674.11891889 0.001 50 100 0.01 +41 2676.58198231 2678.62531136 0.001 50 100 0.01 +42 2675.9339982 2674.87881289 0.001 50 100 0.01 +43 2675.96082047 2674.57440454 0.001 50 100 0.01 +44 2675.85034766 2674.44395315 0.001 50 100 0.01 +45 2674.69715495 2672.55460487 0.001 50 100 0.01 +46 2674.71211157 2675.03666404 0.001 50 100 0.01 +47 2674.84899188 2674.7179695 0.001 50 100 0.01 +48 2674.06687223 2673.47645047 0.001 50 100 0.01 +49 2673.75468855 2673.00619781 0.001 50 100 0.01 +50 2674.20569124 2674.16259345 0.001 50 100 0.01 +51 2673.20261646 2673.91307473 0.001 50 100 0.01 +52 2674.18417569 2674.63668747 0.001 50 100 0.01 +53 2673.4057293 2672.60321407 0.001 50 100 0.01 +54 2673.48649669 2676.49742695 0.001 50 100 0.01 +55 2673.52538144 2671.00207123 0.001 50 100 0.01 +56 2672.195876 2672.12485015 0.001 50 100 0.01 +57 2673.15238146 2672.32614107 0.001 50 100 0.01 +58 2672.52384004 2673.34888302 0.001 50 100 0.01 +59 2673.02736351 2669.47789384 0.001 50 100 0.01 +60 2672.63689105 2669.50934316 0.001 50 100 0.01 +61 2672.22797801 2669.96400303 0.001 50 100 0.01 +62 2671.64140294 2674.33108456 0.001 50 100 0.01 +63 2671.8741623 2667.34322344 0.001 50 100 0.01 +64 2671.79242541 2671.45230762 0.001 50 100 0.01 +65 2671.32283371 2668.89864196 0.001 50 100 0.01 +66 2671.32255658 2669.8374929 0.001 50 100 0.01 +67 2671.44027773 2670.08573677 0.001 50 100 0.01 +68 2671.87245687 2671.4665532 0.001 50 100 0.01 +69 2671.71402545 2669.53667851 0.001 50 100 0.01 +70 2671.23642287 2669.3315299 0.001 50 100 0.01 +71 2671.12842876 2670.02737269 0.001 50 100 0.01 +72 2670.72300792 2672.80942467 0.001 50 100 0.01 +73 2671.15468675 2668.38000745 0.001 50 100 0.01 +74 2670.11847208 2668.09547626 0.001 50 100 0.01 +75 2669.88364444 2666.860697 0.001 50 100 0.01 +76 2670.43673495 2668.81035828 0.001 50 100 0.01 +77 2670.20731344 2667.52699738 0.001 50 100 0.01 +78 2670.28499661 2667.86454957 0.001 50 100 0.01 +79 2669.84602578 2672.29219805 0.001 50 100 0.01 +80 2670.03652041 2667.34097996 0.001 50 100 0.01 +81 2669.82090725 2670.34899506 0.001 50 100 0.01 +82 2669.61180909 2671.59309087 0.001 50 100 0.01 +83 2670.21644017 2670.35761 0.001 50 100 0.01 +84 2670.37701164 2669.91178261 0.001 50 100 0.01 +85 2669.44454034 2666.82051369 0.001 50 100 0.01 +86 2669.68740061 2668.01886792 0.001 50 100 0.01 +87 2669.4203158 2669.90848834 0.001 50 100 0.01 +88 2669.83112492 2670.07907355 0.001 50 100 0.01 +89 2669.44631191 2667.72648501 0.001 50 100 0.01 +90 2670.00966167 2667.44249951 0.001 50 100 0.01 +91 2669.30463412 2667.05969588 0.001 50 100 0.01 +92 2668.92143315 2668.09891056 0.001 50 100 0.01 +93 2668.43986082 2665.99590096 0.001 50 100 0.01 +94 2668.60030401 2666.47831443 0.001 50 100 0.01 +95 2669.03412457 2667.6319223 0.001 50 100 0.01 +96 2668.77530439 2666.01436602 0.001 50 100 0.01 +97 2669.06915026 2666.42367128 0.001 50 100 0.01 +98 2668.52954467 2664.25562457 0.001 50 100 0.01 +99 2669.58827321 2664.86896744 0.001 50 100 0.01 diff --git a/param_sweep/paramsweep_0.001lr_50bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_50bs_100e_0.05k.tsv new file mode 100644 index 0000000..882e896 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2919.46152367 2831.30111922 0.001 50 100 0.05 +1 2786.14615579 2784.0406011 0.001 50 100 0.05 +2 2759.55357228 2762.47050053 0.001 50 100 0.05 +3 2746.13382449 2741.53439068 0.001 50 100 0.05 +4 2736.9427315 2732.65748237 0.001 50 100 0.05 +5 2729.38955942 2725.38031881 0.001 50 100 0.05 +6 2723.54988395 2721.49689339 0.001 50 100 0.05 +7 2718.36181272 2715.57499132 0.001 50 100 0.05 +8 2714.67837918 2713.20223433 0.001 50 100 0.05 +9 2711.5046395 2706.46761239 0.001 50 100 0.05 +10 2707.96030281 2704.50826297 0.001 50 100 0.05 +11 2705.40846942 2702.67028178 0.001 50 100 0.05 +12 2702.62202547 2699.31391676 0.001 50 100 0.05 +13 2700.6481362 2698.08852595 0.001 50 100 0.05 +14 2698.57902865 2699.60380971 0.001 50 100 0.05 +15 2696.77761697 2698.31221992 0.001 50 100 0.05 +16 2695.55972051 2691.13350291 0.001 50 100 0.05 +17 2693.90891755 2692.8947021 0.001 50 100 0.05 +18 2692.36660079 2690.69378137 0.001 50 100 0.05 +19 2690.67992116 2688.09212831 0.001 50 100 0.05 +20 2689.38929957 2690.18150338 0.001 50 100 0.05 +21 2689.16100243 2688.05779317 0.001 50 100 0.05 +22 2687.78116788 2684.37064048 0.001 50 100 0.05 +23 2686.63610932 2686.46782945 0.001 50 100 0.05 +24 2685.66788811 2683.72524984 0.001 50 100 0.05 +25 2684.67485319 2683.13887774 0.001 50 100 0.05 +26 2683.89429183 2684.83456695 0.001 50 100 0.05 +27 2683.42517537 2690.99830875 0.001 50 100 0.05 +28 2683.06839597 2682.99536973 0.001 50 100 0.05 +29 2682.04807737 2682.30247903 0.001 50 100 0.05 +30 2681.15034212 2685.29910961 0.001 50 100 0.05 +31 2680.74071703 2678.61173051 0.001 50 100 0.05 +32 2679.81154115 2679.07001841 0.001 50 100 0.05 +33 2679.71075576 2675.07542171 0.001 50 100 0.05 +34 2679.09112854 2679.1420567 0.001 50 100 0.05 +35 2678.5946439 2676.39002655 0.001 50 100 0.05 +36 2678.4223277 2676.1899372 0.001 50 100 0.05 +37 2678.25627197 2676.41709629 0.001 50 100 0.05 +38 2677.45368046 2679.28228725 0.001 50 100 0.05 +39 2677.63082063 2674.53356864 0.001 50 100 0.05 +40 2677.07447879 2675.47993799 0.001 50 100 0.05 +41 2676.76042506 2677.01028518 0.001 50 100 0.05 +42 2676.05317045 2672.6387587 0.001 50 100 0.05 +43 2676.00033588 2677.84922659 0.001 50 100 0.05 +44 2675.97885877 2674.41126445 0.001 50 100 0.05 +45 2674.97073033 2672.65815131 0.001 50 100 0.05 +46 2674.86302116 2673.14517264 0.001 50 100 0.05 +47 2674.97981525 2674.80602024 0.001 50 100 0.05 +48 2674.24562362 2672.41575981 0.001 50 100 0.05 +49 2673.97172803 2672.91095029 0.001 50 100 0.05 +50 2674.154857 2675.2789505 0.001 50 100 0.05 +51 2673.29913967 2674.25661934 0.001 50 100 0.05 +52 2674.26885285 2674.07996469 0.001 50 100 0.05 +53 2673.49381027 2675.32828231 0.001 50 100 0.05 +54 2673.59975882 2673.83850448 0.001 50 100 0.05 +55 2673.55956328 2673.69538019 0.001 50 100 0.05 +56 2672.57972069 2671.73275378 0.001 50 100 0.05 +57 2673.24325108 2673.68039985 0.001 50 100 0.05 +58 2672.62592868 2673.2311741 0.001 50 100 0.05 +59 2673.17585857 2669.72280376 0.001 50 100 0.05 +60 2672.77077148 2670.52740117 0.001 50 100 0.05 +61 2672.49853959 2669.02839687 0.001 50 100 0.05 +62 2671.87414907 2673.47914302 0.001 50 100 0.05 +63 2672.0667082 2667.68892983 0.001 50 100 0.05 +64 2672.03908447 2672.23870371 0.001 50 100 0.05 +65 2671.43024591 2668.81700003 0.001 50 100 0.05 +66 2671.48317437 2670.78459935 0.001 50 100 0.05 +67 2671.61086798 2670.26536779 0.001 50 100 0.05 +68 2671.99134835 2670.49434695 0.001 50 100 0.05 +69 2671.80174656 2670.46749429 0.001 50 100 0.05 +70 2671.27421531 2668.85768842 0.001 50 100 0.05 +71 2671.28171307 2669.33763808 0.001 50 100 0.05 +72 2670.81271735 2670.49169128 0.001 50 100 0.05 +73 2671.22413507 2669.52543917 0.001 50 100 0.05 +74 2670.32039882 2668.45270954 0.001 50 100 0.05 +75 2669.98929729 2667.77483466 0.001 50 100 0.05 +76 2670.58288334 2667.14511196 0.001 50 100 0.05 +77 2670.35929348 2667.51351409 0.001 50 100 0.05 +78 2670.47085952 2668.87310896 0.001 50 100 0.05 +79 2670.1893028 2669.19087642 0.001 50 100 0.05 +80 2670.272833 2667.32985172 0.001 50 100 0.05 +81 2669.90685985 2670.54105017 0.001 50 100 0.05 +82 2669.74927813 2670.06670314 0.001 50 100 0.05 +83 2670.44076199 2670.34965746 0.001 50 100 0.05 +84 2670.51311056 2668.67345561 0.001 50 100 0.05 +85 2669.57818058 2668.56090818 0.001 50 100 0.05 +86 2669.81410991 2668.29298415 0.001 50 100 0.05 +87 2669.56117394 2670.21077552 0.001 50 100 0.05 +88 2670.02421796 2671.65781661 0.001 50 100 0.05 +89 2669.6612238 2668.11122543 0.001 50 100 0.05 +90 2670.301527 2670.62200589 0.001 50 100 0.05 +91 2669.52716647 2667.1508439 0.001 50 100 0.05 +92 2669.04091969 2669.60334944 0.001 50 100 0.05 +93 2668.71282988 2668.21143792 0.001 50 100 0.05 +94 2668.82989545 2667.54946018 0.001 50 100 0.05 +95 2669.21610631 2670.77370732 0.001 50 100 0.05 +96 2668.9200279 2668.43776841 0.001 50 100 0.05 +97 2669.12796532 2666.49390489 0.001 50 100 0.05 +98 2668.75777326 2666.15111978 0.001 50 100 0.05 +99 2669.79301964 2666.07620315 0.001 50 100 0.05 diff --git a/param_sweep/paramsweep_0.001lr_50bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_50bs_100e_0.1k.tsv new file mode 100644 index 0000000..80cd822 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.32098395 2823.55226103 0.001 50 100 0.1 +1 2786.04846263 2784.66652818 0.001 50 100 0.1 +2 2759.45128402 2761.44988909 0.001 50 100 0.1 +3 2746.08259931 2740.69041008 0.001 50 100 0.1 +4 2736.61400701 2731.60137204 0.001 50 100 0.1 +5 2729.12873232 2722.79031028 0.001 50 100 0.1 +6 2723.16068051 2720.17981494 0.001 50 100 0.1 +7 2718.18023409 2720.68829451 0.001 50 100 0.1 +8 2714.49120528 2712.58153877 0.001 50 100 0.1 +9 2711.38075052 2706.52547465 0.001 50 100 0.1 +10 2707.90648423 2705.38960689 0.001 50 100 0.1 +11 2705.35570363 2707.65724103 0.001 50 100 0.1 +12 2702.63804387 2701.19201357 0.001 50 100 0.1 +13 2700.59712403 2700.60973958 0.001 50 100 0.1 +14 2698.43813809 2701.00258378 0.001 50 100 0.1 +15 2696.6352433 2697.59643601 0.001 50 100 0.1 +16 2695.59041677 2691.23253484 0.001 50 100 0.1 +17 2693.92409283 2692.85103034 0.001 50 100 0.1 +18 2692.42423318 2696.78096711 0.001 50 100 0.1 +19 2690.82851815 2689.32666809 0.001 50 100 0.1 +20 2689.50133503 2688.82314322 0.001 50 100 0.1 +21 2689.20714174 2686.3391258 0.001 50 100 0.1 +22 2687.87654984 2685.36664414 0.001 50 100 0.1 +23 2686.75452616 2686.40826194 0.001 50 100 0.1 +24 2685.88583271 2681.71821831 0.001 50 100 0.1 +25 2684.68039399 2684.173858 0.001 50 100 0.1 +26 2684.05366078 2682.98997623 0.001 50 100 0.1 +27 2683.39439088 2688.32304286 0.001 50 100 0.1 +28 2683.37368302 2682.75199467 0.001 50 100 0.1 +29 2682.04999283 2681.89547794 0.001 50 100 0.1 +30 2681.16149522 2681.59014064 0.001 50 100 0.1 +31 2680.648621 2678.99130897 0.001 50 100 0.1 +32 2679.84349673 2678.7502194 0.001 50 100 0.1 +33 2679.88653354 2679.0631722 0.001 50 100 0.1 +34 2679.20279068 2679.13594712 0.001 50 100 0.1 +35 2678.5820492 2679.26999712 0.001 50 100 0.1 +36 2678.45045795 2675.653402 0.001 50 100 0.1 +37 2678.33523081 2675.6582316 0.001 50 100 0.1 +38 2677.66011465 2677.22398572 0.001 50 100 0.1 +39 2677.68218656 2673.1924463 0.001 50 100 0.1 +40 2677.24515825 2674.37355803 0.001 50 100 0.1 +41 2676.83447852 2675.84678985 0.001 50 100 0.1 +42 2676.10951454 2673.8935897 0.001 50 100 0.1 +43 2676.16205952 2675.70742057 0.001 50 100 0.1 +44 2676.09620904 2675.49711513 0.001 50 100 0.1 +45 2674.97392426 2673.40381093 0.001 50 100 0.1 +46 2674.92281014 2674.9983335 0.001 50 100 0.1 +47 2675.03079339 2673.15801313 0.001 50 100 0.1 +48 2674.35673749 2671.29659632 0.001 50 100 0.1 +49 2674.04511222 2672.25027075 0.001 50 100 0.1 +50 2674.27346162 2673.87669591 0.001 50 100 0.1 +51 2673.37092431 2673.74681263 0.001 50 100 0.1 +52 2674.45276459 2672.12722948 0.001 50 100 0.1 +53 2673.50405378 2672.95302043 0.001 50 100 0.1 +54 2673.67376865 2675.01836516 0.001 50 100 0.1 +55 2673.74491973 2671.80920947 0.001 50 100 0.1 +56 2672.54801463 2673.92096939 0.001 50 100 0.1 +57 2673.35130186 2672.1644084 0.001 50 100 0.1 +58 2672.72837873 2675.49599152 0.001 50 100 0.1 +59 2673.29077244 2670.77400327 0.001 50 100 0.1 +60 2672.80622873 2670.53029958 0.001 50 100 0.1 +61 2672.46358279 2669.4868995 0.001 50 100 0.1 +62 2671.8328336 2672.91075283 0.001 50 100 0.1 +63 2672.17825855 2668.63356826 0.001 50 100 0.1 +64 2672.01816639 2670.4768776 0.001 50 100 0.1 +65 2671.49419683 2670.57040726 0.001 50 100 0.1 +66 2671.5945628 2670.40033788 0.001 50 100 0.1 +67 2671.61708964 2670.03322273 0.001 50 100 0.1 +68 2672.13729234 2672.27680785 0.001 50 100 0.1 +69 2671.85770692 2669.62566193 0.001 50 100 0.1 +70 2671.4231781 2670.95028307 0.001 50 100 0.1 +71 2671.37520148 2669.60021623 0.001 50 100 0.1 +72 2671.00336547 2671.32157428 0.001 50 100 0.1 +73 2671.33064795 2669.28566087 0.001 50 100 0.1 +74 2670.41186726 2668.83411508 0.001 50 100 0.1 +75 2670.0778549 2666.98739805 0.001 50 100 0.1 +76 2670.74030671 2668.71678287 0.001 50 100 0.1 +77 2670.46379379 2667.13462372 0.001 50 100 0.1 +78 2670.50998601 2667.87347167 0.001 50 100 0.1 +79 2670.07363629 2667.76875962 0.001 50 100 0.1 +80 2670.27110951 2667.6793598 0.001 50 100 0.1 +81 2670.02783789 2668.60322014 0.001 50 100 0.1 +82 2669.66399672 2671.70882193 0.001 50 100 0.1 +83 2670.44460277 2671.17000077 0.001 50 100 0.1 +84 2670.61202234 2667.74486885 0.001 50 100 0.1 +85 2669.6135956 2666.92064636 0.001 50 100 0.1 +86 2669.82374038 2667.36412944 0.001 50 100 0.1 +87 2669.56719166 2670.20496469 0.001 50 100 0.1 +88 2670.10167784 2670.05738845 0.001 50 100 0.1 +89 2669.64669895 2667.91745153 0.001 50 100 0.1 +90 2670.27952966 2667.75103351 0.001 50 100 0.1 +91 2669.52154592 2666.57686135 0.001 50 100 0.1 +92 2669.05314363 2667.8300109 0.001 50 100 0.1 +93 2668.60739091 2666.72709886 0.001 50 100 0.1 +94 2668.79948292 2666.31422252 0.001 50 100 0.1 +95 2669.29942394 2667.87061947 0.001 50 100 0.1 +96 2668.99531996 2665.71341765 0.001 50 100 0.1 +97 2669.23102649 2667.33533345 0.001 50 100 0.1 +98 2668.69209826 2665.09050475 0.001 50 100 0.1 +99 2669.66884595 2666.46485962 0.001 50 100 0.1 diff --git a/param_sweep/paramsweep_0.001lr_50bs_100e_1k.tsv b/param_sweep/paramsweep_0.001lr_50bs_100e_1k.tsv new file mode 100644 index 0000000..b239ef7 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.03974141 2825.5751477 0.001 50 100 1.0 +1 2786.28078192 2783.31055995 0.001 50 100 1.0 +2 2759.65876112 2762.58530031 0.001 50 100 1.0 +3 2746.14012004 2740.37133836 0.001 50 100 1.0 +4 2736.83259934 2732.11977735 0.001 50 100 1.0 +5 2729.35834654 2722.26219489 0.001 50 100 1.0 +6 2723.40928893 2718.75809585 0.001 50 100 1.0 +7 2718.31526211 2718.04692962 0.001 50 100 1.0 +8 2714.65908943 2713.196747 0.001 50 100 1.0 +9 2711.43341821 2706.47945764 0.001 50 100 1.0 +10 2707.94202613 2706.44020982 0.001 50 100 1.0 +11 2705.42134732 2707.00479599 0.001 50 100 1.0 +12 2702.57574965 2700.80034198 0.001 50 100 1.0 +13 2700.64294583 2699.95882426 0.001 50 100 1.0 +14 2698.5526173 2698.9984712 0.001 50 100 1.0 +15 2696.59894799 2697.67793697 0.001 50 100 1.0 +16 2695.531819 2691.15179432 0.001 50 100 1.0 +17 2693.93402811 2694.14281013 0.001 50 100 1.0 +18 2692.41387345 2692.4668907 0.001 50 100 1.0 +19 2690.74092372 2688.19489564 0.001 50 100 1.0 +20 2689.34219549 2690.04871609 0.001 50 100 1.0 +21 2689.09034471 2686.40305283 0.001 50 100 1.0 +22 2687.83244961 2685.09862861 0.001 50 100 1.0 +23 2686.54864789 2686.3820502 0.001 50 100 1.0 +24 2685.70959261 2682.39498919 0.001 50 100 1.0 +25 2684.55547888 2682.66075983 0.001 50 100 1.0 +26 2683.90111166 2682.76427873 0.001 50 100 1.0 +27 2683.37026612 2687.61119975 0.001 50 100 1.0 +28 2683.15537775 2683.11099156 0.001 50 100 1.0 +29 2682.08229733 2681.23814588 0.001 50 100 1.0 +30 2681.07222755 2680.89361257 0.001 50 100 1.0 +31 2680.56580348 2678.1294076 0.001 50 100 1.0 +32 2679.62276518 2677.93170131 0.001 50 100 1.0 +33 2679.73001011 2676.40539341 0.001 50 100 1.0 +34 2679.06971285 2678.28551803 0.001 50 100 1.0 +35 2678.40385842 2677.2069757 0.001 50 100 1.0 +36 2678.33401848 2675.50944353 0.001 50 100 1.0 +37 2678.21605244 2675.44645245 0.001 50 100 1.0 +38 2677.41758886 2678.46529562 0.001 50 100 1.0 +39 2677.54543962 2675.33157471 0.001 50 100 1.0 +40 2676.96093882 2674.14648858 0.001 50 100 1.0 +41 2676.60611701 2676.47945438 0.001 50 100 1.0 +42 2675.9005852 2673.32377248 0.001 50 100 1.0 +43 2675.98342033 2673.89215006 0.001 50 100 1.0 +44 2675.8611759 2674.78842204 0.001 50 100 1.0 +45 2674.79985778 2671.7981872 0.001 50 100 1.0 +46 2674.69019613 2675.79349484 0.001 50 100 1.0 +47 2674.89859008 2673.05596422 0.001 50 100 1.0 +48 2674.15037263 2672.77364103 0.001 50 100 1.0 +49 2673.82420337 2672.15957834 0.001 50 100 1.0 +50 2674.16711466 2674.51011853 0.001 50 100 1.0 +51 2673.20785959 2674.2231548 0.001 50 100 1.0 +52 2674.25966157 2673.13706746 0.001 50 100 1.0 +53 2673.35582307 2672.96817863 0.001 50 100 1.0 +54 2673.48930878 2675.47590897 0.001 50 100 1.0 +55 2673.58017679 2672.01428293 0.001 50 100 1.0 +56 2672.24516961 2671.93155053 0.001 50 100 1.0 +57 2673.16232169 2671.95380327 0.001 50 100 1.0 +58 2672.54443935 2672.68217139 0.001 50 100 1.0 +59 2673.02659561 2669.59315762 0.001 50 100 1.0 +60 2672.62614907 2671.02774194 0.001 50 100 1.0 +61 2672.28142655 2669.72345403 0.001 50 100 1.0 +62 2671.62418741 2674.01960827 0.001 50 100 1.0 +63 2671.99654831 2667.27440006 0.001 50 100 1.0 +64 2671.8302864 2672.42237542 0.001 50 100 1.0 +65 2671.330839 2669.62241762 0.001 50 100 1.0 +66 2671.35283274 2669.95569244 0.001 50 100 1.0 +67 2671.47918938 2669.49411728 0.001 50 100 1.0 +68 2671.89612725 2671.16422402 0.001 50 100 1.0 +69 2671.7427601 2669.9477273 0.001 50 100 1.0 +70 2671.226278 2669.07241967 0.001 50 100 1.0 +71 2671.13689489 2669.96418182 0.001 50 100 1.0 +72 2670.73620677 2671.70650189 0.001 50 100 1.0 +73 2671.19485957 2669.59836253 0.001 50 100 1.0 +74 2670.17797426 2667.66317603 0.001 50 100 1.0 +75 2669.97778515 2665.70079049 0.001 50 100 1.0 +76 2670.44304321 2668.36633651 0.001 50 100 1.0 +77 2670.18638857 2666.68112807 0.001 50 100 1.0 +78 2670.2456596 2667.14541165 0.001 50 100 1.0 +79 2669.98675538 2670.1727582 0.001 50 100 1.0 +80 2670.13620098 2668.44072564 0.001 50 100 1.0 +81 2669.85699333 2668.4587379 0.001 50 100 1.0 +82 2669.66599571 2672.045567 0.001 50 100 1.0 +83 2670.29331526 2670.47547064 0.001 50 100 1.0 +84 2670.40207458 2668.95009915 0.001 50 100 1.0 +85 2669.52172133 2667.26080007 0.001 50 100 1.0 +86 2669.57593884 2667.74840352 0.001 50 100 1.0 +87 2669.45611063 2669.58805821 0.001 50 100 1.0 +88 2669.87509993 2669.94232166 0.001 50 100 1.0 +89 2669.47052455 2668.62704229 0.001 50 100 1.0 +90 2670.00523028 2667.11713242 0.001 50 100 1.0 +91 2669.31651531 2665.8794104 0.001 50 100 1.0 +92 2668.88668259 2668.58949971 0.001 50 100 1.0 +93 2668.39654683 2666.31061223 0.001 50 100 1.0 +94 2668.67256551 2666.72819726 0.001 50 100 1.0 +95 2669.04851556 2667.9413633 0.001 50 100 1.0 +96 2668.85231961 2666.64218274 0.001 50 100 1.0 +97 2669.04778288 2666.9796327 0.001 50 100 1.0 +98 2668.4956249 2664.68361989 0.001 50 100 1.0 +99 2669.5146806 2665.36165676 0.001 50 100 1.0 diff --git a/param_sweep/paramsweep_0.001lr_50bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_50bs_10e_0.01k.tsv new file mode 100644 index 0000000..741316e --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2916.94401598 2825.05056979 0.001 50 10 0.01 +1 2786.23745743 2784.6183013 0.001 50 10 0.01 +2 2759.56268137 2763.81332718 0.001 50 10 0.01 +3 2746.09136449 2740.70189309 0.001 50 10 0.01 +4 2736.79083161 2731.51050972 0.001 50 10 0.01 +5 2729.34770221 2723.11120769 0.001 50 10 0.01 +6 2723.40925065 2719.44959546 0.001 50 10 0.01 +7 2718.32595463 2718.30111875 0.001 50 10 0.01 +8 2714.67123849 2711.63650028 0.001 50 10 0.01 +9 2711.46924505 2706.58334858 0.001 50 10 0.01 diff --git a/param_sweep/paramsweep_0.001lr_50bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_50bs_10e_0.05k.tsv new file mode 100644 index 0000000..5346529 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2918.13677516 2826.00754082 0.001 50 10 0.05 +1 2786.09642797 2784.03955452 0.001 50 10 0.05 +2 2759.38322772 2762.20145056 0.001 50 10 0.05 +3 2745.99490033 2739.35784107 0.001 50 10 0.05 +4 2736.75262011 2730.28930897 0.001 50 10 0.05 +5 2729.12093966 2724.51598864 0.001 50 10 0.05 +6 2723.24442588 2721.57517897 0.001 50 10 0.05 +7 2718.19257648 2716.6359938 0.001 50 10 0.05 +8 2714.43788695 2711.18263586 0.001 50 10 0.05 +9 2711.4098254 2706.5012235 0.001 50 10 0.05 diff --git a/param_sweep/paramsweep_0.001lr_50bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_50bs_10e_0.1k.tsv new file mode 100644 index 0000000..f246662 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2916.92016991 2824.38269673 0.001 50 10 0.1 +1 2786.23484406 2784.84212551 0.001 50 10 0.1 +2 2759.59307212 2761.46890265 0.001 50 10 0.1 +3 2746.1023227 2741.72365382 0.001 50 10 0.1 +4 2736.80579375 2731.51733585 0.001 50 10 0.1 +5 2729.35735511 2722.80002175 0.001 50 10 0.1 +6 2723.38464984 2719.3893987 0.001 50 10 0.1 +7 2718.37226411 2718.86736675 0.001 50 10 0.1 +8 2714.68325427 2712.35848386 0.001 50 10 0.1 +9 2711.55387403 2706.82860208 0.001 50 10 0.1 diff --git a/param_sweep/paramsweep_0.001lr_50bs_10e_1k.tsv b/param_sweep/paramsweep_0.001lr_50bs_10e_1k.tsv new file mode 100644 index 0000000..2833ed2 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.51650884 2822.33541841 0.001 50 10 1.0 +1 2786.10982025 2783.30408905 0.001 50 10 1.0 +2 2759.45923863 2761.98432832 0.001 50 10 1.0 +3 2746.04174174 2742.14538971 0.001 50 10 1.0 +4 2736.62620107 2731.86035856 0.001 50 10 1.0 +5 2729.11513364 2723.18081251 0.001 50 10 1.0 +6 2723.19442695 2720.34313848 0.001 50 10 1.0 +7 2718.1920168 2719.35716 0.001 50 10 1.0 +8 2714.48345973 2712.39803091 0.001 50 10 1.0 +9 2711.35878004 2707.36461959 0.001 50 10 1.0 diff --git a/param_sweep/paramsweep_0.001lr_50bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_50bs_25e_0.01k.tsv new file mode 100644 index 0000000..7e50f40 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.75526255 2824.6000183 0.001 50 25 0.01 +1 2786.01201365 2783.32415666 0.001 50 25 0.01 +2 2759.36042442 2760.86507053 0.001 50 25 0.01 +3 2746.08501499 2741.29025986 0.001 50 25 0.01 +4 2736.70633924 2732.20609857 0.001 50 25 0.01 +5 2729.10557465 2722.25221967 0.001 50 25 0.01 +6 2723.20640657 2720.54145209 0.001 50 25 0.01 +7 2718.15925783 2718.95360768 0.001 50 25 0.01 +8 2714.39836387 2711.96502207 0.001 50 25 0.01 +9 2711.34441073 2706.7379022 0.001 50 25 0.01 +10 2707.81255688 2704.81668213 0.001 50 25 0.01 +11 2705.22424964 2706.64152874 0.001 50 25 0.01 +12 2702.48502915 2701.48496971 0.001 50 25 0.01 +13 2700.47907585 2699.99769397 0.001 50 25 0.01 +14 2698.34786688 2699.00691716 0.001 50 25 0.01 +15 2696.49232805 2697.48795729 0.001 50 25 0.01 +16 2695.47966018 2690.8476077 0.001 50 25 0.01 +17 2693.77838609 2691.97353245 0.001 50 25 0.01 +18 2692.31561983 2693.87704229 0.001 50 25 0.01 +19 2690.69551506 2688.67480002 0.001 50 25 0.01 +20 2689.32637143 2688.1111386 0.001 50 25 0.01 +21 2689.13327433 2685.66377074 0.001 50 25 0.01 +22 2687.83546304 2688.46299659 0.001 50 25 0.01 +23 2686.67350182 2686.30758731 0.001 50 25 0.01 +24 2685.64068499 2682.6545863 0.001 50 25 0.01 diff --git a/param_sweep/paramsweep_0.001lr_50bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_50bs_25e_0.05k.tsv new file mode 100644 index 0000000..11e58b6 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.54429862 2822.89711643 0.001 50 25 0.05 +1 2786.05156726 2783.00505553 0.001 50 25 0.05 +2 2759.39061634 2760.72731079 0.001 50 25 0.05 +3 2746.05671047 2742.03128314 0.001 50 25 0.05 +4 2736.63415596 2731.450917 0.001 50 25 0.05 +5 2729.12042207 2722.14748008 0.001 50 25 0.05 +6 2723.20338693 2719.74251987 0.001 50 25 0.05 +7 2718.17425203 2717.74603493 0.001 50 25 0.05 +8 2714.43718085 2711.16302292 0.001 50 25 0.05 +9 2711.36592644 2706.71009351 0.001 50 25 0.05 +10 2707.86918101 2705.25291195 0.001 50 25 0.05 +11 2705.2961509 2705.72428868 0.001 50 25 0.05 +12 2702.62717514 2701.5106829 0.001 50 25 0.05 +13 2700.66357463 2699.72634497 0.001 50 25 0.05 +14 2698.48829035 2699.28784927 0.001 50 25 0.05 +15 2696.58405075 2697.58239349 0.001 50 25 0.05 +16 2695.59343474 2690.92611175 0.001 50 25 0.05 +17 2693.89378487 2692.4492575 0.001 50 25 0.05 +18 2692.40666413 2693.74243444 0.001 50 25 0.05 +19 2690.85369132 2689.58347602 0.001 50 25 0.05 +20 2689.49583327 2689.80994096 0.001 50 25 0.05 +21 2689.11736312 2686.97523863 0.001 50 25 0.05 +22 2687.92104516 2687.01075713 0.001 50 25 0.05 +23 2686.74499137 2687.39181303 0.001 50 25 0.05 +24 2685.81531194 2682.59225201 0.001 50 25 0.05 diff --git a/param_sweep/paramsweep_0.001lr_50bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_50bs_25e_0.1k.tsv new file mode 100644 index 0000000..1aac6a9 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2918.12951223 2825.36739803 0.001 50 25 0.1 +1 2786.03751829 2784.94270164 0.001 50 25 0.1 +2 2759.43041543 2760.00775415 0.001 50 25 0.1 +3 2746.11079663 2740.1570165 0.001 50 25 0.1 +4 2736.68275901 2730.60933532 0.001 50 25 0.1 +5 2729.16982337 2724.75732655 0.001 50 25 0.1 +6 2723.30566837 2721.69112663 0.001 50 25 0.1 +7 2718.20421016 2719.79154358 0.001 50 25 0.1 +8 2714.44960868 2712.80459507 0.001 50 25 0.1 +9 2711.4702933 2706.05813301 0.001 50 25 0.1 +10 2707.93859149 2705.14194467 0.001 50 25 0.1 +11 2705.37708436 2708.64042054 0.001 50 25 0.1 +12 2702.71180484 2699.60140799 0.001 50 25 0.1 +13 2700.66933454 2700.1663606 0.001 50 25 0.1 +14 2698.50837431 2698.6187359 0.001 50 25 0.1 +15 2696.76330446 2696.70569898 0.001 50 25 0.1 +16 2695.52601925 2692.62704509 0.001 50 25 0.1 +17 2693.99981987 2692.66720459 0.001 50 25 0.1 +18 2692.58002358 2693.18454557 0.001 50 25 0.1 +19 2690.80122534 2689.29146983 0.001 50 25 0.1 +20 2689.60227871 2689.52239792 0.001 50 25 0.1 +21 2689.26562054 2686.46146406 0.001 50 25 0.1 +22 2687.99129417 2684.84517563 0.001 50 25 0.1 +23 2686.76295193 2687.01868493 0.001 50 25 0.1 +24 2685.86558558 2682.85613769 0.001 50 25 0.1 diff --git a/param_sweep/paramsweep_0.001lr_50bs_25e_1k.tsv b/param_sweep/paramsweep_0.001lr_50bs_25e_1k.tsv new file mode 100644 index 0000000..eb3eb49 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2916.93170759 2824.23440628 0.001 50 25 1.0 +1 2786.26014347 2784.23569467 0.001 50 25 1.0 +2 2759.61410844 2761.878066 0.001 50 25 1.0 +3 2746.1657463 2739.93656172 0.001 50 25 1.0 +4 2736.85720634 2732.24378258 0.001 50 25 1.0 +5 2729.38311466 2723.50509428 0.001 50 25 1.0 +6 2723.45334377 2720.26131496 0.001 50 25 1.0 +7 2718.40202421 2718.95303817 0.001 50 25 1.0 +8 2714.68804132 2712.98931103 0.001 50 25 1.0 +9 2711.57004336 2707.61978669 0.001 50 25 1.0 +10 2708.00463647 2705.60544728 0.001 50 25 1.0 +11 2705.47652336 2706.87669825 0.001 50 25 1.0 +12 2702.62571253 2700.50992947 0.001 50 25 1.0 +13 2700.69770066 2699.027305 0.001 50 25 1.0 +14 2698.59078151 2699.13474369 0.001 50 25 1.0 +15 2696.70671999 2696.79615845 0.001 50 25 1.0 +16 2695.56619121 2690.92810409 0.001 50 25 1.0 +17 2693.96937206 2692.81932193 0.001 50 25 1.0 +18 2692.45407729 2693.37470824 0.001 50 25 1.0 +19 2690.789408 2688.23120957 0.001 50 25 1.0 +20 2689.37373108 2688.18295049 0.001 50 25 1.0 +21 2689.17098727 2686.2823652 0.001 50 25 1.0 +22 2687.86530046 2684.64521232 0.001 50 25 1.0 +23 2686.6622041 2687.90203659 0.001 50 25 1.0 +24 2685.74446877 2682.5979438 0.001 50 25 1.0 diff --git a/param_sweep/paramsweep_0.001lr_50bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.001lr_50bs_50e_0.01k.tsv new file mode 100644 index 0000000..8e76fe4 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.02636488 2824.06309471 0.001 50 50 0.01 +1 2786.24673692 2784.50795581 0.001 50 50 0.01 +2 2759.61312765 2762.23939832 0.001 50 50 0.01 +3 2746.11112592 2740.753734 0.001 50 50 0.01 +4 2736.8318991 2731.35368414 0.001 50 50 0.01 +5 2729.34812617 2723.28763313 0.001 50 50 0.01 +6 2723.38847943 2719.69549362 0.001 50 50 0.01 +7 2718.33370346 2717.34711335 0.001 50 50 0.01 +8 2714.6354835 2712.65478936 0.001 50 50 0.01 +9 2711.49637319 2706.5153902 0.001 50 50 0.01 +10 2707.95507198 2705.63857104 0.001 50 50 0.01 +11 2705.47497451 2708.73369439 0.001 50 50 0.01 +12 2702.56855613 2701.20062151 0.001 50 50 0.01 +13 2700.71217555 2700.24848801 0.001 50 50 0.01 +14 2698.58156094 2700.3630133 0.001 50 50 0.01 +15 2696.72637023 2697.32749201 0.001 50 50 0.01 +16 2695.60771218 2691.16391359 0.001 50 50 0.01 +17 2693.98766593 2694.28884123 0.001 50 50 0.01 +18 2692.53629844 2693.341549 0.001 50 50 0.01 +19 2690.82227094 2688.21677867 0.001 50 50 0.01 +20 2689.46633616 2689.06473321 0.001 50 50 0.01 +21 2689.24775024 2686.13571978 0.001 50 50 0.01 +22 2687.97193223 2684.99502009 0.001 50 50 0.01 +23 2686.70647942 2686.26254407 0.001 50 50 0.01 +24 2685.83167195 2682.23957618 0.001 50 50 0.01 +25 2684.69584985 2682.79847568 0.001 50 50 0.01 +26 2684.05969201 2683.36881759 0.001 50 50 0.01 +27 2683.4894735 2688.28504935 0.001 50 50 0.01 +28 2683.29223005 2683.83412722 0.001 50 50 0.01 +29 2682.26863021 2683.08642671 0.001 50 50 0.01 +30 2681.15669468 2681.29731473 0.001 50 50 0.01 +31 2680.68379484 2678.35961961 0.001 50 50 0.01 +32 2679.82374084 2678.19301487 0.001 50 50 0.01 +33 2679.85032336 2676.71906229 0.001 50 50 0.01 +34 2679.22424497 2678.48923167 0.001 50 50 0.01 +35 2678.51991179 2677.82826644 0.001 50 50 0.01 +36 2678.42044273 2675.27807804 0.001 50 50 0.01 +37 2678.30900583 2675.8003826 0.001 50 50 0.01 +38 2677.50556541 2678.43248648 0.001 50 50 0.01 +39 2677.6603576 2675.14610999 0.001 50 50 0.01 +40 2677.01783365 2675.02422687 0.001 50 50 0.01 +41 2676.73134037 2676.3162564 0.001 50 50 0.01 +42 2676.02582047 2674.46362585 0.001 50 50 0.01 +43 2676.12588317 2674.79370397 0.001 50 50 0.01 +44 2675.95844671 2674.97105136 0.001 50 50 0.01 +45 2674.81169213 2672.58733792 0.001 50 50 0.01 +46 2674.79237211 2676.36103964 0.001 50 50 0.01 +47 2674.94282459 2674.48497905 0.001 50 50 0.01 +48 2674.1992062 2672.10505936 0.001 50 50 0.01 +49 2673.86138921 2673.28329882 0.001 50 50 0.01 diff --git a/param_sweep/paramsweep_0.001lr_50bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.001lr_50bs_50e_0.05k.tsv new file mode 100644 index 0000000..49e31ef --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.29619144 2827.98291436 0.001 50 50 0.05 +1 2786.19870643 2783.22664372 0.001 50 50 0.05 +2 2759.58121142 2761.79703045 0.001 50 50 0.05 +3 2746.19756563 2740.19689778 0.001 50 50 0.05 +4 2736.87821559 2732.01950931 0.001 50 50 0.05 +5 2729.39452707 2723.10667825 0.001 50 50 0.05 +6 2723.39725394 2719.30511183 0.001 50 50 0.05 +7 2718.39617988 2718.69109069 0.001 50 50 0.05 +8 2714.56917695 2712.57696358 0.001 50 50 0.05 +9 2711.50067326 2706.73704561 0.001 50 50 0.05 +10 2707.98798773 2706.87596303 0.001 50 50 0.05 +11 2705.4000624 2704.7627518 0.001 50 50 0.05 +12 2702.64192489 2702.03275499 0.001 50 50 0.05 +13 2700.67205705 2699.328329 0.001 50 50 0.05 +14 2698.59041944 2697.96741306 0.001 50 50 0.05 +15 2696.75771804 2697.74430774 0.001 50 50 0.05 +16 2695.68266035 2691.21928543 0.001 50 50 0.05 +17 2694.01452303 2692.91849064 0.001 50 50 0.05 +18 2692.51976826 2693.21898714 0.001 50 50 0.05 +19 2690.8269771 2688.6695727 0.001 50 50 0.05 +20 2689.4694874 2688.57469116 0.001 50 50 0.05 +21 2689.26879668 2686.57477052 0.001 50 50 0.05 +22 2687.95291808 2685.62177622 0.001 50 50 0.05 +23 2686.77875887 2686.84029282 0.001 50 50 0.05 +24 2685.84622173 2681.98451318 0.001 50 50 0.05 +25 2684.72141215 2683.4666713 0.001 50 50 0.05 +26 2684.10880733 2683.38355986 0.001 50 50 0.05 +27 2683.46308411 2686.17246271 0.001 50 50 0.05 +28 2683.32132592 2682.23220714 0.001 50 50 0.05 +29 2682.16853448 2682.17507123 0.001 50 50 0.05 +30 2681.20399004 2682.79497369 0.001 50 50 0.05 +31 2680.70916746 2678.49937681 0.001 50 50 0.05 +32 2679.7340074 2679.86781629 0.001 50 50 0.05 +33 2679.90386724 2677.55309989 0.001 50 50 0.05 +34 2679.16975964 2678.35508363 0.001 50 50 0.05 +35 2678.44580395 2677.25101344 0.001 50 50 0.05 +36 2678.40484958 2675.77005501 0.001 50 50 0.05 +37 2678.26660457 2675.21215774 0.001 50 50 0.05 +38 2677.55665958 2678.94286876 0.001 50 50 0.05 +39 2677.67499698 2673.87095698 0.001 50 50 0.05 +40 2677.08375546 2674.12464009 0.001 50 50 0.05 +41 2676.72561244 2677.68953715 0.001 50 50 0.05 +42 2676.03945515 2673.61444547 0.001 50 50 0.05 +43 2676.04497416 2674.04711074 0.001 50 50 0.05 +44 2675.92760534 2673.92213174 0.001 50 50 0.05 +45 2674.85786778 2672.34078203 0.001 50 50 0.05 +46 2674.73348219 2673.61799975 0.001 50 50 0.05 +47 2675.06827786 2673.38827415 0.001 50 50 0.05 +48 2674.1920604 2672.62765567 0.001 50 50 0.05 +49 2673.90204685 2671.73737331 0.001 50 50 0.05 diff --git a/param_sweep/paramsweep_0.001lr_50bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.001lr_50bs_50e_0.1k.tsv new file mode 100644 index 0000000..394f875 --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2918.06177028 2825.50260199 0.001 50 50 0.1 +1 2786.05804317 2785.21202003 0.001 50 50 0.1 +2 2759.37612912 2761.5254051 0.001 50 50 0.1 +3 2746.0407698 2739.33652101 0.001 50 50 0.1 +4 2736.76222119 2730.45669468 0.001 50 50 0.1 +5 2729.13722827 2724.64120944 0.001 50 50 0.1 +6 2723.2769754 2721.1245696 0.001 50 50 0.1 +7 2718.22928856 2720.91340197 0.001 50 50 0.1 +8 2714.44025791 2711.81339674 0.001 50 50 0.1 +9 2711.48437676 2706.12890065 0.001 50 50 0.1 +10 2707.92076375 2704.7804821 0.001 50 50 0.1 +11 2705.39306073 2706.38174118 0.001 50 50 0.1 +12 2702.67307176 2701.67122194 0.001 50 50 0.1 +13 2700.69742114 2700.54171397 0.001 50 50 0.1 +14 2698.50399454 2699.51438329 0.001 50 50 0.1 +15 2696.70764444 2696.43161728 0.001 50 50 0.1 +16 2695.62537818 2692.62209085 0.001 50 50 0.1 +17 2693.97538068 2692.34181135 0.001 50 50 0.1 +18 2692.51439299 2694.11448328 0.001 50 50 0.1 +19 2690.88096771 2689.40202119 0.001 50 50 0.1 +20 2689.60299075 2689.25488235 0.001 50 50 0.1 +21 2689.24556171 2686.9642271 0.001 50 50 0.1 +22 2688.03094965 2684.81003712 0.001 50 50 0.1 +23 2686.80062789 2687.51467084 0.001 50 50 0.1 +24 2685.79498366 2683.46361184 0.001 50 50 0.1 +25 2684.82251314 2684.07456746 0.001 50 50 0.1 +26 2684.16696345 2685.92062722 0.001 50 50 0.1 +27 2683.4327358 2690.80992229 0.001 50 50 0.1 +28 2683.36302707 2683.03610434 0.001 50 50 0.1 +29 2682.08695735 2683.22342228 0.001 50 50 0.1 +30 2681.22244004 2680.26005551 0.001 50 50 0.1 +31 2680.71244825 2678.52948033 0.001 50 50 0.1 +32 2679.8423501 2679.79635171 0.001 50 50 0.1 +33 2679.77782775 2678.11042719 0.001 50 50 0.1 +34 2679.13963163 2679.2705867 0.001 50 50 0.1 +35 2678.52907377 2677.15374044 0.001 50 50 0.1 +36 2678.53865965 2675.90479029 0.001 50 50 0.1 +37 2678.27942975 2676.71657561 0.001 50 50 0.1 +38 2677.47753491 2678.54608003 0.001 50 50 0.1 +39 2677.60862987 2674.25311268 0.001 50 50 0.1 +40 2677.15819029 2675.8863229 0.001 50 50 0.1 +41 2676.88629181 2675.80842337 0.001 50 50 0.1 +42 2676.0531698 2673.72886013 0.001 50 50 0.1 +43 2676.06504386 2674.6717625 0.001 50 50 0.1 +44 2675.98010735 2674.80208925 0.001 50 50 0.1 +45 2675.0031765 2673.14146012 0.001 50 50 0.1 +46 2674.83442462 2674.249332 0.001 50 50 0.1 +47 2675.03243271 2672.280357 0.001 50 50 0.1 +48 2674.15964107 2674.15361954 0.001 50 50 0.1 +49 2674.01550494 2671.58530731 0.001 50 50 0.1 diff --git a/param_sweep/paramsweep_0.001lr_50bs_50e_1k.tsv b/param_sweep/paramsweep_0.001lr_50bs_50e_1k.tsv new file mode 100644 index 0000000..e6460bf --- /dev/null +++ b/param_sweep/paramsweep_0.001lr_50bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.43711614 2825.71588473 0.001 50 50 1.0 +1 2786.19983648 2784.44899515 0.001 50 50 1.0 +2 2759.5701878 2762.82611399 0.001 50 50 1.0 +3 2746.19302277 2739.9589671 0.001 50 50 1.0 +4 2736.89687581 2731.17721809 0.001 50 50 1.0 +5 2729.42886713 2722.75892164 0.001 50 50 1.0 +6 2723.46359706 2720.39910644 0.001 50 50 1.0 +7 2718.46376189 2718.99987583 0.001 50 50 1.0 +8 2714.6835417 2711.63265145 0.001 50 50 1.0 +9 2711.55132688 2706.80408298 0.001 50 50 1.0 +10 2708.04203288 2706.27436505 0.001 50 50 1.0 +11 2705.41091614 2704.76782227 0.001 50 50 1.0 +12 2702.70170386 2701.02033323 0.001 50 50 1.0 +13 2700.67383049 2699.22792465 0.001 50 50 1.0 +14 2698.63969777 2697.83283929 0.001 50 50 1.0 +15 2696.77649988 2697.10458648 0.001 50 50 1.0 +16 2695.64864606 2691.79224146 0.001 50 50 1.0 +17 2693.96734139 2692.17281982 0.001 50 50 1.0 +18 2692.47937329 2692.509465 0.001 50 50 1.0 +19 2690.83077603 2689.13319762 0.001 50 50 1.0 +20 2689.42810221 2688.59191078 0.001 50 50 1.0 +21 2689.26088214 2686.69240522 0.001 50 50 1.0 +22 2687.89092916 2685.1967428 0.001 50 50 1.0 +23 2686.75013311 2687.56242064 0.001 50 50 1.0 +24 2685.73637118 2682.63164735 0.001 50 50 1.0 +25 2684.59385206 2683.41919599 0.001 50 50 1.0 +26 2683.98959623 2683.87357343 0.001 50 50 1.0 +27 2683.3333045 2687.44402784 0.001 50 50 1.0 +28 2683.20540028 2681.53237547 0.001 50 50 1.0 +29 2681.98643431 2681.95551926 0.001 50 50 1.0 +30 2681.05101701 2682.67268631 0.001 50 50 1.0 +31 2680.55466717 2678.47982315 0.001 50 50 1.0 +32 2679.60775902 2679.43792713 0.001 50 50 1.0 +33 2679.75261347 2677.29197398 0.001 50 50 1.0 +34 2679.06412788 2677.82979664 0.001 50 50 1.0 +35 2678.3747744 2676.92675548 0.001 50 50 1.0 +36 2678.2758579 2675.83133291 0.001 50 50 1.0 +37 2678.17150385 2676.33529797 0.001 50 50 1.0 +38 2677.41682705 2677.80858581 0.001 50 50 1.0 +39 2677.48590481 2674.66178121 0.001 50 50 1.0 +40 2677.02671092 2674.32777023 0.001 50 50 1.0 +41 2676.6000609 2677.66015065 0.001 50 50 1.0 +42 2675.91604078 2673.27253376 0.001 50 50 1.0 +43 2675.91871759 2674.49497201 0.001 50 50 1.0 +44 2675.87424379 2674.36770239 0.001 50 50 1.0 +45 2674.73101479 2672.55385285 0.001 50 50 1.0 +46 2674.60105648 2674.61918264 0.001 50 50 1.0 +47 2674.85566416 2673.23455239 0.001 50 50 1.0 +48 2674.12668468 2671.02655951 0.001 50 50 1.0 +49 2673.79181605 2672.78231526 0.001 50 50 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_100e_0.01k.tsv new file mode 100644 index 0000000..c046ac0 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2895.4423534 2934.83194862 0.0025 100 100 0.01 +1 2771.88358014 2782.55484388 0.0025 100 100 0.01 +2 2748.05053309 2753.40285911 0.0025 100 100 0.01 +3 2736.09449443 2741.97868274 0.0025 100 100 0.01 +4 2727.44606754 2729.04286839 0.0025 100 100 0.01 +5 2720.57178523 2720.51478288 0.0025 100 100 0.01 +6 2715.53854903 2727.10237521 0.0025 100 100 0.01 +7 2710.5765484 2714.23903841 0.0025 100 100 0.01 +8 2708.45568214 2711.68050908 0.0025 100 100 0.01 +9 2705.55725166 2708.44425891 0.0025 100 100 0.01 +10 2702.13953577 2705.97598272 0.0025 100 100 0.01 +11 2700.38175623 2705.25692556 0.0025 100 100 0.01 +12 2698.53652853 2700.47586182 0.0025 100 100 0.01 +13 2697.671276 2699.62079733 0.0025 100 100 0.01 +14 2694.85946975 2703.46134642 0.0025 100 100 0.01 +15 2693.73280389 2697.18521171 0.0025 100 100 0.01 +16 2693.02757137 2698.82703827 0.0025 100 100 0.01 +17 2691.25915666 2693.25777189 0.0025 100 100 0.01 +18 2689.77443473 2694.45167276 0.0025 100 100 0.01 +19 2688.40879422 2697.60684117 0.0025 100 100 0.01 +20 2688.13405071 2690.31780854 0.0025 100 100 0.01 +21 2687.81996983 2690.44356897 0.0025 100 100 0.01 +22 2687.10066639 2690.14571881 0.0025 100 100 0.01 +23 2686.35439687 2686.60348995 0.0025 100 100 0.01 +24 2684.68532792 2688.86013636 0.0025 100 100 0.01 +25 2685.51708969 2687.89675466 0.0025 100 100 0.01 +26 2683.82164525 2692.3133734 0.0025 100 100 0.01 +27 2683.3978752 2691.31436723 0.0025 100 100 0.01 +28 2683.45857232 2685.73172726 0.0025 100 100 0.01 +29 2682.14011895 2687.57353301 0.0025 100 100 0.01 +30 2682.19307073 2685.62129634 0.0025 100 100 0.01 +31 2681.01835964 2683.82137776 0.0025 100 100 0.01 +32 2680.4168645 2686.48586832 0.0025 100 100 0.01 +33 2681.00286373 2681.43114207 0.0025 100 100 0.01 +34 2679.73329739 2681.32311148 0.0025 100 100 0.01 +35 2679.76005614 2685.46264415 0.0025 100 100 0.01 +36 2679.52707261 2685.28219622 0.0025 100 100 0.01 +37 2679.36985507 2683.02378014 0.0025 100 100 0.01 +38 2678.81363044 2688.56813484 0.0025 100 100 0.01 +39 2678.54609626 2682.75579729 0.0025 100 100 0.01 +40 2679.1797803 2684.52102504 0.0025 100 100 0.01 +41 2678.58576681 2680.53537612 0.0025 100 100 0.01 +42 2677.55084402 2678.84225435 0.0025 100 100 0.01 +43 2678.10248828 2680.67519401 0.0025 100 100 0.01 +44 2677.71455855 2679.64002002 0.0025 100 100 0.01 +45 2677.00843729 2679.22413416 0.0025 100 100 0.01 +46 2676.4530149 2680.55396301 0.0025 100 100 0.01 +47 2677.22965043 2679.21758205 0.0025 100 100 0.01 +48 2676.18182589 2683.13287739 0.0025 100 100 0.01 +49 2676.0784532 2679.24434275 0.0025 100 100 0.01 +50 2676.60356252 2683.17336272 0.0025 100 100 0.01 +51 2676.42012465 2677.1379866 0.0025 100 100 0.01 +52 2675.95582543 2681.14625004 0.0025 100 100 0.01 +53 2675.61235251 2686.51288997 0.0025 100 100 0.01 +54 2676.27185135 2678.09717264 0.0025 100 100 0.01 +55 2676.08489516 2679.61873964 0.0025 100 100 0.01 +56 2675.04973476 2677.47380647 0.0025 100 100 0.01 +57 2676.25808087 2678.03417362 0.0025 100 100 0.01 +58 2675.16055215 2680.85757125 0.0025 100 100 0.01 +59 2675.4734296 2677.88998547 0.0025 100 100 0.01 +60 2675.09259803 2678.36171744 0.0025 100 100 0.01 +61 2673.93716786 2681.09778556 0.0025 100 100 0.01 +62 2674.91555813 2678.30473325 0.0025 100 100 0.01 +63 2674.751546 2680.18823429 0.0025 100 100 0.01 +64 2674.76396859 2677.44479761 0.0025 100 100 0.01 +65 2674.16251316 2681.33246725 0.0025 100 100 0.01 +66 2674.70601355 2673.41112114 0.0025 100 100 0.01 +67 2674.17817045 2679.92608187 0.0025 100 100 0.01 +68 2674.64669477 2679.70800081 0.0025 100 100 0.01 +69 2674.53172863 2675.93948954 0.0025 100 100 0.01 +70 2673.7514138 2677.05960206 0.0025 100 100 0.01 +71 2674.01847141 2677.66852098 0.0025 100 100 0.01 +72 2673.72712218 2676.32938258 0.0025 100 100 0.01 +73 2674.34074938 2681.43969587 0.0025 100 100 0.01 +74 2673.56484088 2674.82980691 0.0025 100 100 0.01 +75 2672.77458929 2676.01730037 0.0025 100 100 0.01 +76 2673.73525038 2680.79907553 0.0025 100 100 0.01 +77 2672.50813463 2674.41689136 0.0025 100 100 0.01 +78 2673.6260121 2675.54539522 0.0025 100 100 0.01 +79 2672.73741009 2676.97653589 0.0025 100 100 0.01 +80 2672.82481794 2677.97308478 0.0025 100 100 0.01 +81 2673.47786477 2676.47979608 0.0025 100 100 0.01 +82 2671.99722139 2675.72036702 0.0025 100 100 0.01 +83 2673.33145165 2680.40609315 0.0025 100 100 0.01 +84 2673.36403172 2675.63596112 0.0025 100 100 0.01 +85 2672.33003881 2676.89198435 0.0025 100 100 0.01 +86 2673.12475791 2677.4721703 0.0025 100 100 0.01 +87 2672.6815768 2676.46845638 0.0025 100 100 0.01 +88 2673.52176125 2683.55413013 0.0025 100 100 0.01 +89 2672.59237251 2679.2902832 0.0025 100 100 0.01 +90 2672.68213765 2677.69677501 0.0025 100 100 0.01 +91 2672.83734591 2674.69909925 0.0025 100 100 0.01 +92 2672.18875305 2674.73600369 0.0025 100 100 0.01 +93 2672.11571184 2674.94840557 0.0025 100 100 0.01 +94 2672.09559261 2674.38860372 0.0025 100 100 0.01 +95 2672.53625995 2675.77515349 0.0025 100 100 0.01 +96 2671.88791842 2674.2683647 0.0025 100 100 0.01 +97 2672.47341308 2676.48385171 0.0025 100 100 0.01 +98 2671.96102654 2674.75016478 0.0025 100 100 0.01 +99 2673.83422442 2673.06504177 0.0025 100 100 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_100e_0.05k.tsv new file mode 100644 index 0000000..240ff69 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2895.08475625 2931.85282522 0.0025 100 100 0.05 +1 2771.95348972 2781.38983703 0.0025 100 100 0.05 +2 2748.10576728 2752.93158414 0.0025 100 100 0.05 +3 2736.08520207 2740.36664647 0.0025 100 100 0.05 +4 2727.44446308 2728.45586703 0.0025 100 100 0.05 +5 2720.51923677 2720.49115865 0.0025 100 100 0.05 +6 2715.55505178 2727.0225431 0.0025 100 100 0.05 +7 2710.55679858 2714.41380015 0.0025 100 100 0.05 +8 2708.46002578 2712.62600691 0.0025 100 100 0.05 +9 2705.54642651 2709.26065209 0.0025 100 100 0.05 +10 2702.13411566 2705.5489663 0.0025 100 100 0.05 +11 2700.38570756 2704.69825106 0.0025 100 100 0.05 +12 2698.56676119 2700.15849208 0.0025 100 100 0.05 +13 2697.61024294 2699.85215861 0.0025 100 100 0.05 +14 2694.83963885 2703.30201222 0.0025 100 100 0.05 +15 2693.66508432 2696.50695777 0.0025 100 100 0.05 +16 2693.04150964 2698.75787599 0.0025 100 100 0.05 +17 2691.20303438 2692.27688581 0.0025 100 100 0.05 +18 2689.81561443 2694.81441205 0.0025 100 100 0.05 +19 2688.42808434 2696.1626168 0.0025 100 100 0.05 +20 2688.15893358 2690.84507527 0.0025 100 100 0.05 +21 2687.69649124 2690.6366772 0.0025 100 100 0.05 +22 2687.06572259 2691.01566701 0.0025 100 100 0.05 +23 2686.38409029 2687.06295374 0.0025 100 100 0.05 +24 2684.76083367 2688.97223939 0.0025 100 100 0.05 +25 2685.40820445 2686.98775749 0.0025 100 100 0.05 +26 2683.84058699 2692.10784807 0.0025 100 100 0.05 +27 2683.30564707 2691.02121223 0.0025 100 100 0.05 +28 2683.55498709 2686.60773977 0.0025 100 100 0.05 +29 2682.18750288 2687.32642022 0.0025 100 100 0.05 +30 2682.268654 2686.69011833 0.0025 100 100 0.05 +31 2681.01830144 2683.21176562 0.0025 100 100 0.05 +32 2680.49935008 2686.40364148 0.0025 100 100 0.05 +33 2681.17661552 2682.62793249 0.0025 100 100 0.05 +34 2679.60349137 2680.6399668 0.0025 100 100 0.05 +35 2679.75307747 2685.14210712 0.0025 100 100 0.05 +36 2679.49217482 2685.13893002 0.0025 100 100 0.05 +37 2679.53365159 2681.61431803 0.0025 100 100 0.05 +38 2678.88840665 2688.13738115 0.0025 100 100 0.05 +39 2678.44127903 2682.90948031 0.0025 100 100 0.05 +40 2679.14207345 2683.8317465 0.0025 100 100 0.05 +41 2678.65627718 2682.2591289 0.0025 100 100 0.05 +42 2677.53096055 2678.5377461 0.0025 100 100 0.05 +43 2678.1132224 2681.28430152 0.0025 100 100 0.05 +44 2677.79816763 2678.71591461 0.0025 100 100 0.05 +45 2676.83762197 2679.18109726 0.0025 100 100 0.05 +46 2676.33714586 2681.06542595 0.0025 100 100 0.05 +47 2677.31219818 2678.34771413 0.0025 100 100 0.05 +48 2676.21844112 2681.89158102 0.0025 100 100 0.05 +49 2676.12452609 2679.44495493 0.0025 100 100 0.05 +50 2676.51688111 2684.26726723 0.0025 100 100 0.05 +51 2676.35385931 2677.24196203 0.0025 100 100 0.05 +52 2675.92607394 2680.18364043 0.0025 100 100 0.05 +53 2675.551493 2685.18168404 0.0025 100 100 0.05 +54 2676.31831956 2679.03341552 0.0025 100 100 0.05 +55 2676.01565586 2677.475803 0.0025 100 100 0.05 +56 2675.12218163 2680.11865748 0.0025 100 100 0.05 +57 2676.19250692 2679.5182816 0.0025 100 100 0.05 +58 2675.18482288 2680.89204783 0.0025 100 100 0.05 +59 2675.46604928 2677.8634535 0.0025 100 100 0.05 +60 2675.03528508 2677.2933702 0.0025 100 100 0.05 +61 2673.88756711 2680.86743351 0.0025 100 100 0.05 +62 2674.78100659 2677.5803414 0.0025 100 100 0.05 +63 2674.58809661 2679.66177701 0.0025 100 100 0.05 +64 2674.56869147 2677.35524748 0.0025 100 100 0.05 +65 2674.18560731 2681.51152502 0.0025 100 100 0.05 +66 2674.63727688 2674.31654676 0.0025 100 100 0.05 +67 2674.20926498 2679.21243222 0.0025 100 100 0.05 +68 2674.78262238 2679.31526677 0.0025 100 100 0.05 +69 2674.5749124 2677.23994822 0.0025 100 100 0.05 +70 2673.67695208 2677.6201718 0.0025 100 100 0.05 +71 2673.98131874 2678.96907723 0.0025 100 100 0.05 +72 2673.54388887 2676.92454934 0.0025 100 100 0.05 +73 2674.41304509 2681.0820994 0.0025 100 100 0.05 +74 2673.44452154 2674.9501421 0.0025 100 100 0.05 +75 2672.64096824 2676.03352616 0.0025 100 100 0.05 +76 2673.548223 2681.73706755 0.0025 100 100 0.05 +77 2672.47518877 2674.59678052 0.0025 100 100 0.05 +78 2673.57594713 2677.30790054 0.0025 100 100 0.05 +79 2672.70598313 2678.69327535 0.0025 100 100 0.05 +80 2672.72608273 2678.20633291 0.0025 100 100 0.05 +81 2673.48714808 2677.05163458 0.0025 100 100 0.05 +82 2672.11610566 2676.78814616 0.0025 100 100 0.05 +83 2673.39438118 2677.87924562 0.0025 100 100 0.05 +84 2673.40916459 2675.29359801 0.0025 100 100 0.05 +85 2672.33770266 2676.89956718 0.0025 100 100 0.05 +86 2673.02972086 2677.5937654 0.0025 100 100 0.05 +87 2672.65574325 2675.6948625 0.0025 100 100 0.05 +88 2673.62736108 2682.99808282 0.0025 100 100 0.05 +89 2672.64230232 2679.31455676 0.0025 100 100 0.05 +90 2672.69168634 2676.69562293 0.0025 100 100 0.05 +91 2672.86369553 2674.3361681 0.0025 100 100 0.05 +92 2672.20172863 2673.59748493 0.0025 100 100 0.05 +93 2671.90785148 2675.47136693 0.0025 100 100 0.05 +94 2672.1513979 2673.77735822 0.0025 100 100 0.05 +95 2672.43290293 2675.68986718 0.0025 100 100 0.05 +96 2671.9430824 2674.12384325 0.0025 100 100 0.05 +97 2672.51378369 2676.33081521 0.0025 100 100 0.05 +98 2671.95378931 2672.59243734 0.0025 100 100 0.05 +99 2673.95193547 2674.10095145 0.0025 100 100 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_100e_0.1k.tsv new file mode 100644 index 0000000..06dd8fb --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2894.57959034 2935.39652499 0.0025 100 100 0.1 +1 2771.86163532 2782.67989336 0.0025 100 100 0.1 +2 2748.10182534 2751.50373727 0.0025 100 100 0.1 +3 2736.07606688 2739.61568858 0.0025 100 100 0.1 +4 2727.39442076 2729.59070221 0.0025 100 100 0.1 +5 2720.49282149 2719.44986668 0.0025 100 100 0.1 +6 2715.49410561 2728.36365843 0.0025 100 100 0.1 +7 2710.52573229 2716.30877207 0.0025 100 100 0.1 +8 2708.37319868 2712.75028662 0.0025 100 100 0.1 +9 2705.52203864 2707.72003699 0.0025 100 100 0.1 +10 2702.16956512 2704.42119439 0.0025 100 100 0.1 +11 2700.342118 2705.10529183 0.0025 100 100 0.1 +12 2698.55415969 2701.08329817 0.0025 100 100 0.1 +13 2697.67653294 2700.74199704 0.0025 100 100 0.1 +14 2694.84232935 2702.00274857 0.0025 100 100 0.1 +15 2693.60514377 2697.42271245 0.0025 100 100 0.1 +16 2692.99144437 2697.22599253 0.0025 100 100 0.1 +17 2691.1461478 2693.27603389 0.0025 100 100 0.1 +18 2689.84720309 2694.93198093 0.0025 100 100 0.1 +19 2688.36225471 2697.62382318 0.0025 100 100 0.1 +20 2688.18502768 2690.42192168 0.0025 100 100 0.1 +21 2687.45699144 2692.0775737 0.0025 100 100 0.1 +22 2686.9644699 2690.11701338 0.0025 100 100 0.1 +23 2686.29859005 2686.38058583 0.0025 100 100 0.1 +24 2684.59062239 2689.22764036 0.0025 100 100 0.1 +25 2685.52049648 2688.62288069 0.0025 100 100 0.1 +26 2683.69581455 2691.92203512 0.0025 100 100 0.1 +27 2683.22492474 2690.71225016 0.0025 100 100 0.1 +28 2683.36801936 2685.95633384 0.0025 100 100 0.1 +29 2682.09159304 2684.80765967 0.0025 100 100 0.1 +30 2682.14127645 2687.66497464 0.0025 100 100 0.1 +31 2681.01146211 2683.87010318 0.0025 100 100 0.1 +32 2680.39342358 2687.11309873 0.0025 100 100 0.1 +33 2681.00496641 2681.95596039 0.0025 100 100 0.1 +34 2679.64127774 2682.44918701 0.0025 100 100 0.1 +35 2679.74633203 2683.53674993 0.0025 100 100 0.1 +36 2679.35991692 2685.18354847 0.0025 100 100 0.1 +37 2679.35535102 2683.42523088 0.0025 100 100 0.1 +38 2678.84173416 2685.67917635 0.0025 100 100 0.1 +39 2678.51883994 2682.35385219 0.0025 100 100 0.1 +40 2678.95883508 2684.1243306 0.0025 100 100 0.1 +41 2678.42752782 2679.95614572 0.0025 100 100 0.1 +42 2677.46044097 2681.29211216 0.0025 100 100 0.1 +43 2678.06601819 2680.99901177 0.0025 100 100 0.1 +44 2677.68394706 2679.5030716 0.0025 100 100 0.1 +45 2676.83456994 2677.70082597 0.0025 100 100 0.1 +46 2676.1909416 2680.04586763 0.0025 100 100 0.1 +47 2677.17176905 2678.38520209 0.0025 100 100 0.1 +48 2676.15679788 2683.42358959 0.0025 100 100 0.1 +49 2676.06484876 2678.61280044 0.0025 100 100 0.1 +50 2676.59961962 2685.09946513 0.0025 100 100 0.1 +51 2676.33929662 2676.15744503 0.0025 100 100 0.1 +52 2675.77591335 2680.17829454 0.0025 100 100 0.1 +53 2675.43501598 2684.22880131 0.0025 100 100 0.1 +54 2676.27011441 2679.30217794 0.0025 100 100 0.1 +55 2675.95137719 2677.39411906 0.0025 100 100 0.1 +56 2674.99188298 2678.14673178 0.0025 100 100 0.1 +57 2676.01709166 2678.67841451 0.0025 100 100 0.1 +58 2675.09345131 2683.10440396 0.0025 100 100 0.1 +59 2675.49593992 2677.50987019 0.0025 100 100 0.1 +60 2674.98204989 2677.00420501 0.0025 100 100 0.1 +61 2673.66919197 2679.19097819 0.0025 100 100 0.1 +62 2674.71588907 2679.66792627 0.0025 100 100 0.1 +63 2674.59100807 2678.03670092 0.0025 100 100 0.1 +64 2674.53965422 2677.52154646 0.0025 100 100 0.1 +65 2674.13769863 2677.75431938 0.0025 100 100 0.1 +66 2674.38184333 2673.57855306 0.0025 100 100 0.1 +67 2674.00748202 2677.94869126 0.0025 100 100 0.1 +68 2674.57394992 2679.7482546 0.0025 100 100 0.1 +69 2674.52232884 2677.20277536 0.0025 100 100 0.1 +70 2673.61046319 2678.24992858 0.0025 100 100 0.1 +71 2673.93607409 2678.49087717 0.0025 100 100 0.1 +72 2673.53289741 2677.89110068 0.0025 100 100 0.1 +73 2674.17295736 2680.44100573 0.0025 100 100 0.1 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0.0025 100 100 0.1 +94 2671.96361599 2674.08611675 0.0025 100 100 0.1 +95 2672.23682354 2674.89897573 0.0025 100 100 0.1 +96 2671.85917254 2674.37915879 0.0025 100 100 0.1 +97 2672.57454508 2675.58798912 0.0025 100 100 0.1 +98 2671.75820362 2674.21008744 0.0025 100 100 0.1 +99 2673.76022221 2673.684652 0.0025 100 100 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_100e_1k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_100e_1k.tsv new file mode 100644 index 0000000..fa999dd --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2894.4027239 2930.68854052 0.0025 100 100 1.0 +1 2771.84939205 2784.41639187 0.0025 100 100 1.0 +2 2748.09095957 2752.25807811 0.0025 100 100 1.0 +3 2736.06584587 2742.82529988 0.0025 100 100 1.0 +4 2727.38166234 2729.92113091 0.0025 100 100 1.0 +5 2720.40264215 2720.91901487 0.0025 100 100 1.0 +6 2715.36195081 2727.17356111 0.0025 100 100 1.0 +7 2710.41286574 2714.02966659 0.0025 100 100 1.0 +8 2708.24985849 2710.9979017 0.0025 100 100 1.0 +9 2705.41598826 2706.47044545 0.0025 100 100 1.0 +10 2702.04653725 2704.77452516 0.0025 100 100 1.0 +11 2700.24013392 2703.90410502 0.0025 100 100 1.0 +12 2698.44145013 2700.5063794 0.0025 100 100 1.0 +13 2697.54979245 2700.50128326 0.0025 100 100 1.0 +14 2694.77534871 2702.07260499 0.0025 100 100 1.0 +15 2693.48982616 2696.52621688 0.0025 100 100 1.0 +16 2692.80984703 2697.44952544 0.0025 100 100 1.0 +17 2691.09330682 2693.61473022 0.0025 100 100 1.0 +18 2689.78338673 2695.20306291 0.0025 100 100 1.0 +19 2688.33587383 2696.10522461 0.0025 100 100 1.0 +20 2688.22320198 2690.88949579 0.0025 100 100 1.0 +21 2687.4736997 2690.54275682 0.0025 100 100 1.0 +22 2686.93944711 2690.99104382 0.0025 100 100 1.0 +23 2686.16099535 2686.77866062 0.0025 100 100 1.0 +24 2684.66983569 2689.15755239 0.0025 100 100 1.0 +25 2685.36317641 2686.44855028 0.0025 100 100 1.0 +26 2683.6322275 2692.2329587 0.0025 100 100 1.0 +27 2683.26214976 2689.9561938 0.0025 100 100 1.0 +28 2683.44700172 2685.04496109 0.0025 100 100 1.0 +29 2682.13321623 2685.6949834 0.0025 100 100 1.0 +30 2682.12577947 2686.07124191 0.0025 100 100 1.0 +31 2681.05508531 2684.26820365 0.0025 100 100 1.0 +32 2680.40991841 2687.79109218 0.0025 100 100 1.0 +33 2681.10396072 2682.47503184 0.0025 100 100 1.0 +34 2679.7288107 2681.9548732 0.0025 100 100 1.0 +35 2679.78333626 2684.2575819 0.0025 100 100 1.0 +36 2679.39195269 2684.96230385 0.0025 100 100 1.0 +37 2679.3933161 2683.436635 0.0025 100 100 1.0 +38 2678.79474213 2684.90640918 0.0025 100 100 1.0 +39 2678.48750206 2684.02022166 0.0025 100 100 1.0 +40 2679.04759907 2684.33393396 0.0025 100 100 1.0 +41 2678.46725134 2680.19795277 0.0025 100 100 1.0 +42 2677.59577095 2681.47751619 0.0025 100 100 1.0 +43 2678.00135135 2680.42130783 0.0025 100 100 1.0 +44 2677.63973361 2679.13444493 0.0025 100 100 1.0 +45 2676.80677249 2678.9562008 0.0025 100 100 1.0 +46 2676.15349572 2679.91930102 0.0025 100 100 1.0 +47 2677.12882266 2679.2526272 0.0025 100 100 1.0 +48 2676.14264572 2682.24315286 0.0025 100 100 1.0 +49 2676.06192763 2680.4117476 0.0025 100 100 1.0 +50 2676.54843874 2684.17031446 0.0025 100 100 1.0 +51 2676.46876403 2676.86077542 0.0025 100 100 1.0 +52 2675.79728041 2679.71440962 0.0025 100 100 1.0 +53 2675.4255762 2685.05047082 0.0025 100 100 1.0 +54 2676.30634033 2679.13317474 0.0025 100 100 1.0 +55 2676.00327866 2676.56054547 0.0025 100 100 1.0 +56 2674.97731492 2677.53337724 0.0025 100 100 1.0 +57 2676.08500638 2679.574391 0.0025 100 100 1.0 +58 2675.10852615 2682.70901705 0.0025 100 100 1.0 +59 2675.45720879 2676.72935355 0.0025 100 100 1.0 +60 2674.99706043 2677.2842357 0.0025 100 100 1.0 +61 2673.79510532 2679.93625876 0.0025 100 100 1.0 +62 2674.82926022 2679.17578032 0.0025 100 100 1.0 +63 2674.48988322 2677.70816653 0.0025 100 100 1.0 +64 2674.66483157 2677.85899829 0.0025 100 100 1.0 +65 2674.11407154 2678.7612118 0.0025 100 100 1.0 +66 2674.70100583 2674.44157057 0.0025 100 100 1.0 +67 2674.15755847 2678.81471174 0.0025 100 100 1.0 +68 2674.78136039 2678.58881771 0.0025 100 100 1.0 +69 2674.43354092 2676.36493842 0.0025 100 100 1.0 +70 2673.66182459 2679.76052512 0.0025 100 100 1.0 +71 2674.07082604 2679.82037832 0.0025 100 100 1.0 +72 2673.64595224 2676.72940863 0.0025 100 100 1.0 +73 2674.31361309 2682.06653602 0.0025 100 100 1.0 +74 2673.51335431 2676.41360923 0.0025 100 100 1.0 +75 2672.70062601 2675.04266252 0.0025 100 100 1.0 +76 2673.60898118 2682.69010339 0.0025 100 100 1.0 +77 2672.46756571 2674.53960073 0.0025 100 100 1.0 +78 2673.57674769 2679.73111154 0.0025 100 100 1.0 +79 2672.74719836 2677.6009099 0.0025 100 100 1.0 +80 2672.7464746 2677.17744729 0.0025 100 100 1.0 +81 2673.46894888 2676.0066072 0.0025 100 100 1.0 +82 2672.03646908 2676.2531953 0.0025 100 100 1.0 +83 2673.53583112 2678.71491844 0.0025 100 100 1.0 +84 2673.41209138 2675.59933489 0.0025 100 100 1.0 +85 2672.3797744 2676.11186075 0.0025 100 100 1.0 +86 2673.10185512 2678.68727733 0.0025 100 100 1.0 +87 2672.67172148 2676.06015149 0.0025 100 100 1.0 +88 2673.3244881 2685.85459208 0.0025 100 100 1.0 +89 2672.5986983 2680.28828573 0.0025 100 100 1.0 +90 2672.72737284 2675.15828155 0.0025 100 100 1.0 +91 2672.80991236 2674.45038857 0.0025 100 100 1.0 +92 2672.27227622 2673.51943042 0.0025 100 100 1.0 +93 2671.8719169 2675.75975769 0.0025 100 100 1.0 +94 2671.97788386 2672.582738 0.0025 100 100 1.0 +95 2672.34300202 2675.32138663 0.0025 100 100 1.0 +96 2671.95905562 2675.46940166 0.0025 100 100 1.0 +97 2672.57473948 2676.80706122 0.0025 100 100 1.0 +98 2671.93259748 2673.60762214 0.0025 100 100 1.0 +99 2673.85186598 2673.47022698 0.0025 100 100 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_10e_0.01k.tsv new file mode 100644 index 0000000..f039040 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2894.69370316 2940.54849762 0.0025 100 10 0.01 +1 2771.98710967 2784.15821993 0.0025 100 10 0.01 +2 2748.19252059 2753.36997154 0.0025 100 10 0.01 +3 2736.09471113 2741.11935209 0.0025 100 10 0.01 +4 2727.40200595 2728.96270297 0.0025 100 10 0.01 +5 2720.41899615 2720.41409891 0.0025 100 10 0.01 +6 2715.42019525 2727.0231042 0.0025 100 10 0.01 +7 2710.39379206 2715.30276845 0.0025 100 10 0.01 +8 2708.3831198 2710.89677053 0.0025 100 10 0.01 +9 2705.41293691 2707.87186118 0.0025 100 10 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_10e_0.05k.tsv new file mode 100644 index 0000000..a04a590 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2897.71461935 2932.84622268 0.0025 100 10 0.05 +1 2772.25662663 2786.83578765 0.0025 100 10 0.05 +2 2748.06169402 2750.69205091 0.0025 100 10 0.05 +3 2735.96558022 2735.5024344 0.0025 100 10 0.05 +4 2727.25438675 2733.43586337 0.0025 100 10 0.05 +5 2720.47786757 2722.33971071 0.0025 100 10 0.05 +6 2715.35825579 2726.60573483 0.0025 100 10 0.05 +7 2710.6193006 2717.63242645 0.0025 100 10 0.05 +8 2708.50444516 2712.3810573 0.0025 100 10 0.05 +9 2705.36276491 2709.49724817 0.0025 100 10 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_10e_0.1k.tsv new file mode 100644 index 0000000..e8b1a76 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2894.87789672 2934.29714715 0.0025 100 10 0.1 +1 2771.9479316 2783.00239986 0.0025 100 10 0.1 +2 2748.04198516 2753.86228602 0.0025 100 10 0.1 +3 2736.08512688 2741.95249528 0.0025 100 10 0.1 +4 2727.39106387 2727.65954006 0.0025 100 10 0.1 +5 2720.49625054 2720.20291587 0.0025 100 10 0.1 +6 2715.47627494 2727.66354061 0.0025 100 10 0.1 +7 2710.50672851 2713.53679895 0.0025 100 10 0.1 +8 2708.44980339 2711.44472992 0.0025 100 10 0.1 +9 2705.51334871 2707.80264428 0.0025 100 10 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_10e_1k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_10e_1k.tsv new file mode 100644 index 0000000..5caa3f9 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2895.14498836 2937.91799816 0.0025 100 10 1.0 +1 2772.00208286 2782.24323548 0.0025 100 10 1.0 +2 2748.13142222 2752.46659195 0.0025 100 10 1.0 +3 2736.14701026 2741.8796088 0.0025 100 10 1.0 +4 2727.44739336 2727.65656603 0.0025 100 10 1.0 +5 2720.49499329 2720.24297967 0.0025 100 10 1.0 +6 2715.47659173 2725.45403528 0.0025 100 10 1.0 +7 2710.5009934 2714.86889182 0.0025 100 10 1.0 +8 2708.43311398 2710.95827063 0.0025 100 10 1.0 +9 2705.49596674 2708.19341959 0.0025 100 10 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_25e_0.01k.tsv new file mode 100644 index 0000000..bd22282 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2895.77158529 2933.48411359 0.0025 100 25 0.01 +1 2772.08899207 2780.52850237 0.0025 100 25 0.01 +2 2748.22092882 2751.14022121 0.0025 100 25 0.01 +3 2736.11233088 2739.70465426 0.0025 100 25 0.01 +4 2727.43751634 2729.72790364 0.0025 100 25 0.01 +5 2720.49153841 2721.25820789 0.0025 100 25 0.01 +6 2715.44674809 2727.43482379 0.0025 100 25 0.01 +7 2710.43548014 2715.33104162 0.0025 100 25 0.01 +8 2708.3742646 2709.66096943 0.0025 100 25 0.01 +9 2705.37230696 2706.48868084 0.0025 100 25 0.01 +10 2702.10919207 2705.87769021 0.0025 100 25 0.01 +11 2700.32536097 2703.80776003 0.0025 100 25 0.01 +12 2698.50665153 2700.58812916 0.0025 100 25 0.01 +13 2697.66670797 2700.38000325 0.0025 100 25 0.01 +14 2694.93709682 2700.8523388 0.0025 100 25 0.01 +15 2693.56774587 2696.01359252 0.0025 100 25 0.01 +16 2693.05908636 2700.56427807 0.0025 100 25 0.01 +17 2691.16913685 2692.54582702 0.0025 100 25 0.01 +18 2689.76889225 2694.26530757 0.0025 100 25 0.01 +19 2688.42917704 2698.58450253 0.0025 100 25 0.01 +20 2688.12089811 2689.98562931 0.0025 100 25 0.01 +21 2687.62472367 2690.55970335 0.0025 100 25 0.01 +22 2687.00334304 2690.03729703 0.0025 100 25 0.01 +23 2686.32554273 2686.20434897 0.0025 100 25 0.01 +24 2684.69583683 2688.66939158 0.0025 100 25 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_25e_0.05k.tsv new file mode 100644 index 0000000..3a1504b --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2895.59241689 2937.73419248 0.0025 100 25 0.05 +1 2772.06902112 2783.42995825 0.0025 100 25 0.05 +2 2748.12755187 2751.28437155 0.0025 100 25 0.05 +3 2736.15497296 2738.61632624 0.0025 100 25 0.05 +4 2727.65116831 2729.36308472 0.0025 100 25 0.05 +5 2720.68928423 2722.80159396 0.0025 100 25 0.05 +6 2715.56868994 2726.29946158 0.0025 100 25 0.05 +7 2710.63212635 2714.7528494 0.0025 100 25 0.05 +8 2708.48188979 2711.72836578 0.0025 100 25 0.05 +9 2705.55534543 2708.21537591 0.0025 100 25 0.05 +10 2702.23520759 2705.82143517 0.0025 100 25 0.05 +11 2700.35617796 2704.34800075 0.0025 100 25 0.05 +12 2698.49311214 2700.65781988 0.0025 100 25 0.05 +13 2697.63082104 2698.67580599 0.0025 100 25 0.05 +14 2694.92406739 2702.75926381 0.0025 100 25 0.05 +15 2693.59056751 2696.55166678 0.0025 100 25 0.05 +16 2692.83060705 2697.59671657 0.0025 100 25 0.05 +17 2691.05070321 2693.06558327 0.0025 100 25 0.05 +18 2689.63442741 2694.28722094 0.0025 100 25 0.05 +19 2688.21452035 2700.02952048 0.0025 100 25 0.05 +20 2688.17872489 2692.43172792 0.0025 100 25 0.05 +21 2687.64225052 2688.69982887 0.0025 100 25 0.05 +22 2686.73616255 2689.44313624 0.0025 100 25 0.05 +23 2686.02928157 2685.4826282 0.0025 100 25 0.05 +24 2684.48459569 2688.38448414 0.0025 100 25 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_25e_0.1k.tsv new file mode 100644 index 0000000..97616c6 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2894.51663684 2937.08615036 0.0025 100 25 0.1 +1 2771.93051633 2782.45048007 0.0025 100 25 0.1 +2 2748.10604301 2752.9278212 0.0025 100 25 0.1 +3 2736.09306598 2739.56249907 0.0025 100 25 0.1 +4 2727.43448646 2728.11066292 0.0025 100 25 0.1 +5 2720.44813517 2720.11390164 0.0025 100 25 0.1 +6 2715.47509299 2728.04590497 0.0025 100 25 0.1 +7 2710.49018004 2713.70617559 0.0025 100 25 0.1 +8 2708.37877268 2711.87389833 0.0025 100 25 0.1 +9 2705.51152959 2706.5971605 0.0025 100 25 0.1 +10 2702.08786824 2704.77896171 0.0025 100 25 0.1 +11 2700.33752505 2704.17403632 0.0025 100 25 0.1 +12 2698.48757059 2700.88173511 0.0025 100 25 0.1 +13 2697.65474122 2699.37989495 0.0025 100 25 0.1 +14 2694.75733047 2702.52754214 0.0025 100 25 0.1 +15 2693.52420898 2696.42336458 0.0025 100 25 0.1 +16 2692.89881381 2697.92796965 0.0025 100 25 0.1 +17 2691.08540889 2694.15329417 0.0025 100 25 0.1 +18 2689.84061879 2695.08313759 0.0025 100 25 0.1 +19 2688.34379373 2699.09059578 0.0025 100 25 0.1 +20 2688.19415039 2691.29331979 0.0025 100 25 0.1 +21 2687.41524217 2691.44333977 0.0025 100 25 0.1 +22 2686.94906406 2690.75343057 0.0025 100 25 0.1 +23 2686.24644633 2686.31536667 0.0025 100 25 0.1 +24 2684.60804591 2688.1355732 0.0025 100 25 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_25e_1k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_25e_1k.tsv new file mode 100644 index 0000000..42d31b5 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2896.04385863 2926.84064526 0.0025 100 25 1.0 +1 2772.13985232 2782.06830336 0.0025 100 25 1.0 +2 2748.18379567 2751.4325411 0.0025 100 25 1.0 +3 2736.1183008 2739.82635626 0.0025 100 25 1.0 +4 2727.52301969 2730.44878882 0.0025 100 25 1.0 +5 2720.59496357 2722.42397844 0.0025 100 25 1.0 +6 2715.49803741 2726.05817922 0.0025 100 25 1.0 +7 2710.60518845 2714.35736959 0.0025 100 25 1.0 +8 2708.5183889 2711.79092646 0.0025 100 25 1.0 +9 2705.47911183 2708.58888913 0.0025 100 25 1.0 +10 2702.13111578 2705.66372126 0.0025 100 25 1.0 +11 2700.29478356 2704.02677098 0.0025 100 25 1.0 +12 2698.50669764 2701.04645347 0.0025 100 25 1.0 +13 2697.64614844 2701.10905524 0.0025 100 25 1.0 +14 2694.88771684 2700.48529928 0.0025 100 25 1.0 +15 2693.52018314 2696.85875041 0.0025 100 25 1.0 +16 2692.76399746 2697.67803173 0.0025 100 25 1.0 +17 2691.21923724 2694.20884807 0.0025 100 25 1.0 +18 2689.72854019 2693.86218799 0.0025 100 25 1.0 +19 2688.23330818 2693.73227063 0.0025 100 25 1.0 +20 2688.25464775 2691.61378494 0.0025 100 25 1.0 +21 2687.74784727 2689.90277508 0.0025 100 25 1.0 +22 2686.84527598 2689.91176907 0.0025 100 25 1.0 +23 2686.24252397 2686.1226837 0.0025 100 25 1.0 +24 2684.61950244 2691.23436006 0.0025 100 25 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_50e_0.01k.tsv new file mode 100644 index 0000000..71fe2d1 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2894.99122136 2935.00148398 0.0025 100 50 0.01 +1 2771.91333143 2782.23740645 0.0025 100 50 0.01 +2 2748.10759819 2751.55840656 0.0025 100 50 0.01 +3 2736.09072344 2743.19489657 0.0025 100 50 0.01 +4 2727.48811671 2727.56473368 0.0025 100 50 0.01 +5 2720.57416117 2720.33518547 0.0025 100 50 0.01 +6 2715.51635426 2728.41866289 0.0025 100 50 0.01 +7 2710.61975063 2714.33888586 0.0025 100 50 0.01 +8 2708.44008292 2711.43369598 0.0025 100 50 0.01 +9 2705.50027249 2707.38340161 0.0025 100 50 0.01 +10 2702.13765145 2704.99797872 0.0025 100 50 0.01 +11 2700.33040563 2705.1553836 0.0025 100 50 0.01 +12 2698.45867451 2699.96483208 0.0025 100 50 0.01 +13 2697.58823721 2700.13466433 0.0025 100 50 0.01 +14 2694.78489206 2700.38933801 0.0025 100 50 0.01 +15 2693.53695845 2695.69670172 0.0025 100 50 0.01 +16 2692.90941817 2698.16373433 0.0025 100 50 0.01 +17 2691.1117234 2694.06103936 0.0025 100 50 0.01 +18 2689.78242236 2693.64761032 0.0025 100 50 0.01 +19 2688.39796937 2694.78398176 0.0025 100 50 0.01 +20 2688.21020632 2690.90576685 0.0025 100 50 0.01 +21 2687.50627981 2691.15838145 0.0025 100 50 0.01 +22 2686.98290033 2690.17748883 0.0025 100 50 0.01 +23 2686.26649932 2686.99209087 0.0025 100 50 0.01 +24 2684.57798276 2689.80442002 0.0025 100 50 0.01 +25 2685.33181266 2687.60975918 0.0025 100 50 0.01 +26 2683.70758409 2692.05694452 0.0025 100 50 0.01 +27 2683.28702915 2691.09814827 0.0025 100 50 0.01 +28 2683.36448678 2685.52752067 0.0025 100 50 0.01 +29 2681.99539237 2684.74543275 0.0025 100 50 0.01 +30 2682.07375537 2686.86835919 0.0025 100 50 0.01 +31 2681.03459057 2685.59833359 0.0025 100 50 0.01 +32 2680.36103924 2685.26747076 0.0025 100 50 0.01 +33 2681.11784276 2683.27248054 0.0025 100 50 0.01 +34 2679.69470815 2682.10883817 0.0025 100 50 0.01 +35 2679.83777155 2682.9161482 0.0025 100 50 0.01 +36 2679.35755285 2684.29467307 0.0025 100 50 0.01 +37 2679.48244958 2681.97521669 0.0025 100 50 0.01 +38 2679.00757988 2687.45412724 0.0025 100 50 0.01 +39 2678.48860019 2683.82438493 0.0025 100 50 0.01 +40 2679.16423698 2684.73548274 0.0025 100 50 0.01 +41 2678.54161056 2680.65109831 0.0025 100 50 0.01 +42 2677.60543052 2679.73247602 0.0025 100 50 0.01 +43 2678.06369951 2681.03845752 0.0025 100 50 0.01 +44 2677.71966898 2679.73359263 0.0025 100 50 0.01 +45 2676.9646036 2677.758797 0.0025 100 50 0.01 +46 2676.36326003 2682.74499768 0.0025 100 50 0.01 +47 2677.25996261 2678.7586901 0.0025 100 50 0.01 +48 2676.19729981 2682.29379407 0.0025 100 50 0.01 +49 2676.08342568 2678.37741713 0.0025 100 50 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_50e_0.05k.tsv new file mode 100644 index 0000000..34f0b6c --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2896.67478565 2930.39136536 0.0025 100 50 0.05 +1 2772.05738858 2784.39813781 0.0025 100 50 0.05 +2 2748.10519216 2750.82045768 0.0025 100 50 0.05 +3 2735.99722974 2736.18747199 0.0025 100 50 0.05 +4 2727.25026515 2732.72741022 0.0025 100 50 0.05 +5 2720.42257884 2722.44475793 0.0025 100 50 0.05 +6 2715.30547268 2722.19989889 0.0025 100 50 0.05 +7 2710.51530886 2716.40908026 0.0025 100 50 0.05 +8 2708.54610946 2711.71188045 0.0025 100 50 0.05 +9 2705.24638574 2707.80517438 0.0025 100 50 0.05 +10 2702.1775177 2706.85011166 0.0025 100 50 0.05 +11 2700.12279807 2704.64200629 0.0025 100 50 0.05 +12 2698.47971151 2701.8751251 0.0025 100 50 0.05 +13 2697.8299922 2699.67633628 0.0025 100 50 0.05 +14 2694.86189276 2700.18773994 0.0025 100 50 0.05 +15 2693.47317018 2695.95274408 0.0025 100 50 0.05 +16 2692.96121847 2699.24976193 0.0025 100 50 0.05 +17 2691.22856171 2691.27591672 0.0025 100 50 0.05 +18 2689.80436467 2693.13847442 0.0025 100 50 0.05 +19 2688.25647596 2699.64201842 0.0025 100 50 0.05 +20 2688.24507175 2691.24731259 0.0025 100 50 0.05 +21 2687.78120015 2692.83225018 0.0025 100 50 0.05 +22 2686.82396442 2696.23889417 0.0025 100 50 0.05 +23 2686.33882509 2688.11732427 0.0025 100 50 0.05 +24 2684.74738215 2687.72852216 0.0025 100 50 0.05 +25 2685.2640339 2684.71881395 0.0025 100 50 0.05 +26 2683.56907875 2689.48185704 0.0025 100 50 0.05 +27 2683.09176435 2690.27362562 0.0025 100 50 0.05 +28 2682.95530551 2690.60629547 0.0025 100 50 0.05 +29 2682.02647003 2685.92050585 0.0025 100 50 0.05 +30 2682.1699392 2688.53965768 0.0025 100 50 0.05 +31 2681.05083678 2686.08124234 0.0025 100 50 0.05 +32 2680.16815373 2685.22432696 0.0025 100 50 0.05 +33 2680.78135071 2683.53718967 0.0025 100 50 0.05 +34 2679.68846134 2682.01276673 0.0025 100 50 0.05 +35 2679.65072619 2682.81166581 0.0025 100 50 0.05 +36 2679.24707413 2685.53714905 0.0025 100 50 0.05 +37 2679.40876221 2680.40525336 0.0025 100 50 0.05 +38 2678.87075621 2690.69936346 0.0025 100 50 0.05 +39 2678.36305472 2683.70542263 0.0025 100 50 0.05 +40 2679.04866517 2684.76469979 0.0025 100 50 0.05 +41 2678.3143908 2682.48018166 0.0025 100 50 0.05 +42 2677.42693561 2680.93900219 0.0025 100 50 0.05 +43 2677.87702212 2681.15585368 0.0025 100 50 0.05 +44 2677.65063438 2681.87047523 0.0025 100 50 0.05 +45 2676.63561466 2678.94710504 0.0025 100 50 0.05 +46 2676.37564367 2679.47923544 0.0025 100 50 0.05 +47 2677.31204611 2679.39064134 0.0025 100 50 0.05 +48 2676.03382039 2683.03269244 0.0025 100 50 0.05 +49 2675.90168491 2679.89209498 0.0025 100 50 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_50e_0.1k.tsv new file mode 100644 index 0000000..d0c1f66 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2894.6569353 2934.10673147 0.0025 100 50 0.1 +1 2771.95842863 2786.27034816 0.0025 100 50 0.1 +2 2748.20911515 2751.78178029 0.0025 100 50 0.1 +3 2736.10650349 2740.04358447 0.0025 100 50 0.1 +4 2727.48046045 2729.20107478 0.0025 100 50 0.1 +5 2720.52831116 2719.37421483 0.0025 100 50 0.1 +6 2715.49715181 2725.02357754 0.0025 100 50 0.1 +7 2710.49415933 2715.24204372 0.0025 100 50 0.1 +8 2708.44383573 2712.52758509 0.0025 100 50 0.1 +9 2705.53785209 2707.97931387 0.0025 100 50 0.1 +10 2702.23020204 2705.91350653 0.0025 100 50 0.1 +11 2700.38757396 2704.60803013 0.0025 100 50 0.1 +12 2698.61175426 2700.44211767 0.0025 100 50 0.1 +13 2697.78480717 2700.44285896 0.0025 100 50 0.1 +14 2694.90528018 2702.5382764 0.0025 100 50 0.1 +15 2693.60590199 2696.97535673 0.0025 100 50 0.1 +16 2692.96667513 2697.97529185 0.0025 100 50 0.1 +17 2691.22582549 2694.10553224 0.0025 100 50 0.1 +18 2689.81247131 2693.89218834 0.0025 100 50 0.1 +19 2688.36251293 2698.28659869 0.0025 100 50 0.1 +20 2688.17351958 2690.18746592 0.0025 100 50 0.1 +21 2687.55289829 2690.42883931 0.0025 100 50 0.1 +22 2687.02197948 2691.120591 0.0025 100 50 0.1 +23 2686.3395474 2688.82150286 0.0025 100 50 0.1 +24 2684.74695853 2689.49114278 0.0025 100 50 0.1 +25 2685.72423438 2687.0535905 0.0025 100 50 0.1 +26 2683.79632756 2693.68754855 0.0025 100 50 0.1 +27 2683.33174763 2691.05798083 0.0025 100 50 0.1 +28 2683.38837708 2686.37578937 0.0025 100 50 0.1 +29 2682.09527061 2686.02350705 0.0025 100 50 0.1 +30 2682.19826522 2686.96918787 0.0025 100 50 0.1 +31 2681.0459888 2684.93712375 0.0025 100 50 0.1 +32 2680.54338643 2687.48703067 0.0025 100 50 0.1 +33 2681.10153726 2682.13601947 0.0025 100 50 0.1 +34 2679.75841306 2682.65528978 0.0025 100 50 0.1 +35 2679.79429509 2686.03969316 0.0025 100 50 0.1 +36 2679.44291329 2685.80263494 0.0025 100 50 0.1 +37 2679.49094633 2682.41128779 0.0025 100 50 0.1 +38 2678.89611128 2686.38472875 0.0025 100 50 0.1 +39 2678.4338181 2682.12973717 0.0025 100 50 0.1 +40 2679.09300318 2685.38915549 0.0025 100 50 0.1 +41 2678.5552551 2681.79808077 0.0025 100 50 0.1 +42 2677.55553422 2679.21439795 0.0025 100 50 0.1 +43 2678.09725545 2681.11587997 0.0025 100 50 0.1 +44 2677.7043788 2679.03458674 0.0025 100 50 0.1 +45 2676.89860391 2677.41294449 0.0025 100 50 0.1 +46 2676.34165469 2679.9898922 0.0025 100 50 0.1 +47 2677.29062557 2679.65658003 0.0025 100 50 0.1 +48 2676.19132092 2682.54971786 0.0025 100 50 0.1 +49 2676.0848753 2680.05790754 0.0025 100 50 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_100bs_50e_1k.tsv b/param_sweep/paramsweep_0.0025lr_100bs_50e_1k.tsv new file mode 100644 index 0000000..ffc5929 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_100bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2894.55144673 2933.01884364 0.0025 100 50 1.0 +1 2771.86995195 2781.68645435 0.0025 100 50 1.0 +2 2748.02867837 2752.9229692 0.0025 100 50 1.0 +3 2736.06445276 2742.16921466 0.0025 100 50 1.0 +4 2727.3620966 2729.98464715 0.0025 100 50 1.0 +5 2720.45721841 2720.58462297 0.0025 100 50 1.0 +6 2715.42636277 2726.68005208 0.0025 100 50 1.0 +7 2710.45456655 2714.62426571 0.0025 100 50 1.0 +8 2708.29617925 2711.36761089 0.0025 100 50 1.0 +9 2705.38152703 2708.70489234 0.0025 100 50 1.0 +10 2702.0783915 2705.04062911 0.0025 100 50 1.0 +11 2700.30885286 2703.1212604 0.0025 100 50 1.0 +12 2698.44354207 2700.11939784 0.0025 100 50 1.0 +13 2697.72543953 2700.49798946 0.0025 100 50 1.0 +14 2694.75406477 2703.23593787 0.0025 100 50 1.0 +15 2693.56340106 2697.60409493 0.0025 100 50 1.0 +16 2692.87402805 2699.56777306 0.0025 100 50 1.0 +17 2691.13919157 2693.29692542 0.0025 100 50 1.0 +18 2689.79641076 2695.10909258 0.0025 100 50 1.0 +19 2688.32380021 2698.19644404 0.0025 100 50 1.0 +20 2688.18058273 2690.33216569 0.0025 100 50 1.0 +21 2687.47036229 2692.75931889 0.0025 100 50 1.0 +22 2686.92125932 2689.27663187 0.0025 100 50 1.0 +23 2686.26134337 2687.16697118 0.0025 100 50 1.0 +24 2684.59780186 2690.05602911 0.0025 100 50 1.0 +25 2685.45515529 2686.45915429 0.0025 100 50 1.0 +26 2683.68026454 2692.27356681 0.0025 100 50 1.0 +27 2683.23925369 2690.84279678 0.0025 100 50 1.0 +28 2683.26830772 2685.60247091 0.0025 100 50 1.0 +29 2682.07699806 2686.17982848 0.0025 100 50 1.0 +30 2682.08755348 2686.38610817 0.0025 100 50 1.0 +31 2680.9468966 2684.58713066 0.0025 100 50 1.0 +32 2680.42140793 2688.54900831 0.0025 100 50 1.0 +33 2680.94683521 2681.01522028 0.0025 100 50 1.0 +34 2679.59357309 2682.25201334 0.0025 100 50 1.0 +35 2679.74841149 2682.85002904 0.0025 100 50 1.0 +36 2679.35586034 2684.37515638 0.0025 100 50 1.0 +37 2679.38524664 2684.2591289 0.0025 100 50 1.0 +38 2678.67712824 2686.6153044 0.0025 100 50 1.0 +39 2678.2314103 2680.59076896 0.0025 100 50 1.0 +40 2679.1104184 2684.49809589 0.0025 100 50 1.0 +41 2678.36445044 2678.82627317 0.0025 100 50 1.0 +42 2677.4547189 2680.03721021 0.0025 100 50 1.0 +43 2678.00988099 2682.16019873 0.0025 100 50 1.0 +44 2677.62326166 2678.89957791 0.0025 100 50 1.0 +45 2676.76098521 2677.31954087 0.0025 100 50 1.0 +46 2676.17207051 2683.14322512 0.0025 100 50 1.0 +47 2677.17518341 2678.64362518 0.0025 100 50 1.0 +48 2676.10487566 2684.13686953 0.0025 100 50 1.0 +49 2675.99693093 2678.24807908 0.0025 100 50 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_100e_0.01k.tsv new file mode 100644 index 0000000..7bd767b --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2918.57469121 3118.73998183 0.0025 128 100 0.01 +1 2780.08528112 2796.80274044 0.0025 128 100 0.01 +2 2753.7056305 2771.8555271 0.0025 128 100 0.01 +3 2740.26275927 2748.77016704 0.0025 128 100 0.01 +4 2731.18471169 2734.76076599 0.0025 128 100 0.01 +5 2723.86310351 2734.30345326 0.0025 128 100 0.01 +6 2718.02921761 2725.36039824 0.0025 128 100 0.01 +7 2713.45821689 2719.05724654 0.0025 128 100 0.01 +8 2709.93120217 2713.02107125 0.0025 128 100 0.01 +9 2706.9918655 2712.73278132 0.0025 128 100 0.01 +10 2703.78529283 2710.82706441 0.0025 128 100 0.01 +11 2701.51928776 2708.68157294 0.0025 128 100 0.01 +12 2699.46670571 2706.21146219 0.0025 128 100 0.01 +13 2697.66928962 2699.07947548 0.0025 128 100 0.01 +14 2695.20635807 2701.28121499 0.0025 128 100 0.01 +15 2693.75239939 2695.73959065 0.0025 128 100 0.01 +16 2692.85510382 2694.69685763 0.0025 128 100 0.01 +17 2691.34906756 2696.91727741 0.0025 128 100 0.01 +18 2689.31922228 2692.18338322 0.0025 128 100 0.01 +19 2688.31083998 2692.6114537 0.0025 128 100 0.01 +20 2687.73956158 2690.47961402 0.0025 128 100 0.01 +21 2686.64926016 2689.88902291 0.0025 128 100 0.01 +22 2686.25822466 2692.9439961 0.0025 128 100 0.01 +23 2685.18222228 2687.22692288 0.0025 128 100 0.01 +24 2683.69535729 2686.95749432 0.0025 128 100 0.01 +25 2683.91971991 2687.92197116 0.0025 128 100 0.01 +26 2682.86250214 2688.08490539 0.0025 128 100 0.01 +27 2681.77046149 2684.97994312 0.0025 128 100 0.01 +28 2681.25936664 2684.52221446 0.0025 128 100 0.01 +29 2680.6444716 2686.15131164 0.0025 128 100 0.01 +30 2679.47695814 2683.81532512 0.0025 128 100 0.01 +31 2679.42893879 2684.06760875 0.0025 128 100 0.01 +32 2678.73245484 2683.18845742 0.0025 128 100 0.01 +33 2679.71341906 2684.12283588 0.0025 128 100 0.01 +34 2678.09023754 2684.30180683 0.0025 128 100 0.01 +35 2677.62640535 2681.31178485 0.0025 128 100 0.01 +36 2677.90337294 2681.83722729 0.0025 128 100 0.01 +37 2677.16571624 2677.70124096 0.0025 128 100 0.01 +38 2677.28887179 2683.76734192 0.0025 128 100 0.01 +39 2676.36650166 2680.41866243 0.0025 128 100 0.01 +40 2676.35058482 2678.685735 0.0025 128 100 0.01 +41 2676.15388215 2680.62754737 0.0025 128 100 0.01 +42 2675.26295748 2679.03795803 0.0025 128 100 0.01 +43 2674.56882024 2676.58418417 0.0025 128 100 0.01 +44 2674.69539267 2681.94349242 0.0025 128 100 0.01 +45 2674.59385258 2675.96297979 0.0025 128 100 0.01 +46 2674.27437516 2678.09258998 0.0025 128 100 0.01 +47 2674.67911028 2678.90514273 0.0025 128 100 0.01 +48 2673.48767384 2679.64802157 0.0025 128 100 0.01 +49 2673.8106543 2677.85440163 0.0025 128 100 0.01 +50 2673.0120614 2676.98658347 0.0025 128 100 0.01 +51 2672.27520463 2675.12360144 0.0025 128 100 0.01 +52 2673.09896817 2675.2029 0.0025 128 100 0.01 +53 2673.06523413 2674.1278704 0.0025 128 100 0.01 +54 2672.90638643 2673.27329652 0.0025 128 100 0.01 +55 2672.89156284 2677.71814175 0.0025 128 100 0.01 +56 2671.59507689 2675.76756879 0.0025 128 100 0.01 +57 2672.6118966 2675.92989943 0.0025 128 100 0.01 +58 2671.64882738 2678.86596726 0.0025 128 100 0.01 +59 2672.2616517 2674.25996122 0.0025 128 100 0.01 +60 2672.07166133 2674.2960889 0.0025 128 100 0.01 +61 2671.06355492 2672.85797878 0.0025 128 100 0.01 +62 2671.47591803 2676.86011209 0.0025 128 100 0.01 +63 2671.03150161 2673.6255401 0.0025 128 100 0.01 +64 2671.80638269 2676.99616891 0.0025 128 100 0.01 +65 2671.11080753 2674.65488505 0.0025 128 100 0.01 +66 2671.04180895 2672.01076133 0.0025 128 100 0.01 +67 2670.97949525 2675.41396167 0.0025 128 100 0.01 +68 2671.43340929 2679.5397193 0.0025 128 100 0.01 +69 2671.07216069 2674.34644722 0.0025 128 100 0.01 +70 2670.06173765 2673.31781134 0.0025 128 100 0.01 +71 2669.83608025 2672.2671538 0.0025 128 100 0.01 +72 2669.61105162 2671.6850866 0.0025 128 100 0.01 +73 2670.63914957 2675.21815015 0.0025 128 100 0.01 +74 2669.59388036 2672.26193582 0.0025 128 100 0.01 +75 2669.46479595 2676.69636328 0.0025 128 100 0.01 +76 2670.02759297 2672.60877702 0.0025 128 100 0.01 +77 2669.17571031 2669.794674 0.0025 128 100 0.01 +78 2669.83871157 2670.67766435 0.0025 128 100 0.01 +79 2668.90765519 2673.01966569 0.0025 128 100 0.01 +80 2668.90521537 2670.67321381 0.0025 128 100 0.01 +81 2668.743411 2670.03867878 0.0025 128 100 0.01 +82 2668.02416655 2669.94780806 0.0025 128 100 0.01 +83 2669.52775163 2670.57628251 0.0025 128 100 0.01 +84 2669.5534642 2672.39258373 0.0025 128 100 0.01 +85 2669.29039387 2671.47949032 0.0025 128 100 0.01 +86 2669.39579369 2673.17827587 0.0025 128 100 0.01 +87 2668.65989032 2669.49664038 0.0025 128 100 0.01 +88 2669.60781466 2677.27021279 0.0025 128 100 0.01 +89 2668.57372767 2672.44657055 0.0025 128 100 0.01 +90 2668.70028822 2669.15453728 0.0025 128 100 0.01 +91 2668.0561774 2674.08013601 0.0025 128 100 0.01 +92 2668.20607803 2670.74271313 0.0025 128 100 0.01 +93 2667.87092804 2670.59734162 0.0025 128 100 0.01 +94 2668.70126353 2669.24817618 0.0025 128 100 0.01 +95 2668.61554974 2669.75651804 0.0025 128 100 0.01 +96 2668.42639353 2671.49640558 0.0025 128 100 0.01 +97 2668.63699414 2670.1766131 0.0025 128 100 0.01 +98 2667.40529976 2671.36968399 0.0025 128 100 0.01 +99 2669.1914616 2670.15087844 0.0025 128 100 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_100e_0.05k.tsv new file mode 100644 index 0000000..fcd4adf --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.03408333 3115.03445184 0.0025 128 100 0.05 +1 2780.16567912 2796.84190704 0.0025 128 100 0.05 +2 2753.76893678 2774.68003107 0.0025 128 100 0.05 +3 2740.45675103 2752.97202559 0.0025 128 100 0.05 +4 2731.32658797 2732.03668645 0.0025 128 100 0.05 +5 2723.91092254 2734.91469549 0.0025 128 100 0.05 +6 2717.99901599 2722.11124363 0.0025 128 100 0.05 +7 2713.44040487 2719.97356886 0.0025 128 100 0.05 +8 2709.90807806 2713.67816897 0.0025 128 100 0.05 +9 2707.06552939 2711.12076745 0.0025 128 100 0.05 +10 2703.7291886 2711.42258455 0.0025 128 100 0.05 +11 2701.5037049 2708.05490597 0.0025 128 100 0.05 +12 2699.52651121 2706.81555526 0.0025 128 100 0.05 +13 2697.695613 2699.25939731 0.0025 128 100 0.05 +14 2695.10621891 2701.91370679 0.0025 128 100 0.05 +15 2693.74756863 2696.08670447 0.0025 128 100 0.05 +16 2692.89156388 2695.53802198 0.0025 128 100 0.05 +17 2691.42072394 2698.60007618 0.0025 128 100 0.05 +18 2689.35859729 2691.61127864 0.0025 128 100 0.05 +19 2688.30027372 2692.77890242 0.0025 128 100 0.05 +20 2687.8644057 2690.0016567 0.0025 128 100 0.05 +21 2686.63958788 2688.53480288 0.0025 128 100 0.05 +22 2686.34967956 2691.0043978 0.0025 128 100 0.05 +23 2685.3460499 2687.31390976 0.0025 128 100 0.05 +24 2683.8067029 2687.08525829 0.0025 128 100 0.05 +25 2683.84508809 2688.34764925 0.0025 128 100 0.05 +26 2682.86425493 2686.68523691 0.0025 128 100 0.05 +27 2681.78814992 2684.75790773 0.0025 128 100 0.05 +28 2681.26722394 2684.20905486 0.0025 128 100 0.05 +29 2680.7210423 2684.9406799 0.0025 128 100 0.05 +30 2679.4856421 2683.65632982 0.0025 128 100 0.05 +31 2679.47234934 2681.18810778 0.0025 128 100 0.05 +32 2678.7646696 2683.2113833 0.0025 128 100 0.05 +33 2679.67343656 2682.50166137 0.0025 128 100 0.05 +34 2678.10847827 2684.37876621 0.0025 128 100 0.05 +35 2677.55154495 2682.22838072 0.0025 128 100 0.05 +36 2677.84796666 2683.07207937 0.0025 128 100 0.05 +37 2677.05836665 2677.61809217 0.0025 128 100 0.05 +38 2677.16233699 2681.99048038 0.0025 128 100 0.05 +39 2676.38869664 2680.26000696 0.0025 128 100 0.05 +40 2676.25806958 2681.2175265 0.0025 128 100 0.05 +41 2675.98265761 2678.9120879 0.0025 128 100 0.05 +42 2675.13072762 2679.35295872 0.0025 128 100 0.05 +43 2674.47196198 2675.79647168 0.0025 128 100 0.05 +44 2674.68819165 2682.82946241 0.0025 128 100 0.05 +45 2674.51952811 2675.71680434 0.0025 128 100 0.05 +46 2674.1239166 2676.61096075 0.0025 128 100 0.05 +47 2674.592753 2678.687718 0.0025 128 100 0.05 +48 2673.5243437 2680.06629982 0.0025 128 100 0.05 +49 2673.87523361 2679.19203691 0.0025 128 100 0.05 +50 2672.92450525 2675.44594456 0.0025 128 100 0.05 +51 2672.30770742 2674.67470526 0.0025 128 100 0.05 +52 2673.11546329 2676.39175094 0.0025 128 100 0.05 +53 2673.03394014 2674.605859 0.0025 128 100 0.05 +54 2672.92057444 2674.31384067 0.0025 128 100 0.05 +55 2672.84631626 2676.09885688 0.0025 128 100 0.05 +56 2671.59021065 2674.40466705 0.0025 128 100 0.05 +57 2672.59684957 2677.69766895 0.0025 128 100 0.05 +58 2671.63768701 2678.4838167 0.0025 128 100 0.05 +59 2672.38491881 2675.93630264 0.0025 128 100 0.05 +60 2672.07883963 2673.07663308 0.0025 128 100 0.05 +61 2671.12721202 2672.19623165 0.0025 128 100 0.05 +62 2671.6083462 2676.48481007 0.0025 128 100 0.05 +63 2671.00947444 2675.37216507 0.0025 128 100 0.05 +64 2671.76534517 2676.53130602 0.0025 128 100 0.05 +65 2670.97655817 2673.99897442 0.0025 128 100 0.05 +66 2670.9457742 2671.53748842 0.0025 128 100 0.05 +67 2670.89798784 2676.00881941 0.0025 128 100 0.05 +68 2671.33907984 2679.37078519 0.0025 128 100 0.05 +69 2670.92617416 2672.18843455 0.0025 128 100 0.05 +70 2670.06795228 2672.77064085 0.0025 128 100 0.05 +71 2669.83239382 2673.01427499 0.0025 128 100 0.05 +72 2669.63000669 2670.79650575 0.0025 128 100 0.05 +73 2670.6229347 2677.1119177 0.0025 128 100 0.05 +74 2669.48052013 2671.98665536 0.0025 128 100 0.05 +75 2669.40838328 2676.21960986 0.0025 128 100 0.05 +76 2669.9884675 2672.38570298 0.0025 128 100 0.05 +77 2669.11712131 2670.60534365 0.0025 128 100 0.05 +78 2669.93446789 2670.36160914 0.0025 128 100 0.05 +79 2668.79889307 2673.35147241 0.0025 128 100 0.05 +80 2668.76371104 2669.71393814 0.0025 128 100 0.05 +81 2668.62799873 2671.27048494 0.0025 128 100 0.05 +82 2667.97881755 2670.78902562 0.0025 128 100 0.05 +83 2669.54118297 2673.60413275 0.0025 128 100 0.05 +84 2669.48337605 2673.27797721 0.0025 128 100 0.05 +85 2669.22429544 2671.8548549 0.0025 128 100 0.05 +86 2669.43427386 2673.85610361 0.0025 128 100 0.05 +87 2668.61643352 2670.66745619 0.0025 128 100 0.05 +88 2669.57952277 2675.49288818 0.0025 128 100 0.05 +89 2668.45181284 2670.50093782 0.0025 128 100 0.05 +90 2668.69183488 2669.05233572 0.0025 128 100 0.05 +91 2667.95671534 2673.1147671 0.0025 128 100 0.05 +92 2668.12283023 2670.58018782 0.0025 128 100 0.05 +93 2667.99190528 2671.17043303 0.0025 128 100 0.05 +94 2668.5970034 2669.65484071 0.0025 128 100 0.05 +95 2668.78504817 2669.81208034 0.0025 128 100 0.05 +96 2668.40708588 2671.40936128 0.0025 128 100 0.05 +97 2668.60732147 2669.40792444 0.0025 128 100 0.05 +98 2667.46374095 2673.59574934 0.0025 128 100 0.05 +99 2669.05310099 2670.26295906 0.0025 128 100 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_100e_0.1k.tsv new file mode 100644 index 0000000..349e071 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.64451328 3119.43634885 0.0025 128 100 0.1 +1 2780.14509265 2797.8172171 0.0025 128 100 0.1 +2 2753.644381 2776.44997685 0.0025 128 100 0.1 +3 2740.32736091 2750.1423788 0.0025 128 100 0.1 +4 2731.23271693 2733.21567887 0.0025 128 100 0.1 +5 2723.85250062 2735.6760478 0.0025 128 100 0.1 +6 2717.9992302 2723.40212482 0.0025 128 100 0.1 +7 2713.43449357 2718.99854589 0.0025 128 100 0.1 +8 2709.83516866 2712.9081107 0.0025 128 100 0.1 +9 2706.90998849 2711.532783 0.0025 128 100 0.1 +10 2703.64718749 2710.39811867 0.0025 128 100 0.1 +11 2701.43051993 2708.0095677 0.0025 128 100 0.1 +12 2699.45963974 2706.63485105 0.0025 128 100 0.1 +13 2697.64602289 2699.88464005 0.0025 128 100 0.1 +14 2695.08001611 2699.81095253 0.0025 128 100 0.1 +15 2693.77641045 2695.76477308 0.0025 128 100 0.1 +16 2692.7635541 2694.86176459 0.0025 128 100 0.1 +17 2691.3812042 2696.57313342 0.0025 128 100 0.1 +18 2689.27294888 2692.1677993 0.0025 128 100 0.1 +19 2688.30985079 2691.61062138 0.0025 128 100 0.1 +20 2687.77612499 2689.48078805 0.0025 128 100 0.1 +21 2686.60731266 2689.39318031 0.0025 128 100 0.1 +22 2686.24741906 2692.73431338 0.0025 128 100 0.1 +23 2685.17557005 2687.59075309 0.0025 128 100 0.1 +24 2683.6855968 2687.36264919 0.0025 128 100 0.1 +25 2683.86791502 2688.65079348 0.0025 128 100 0.1 +26 2682.94065762 2686.93100763 0.0025 128 100 0.1 +27 2681.84891653 2685.07424769 0.0025 128 100 0.1 +28 2681.24025769 2683.23393947 0.0025 128 100 0.1 +29 2680.75416245 2685.82628764 0.0025 128 100 0.1 +30 2679.49986194 2682.98495991 0.0025 128 100 0.1 +31 2679.423934 2682.34108359 0.0025 128 100 0.1 +32 2678.72193464 2684.1028691 0.0025 128 100 0.1 +33 2679.69047087 2681.14120524 0.0025 128 100 0.1 +34 2678.11329144 2684.76672107 0.0025 128 100 0.1 +35 2677.51713282 2681.19695193 0.0025 128 100 0.1 +36 2677.91385898 2682.71542679 0.0025 128 100 0.1 +37 2677.16867492 2677.94902316 0.0025 128 100 0.1 +38 2677.15378398 2681.72351844 0.0025 128 100 0.1 +39 2676.25080121 2680.29164675 0.0025 128 100 0.1 +40 2676.1859857 2680.74853002 0.0025 128 100 0.1 +41 2676.06814615 2680.00453131 0.0025 128 100 0.1 +42 2675.15867595 2679.17504696 0.0025 128 100 0.1 +43 2674.45907889 2676.77781803 0.0025 128 100 0.1 +44 2674.53028454 2682.72667267 0.0025 128 100 0.1 +45 2674.52536464 2676.5488594 0.0025 128 100 0.1 +46 2674.0665164 2676.92862038 0.0025 128 100 0.1 +47 2674.61195128 2677.99596538 0.0025 128 100 0.1 +48 2673.35184337 2677.13758701 0.0025 128 100 0.1 +49 2673.79128368 2676.10849833 0.0025 128 100 0.1 +50 2673.01389685 2675.49011347 0.0025 128 100 0.1 +51 2672.20315996 2675.72731873 0.0025 128 100 0.1 +52 2673.07567768 2675.34435732 0.0025 128 100 0.1 +53 2673.03447204 2674.45958002 0.0025 128 100 0.1 +54 2672.8450641 2674.84031616 0.0025 128 100 0.1 +55 2672.78347621 2675.77889635 0.0025 128 100 0.1 +56 2671.47119906 2675.95622414 0.0025 128 100 0.1 +57 2672.46472081 2674.9991098 0.0025 128 100 0.1 +58 2671.58816745 2677.51680649 0.0025 128 100 0.1 +59 2672.21557031 2675.45277536 0.0025 128 100 0.1 +60 2671.90043679 2673.31225166 0.0025 128 100 0.1 +61 2670.94760998 2672.09906228 0.0025 128 100 0.1 +62 2671.48123375 2678.12548455 0.0025 128 100 0.1 +63 2671.05729757 2676.24789143 0.0025 128 100 0.1 +64 2671.82128743 2675.09818328 0.0025 128 100 0.1 +65 2670.91828502 2674.50074876 0.0025 128 100 0.1 +66 2670.89316899 2671.04902605 0.0025 128 100 0.1 +67 2670.89894459 2676.019577 0.0025 128 100 0.1 +68 2671.40306725 2680.25924467 0.0025 128 100 0.1 +69 2670.96681718 2672.41527807 0.0025 128 100 0.1 +70 2670.09348511 2672.01551857 0.0025 128 100 0.1 +71 2669.86802092 2673.62252545 0.0025 128 100 0.1 +72 2669.51629642 2670.76210853 0.0025 128 100 0.1 +73 2670.56472012 2675.34838961 0.0025 128 100 0.1 +74 2669.40584858 2673.47459304 0.0025 128 100 0.1 +75 2669.40888085 2675.8957977 0.0025 128 100 0.1 +76 2670.02842556 2673.02512594 0.0025 128 100 0.1 +77 2669.04614898 2669.50264027 0.0025 128 100 0.1 +78 2669.90500113 2669.50756743 0.0025 128 100 0.1 +79 2668.8654796 2673.13155912 0.0025 128 100 0.1 +80 2668.78742507 2669.78539386 0.0025 128 100 0.1 +81 2668.63187974 2671.31483124 0.0025 128 100 0.1 +82 2667.99123757 2670.44021869 0.0025 128 100 0.1 +83 2669.41122579 2672.73417381 0.0025 128 100 0.1 +84 2669.46472081 2673.09523678 0.0025 128 100 0.1 +85 2669.20094301 2671.89174627 0.0025 128 100 0.1 +86 2669.37097457 2675.14868351 0.0025 128 100 0.1 +87 2668.61428946 2669.92803126 0.0025 128 100 0.1 +88 2669.50647583 2675.17012027 0.0025 128 100 0.1 +89 2668.4288283 2670.85769356 0.0025 128 100 0.1 +90 2668.70289193 2670.18135541 0.0025 128 100 0.1 +91 2667.94056396 2675.43819648 0.0025 128 100 0.1 +92 2668.06518614 2670.78770736 0.0025 128 100 0.1 +93 2667.87991352 2670.14344312 0.0025 128 100 0.1 +94 2668.58930217 2669.91567766 0.0025 128 100 0.1 +95 2668.72502918 2669.68376787 0.0025 128 100 0.1 +96 2668.45943004 2671.60748443 0.0025 128 100 0.1 +97 2668.68763181 2669.34498004 0.0025 128 100 0.1 +98 2667.39435263 2671.76592749 0.0025 128 100 0.1 +99 2669.06964165 2669.82948948 0.0025 128 100 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_100e_1k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_100e_1k.tsv new file mode 100644 index 0000000..810fedb --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2916.94369904 3117.52664681 0.0025 128 100 1.0 +1 2779.96763206 2799.10915653 0.0025 128 100 1.0 +2 2753.55231713 2773.05145205 0.0025 128 100 1.0 +3 2740.29051388 2750.44778658 0.0025 128 100 1.0 +4 2731.26191148 2733.78089009 0.0025 128 100 1.0 +5 2723.89539486 2734.27713275 0.0025 128 100 1.0 +6 2718.04636589 2723.30647071 0.0025 128 100 1.0 +7 2713.44722078 2720.03262102 0.0025 128 100 1.0 +8 2709.89410874 2713.27807384 0.0025 128 100 1.0 +9 2707.08385578 2711.33010287 0.0025 128 100 1.0 +10 2703.77339932 2710.72738035 0.0025 128 100 1.0 +11 2701.48929296 2707.96707369 0.0025 128 100 1.0 +12 2699.52643965 2707.01679482 0.0025 128 100 1.0 +13 2697.67672189 2700.61894503 0.0025 128 100 1.0 +14 2695.09543022 2699.45318755 0.0025 128 100 1.0 +15 2693.74446232 2694.99665485 0.0025 128 100 1.0 +16 2692.81383021 2694.51066797 0.0025 128 100 1.0 +17 2691.38948164 2696.39921334 0.0025 128 100 1.0 +18 2689.4226374 2692.36566431 0.0025 128 100 1.0 +19 2688.30664454 2691.14901868 0.0025 128 100 1.0 +20 2687.79146472 2690.29386549 0.0025 128 100 1.0 +21 2686.67249958 2689.86807117 0.0025 128 100 1.0 +22 2686.32692598 2692.05602537 0.0025 128 100 1.0 +23 2685.22232073 2687.56764469 0.0025 128 100 1.0 +24 2683.73720232 2687.46339991 0.0025 128 100 1.0 +25 2683.88244275 2691.06861285 0.0025 128 100 1.0 +26 2682.95225898 2687.11806603 0.0025 128 100 1.0 +27 2681.93250561 2685.99318694 0.0025 128 100 1.0 +28 2681.32258864 2682.94924022 0.0025 128 100 1.0 +29 2680.74546227 2685.7004894 0.0025 128 100 1.0 +30 2679.52903196 2683.49276728 0.0025 128 100 1.0 +31 2679.41563623 2683.07926635 0.0025 128 100 1.0 +32 2678.75201431 2684.47894649 0.0025 128 100 1.0 +33 2679.59893741 2680.98719219 0.0025 128 100 1.0 +34 2678.12744735 2686.12208852 0.0025 128 100 1.0 +35 2677.56062365 2681.17163133 0.0025 128 100 1.0 +36 2677.9058831 2682.41856253 0.0025 128 100 1.0 +37 2677.15395259 2676.98217727 0.0025 128 100 1.0 +38 2677.12600315 2682.01476561 0.0025 128 100 1.0 +39 2676.33469828 2680.00037205 0.0025 128 100 1.0 +40 2676.26749725 2681.89319291 0.0025 128 100 1.0 +41 2676.00348403 2679.33167368 0.0025 128 100 1.0 +42 2675.18952002 2679.56240804 0.0025 128 100 1.0 +43 2674.60142413 2678.8479214 0.0025 128 100 1.0 +44 2674.62517445 2685.13429695 0.0025 128 100 1.0 +45 2674.55026644 2674.88473342 0.0025 128 100 1.0 +46 2674.11674427 2676.82465848 0.0025 128 100 1.0 +47 2674.5919588 2677.20765444 0.0025 128 100 1.0 +48 2673.44751467 2678.18135821 0.0025 128 100 1.0 +49 2673.90885911 2676.12153162 0.0025 128 100 1.0 +50 2673.03383831 2676.6567985 0.0025 128 100 1.0 +51 2672.31754289 2675.22852916 0.0025 128 100 1.0 +52 2673.03555093 2676.83573864 0.0025 128 100 1.0 +53 2673.11218956 2674.77584203 0.0025 128 100 1.0 +54 2672.9118907 2673.86202507 0.0025 128 100 1.0 +55 2672.77494919 2675.25392072 0.0025 128 100 1.0 +56 2671.54550259 2675.766054 0.0025 128 100 1.0 +57 2672.67512347 2676.84733695 0.0025 128 100 1.0 +58 2671.6451508 2675.69411607 0.0025 128 100 1.0 +59 2672.18520397 2675.18134047 0.0025 128 100 1.0 +60 2671.99357282 2674.51381799 0.0025 128 100 1.0 +61 2671.10993232 2673.25898699 0.0025 128 100 1.0 +62 2671.6559828 2677.12218281 0.0025 128 100 1.0 +63 2671.01837824 2675.60134777 0.0025 128 100 1.0 +64 2671.95814045 2675.47147616 0.0025 128 100 1.0 +65 2670.93194413 2675.27087332 0.0025 128 100 1.0 +66 2670.99330412 2671.27795667 0.0025 128 100 1.0 +67 2670.9034514 2674.59762311 0.0025 128 100 1.0 +68 2671.40475611 2679.5698709 0.0025 128 100 1.0 +69 2671.04801509 2672.78364099 0.0025 128 100 1.0 +70 2670.15840284 2671.38972779 0.0025 128 100 1.0 +71 2669.93657487 2673.95455297 0.0025 128 100 1.0 +72 2669.66872034 2670.66549887 0.0025 128 100 1.0 +73 2670.64854143 2674.10126934 0.0025 128 100 1.0 +74 2669.53586548 2673.70335887 0.0025 128 100 1.0 +75 2669.41358291 2675.74596725 0.0025 128 100 1.0 +76 2670.06167252 2672.33197663 0.0025 128 100 1.0 +77 2669.10323069 2670.30385238 0.0025 128 100 1.0 +78 2669.98512073 2669.90625187 0.0025 128 100 1.0 +79 2668.86152465 2672.28935285 0.0025 128 100 1.0 +80 2668.84078257 2669.61253576 0.0025 128 100 1.0 +81 2668.71721938 2671.69492645 0.0025 128 100 1.0 +82 2667.94251773 2669.94875054 0.0025 128 100 1.0 +83 2669.48220313 2670.08700602 0.0025 128 100 1.0 +84 2669.42240356 2672.76333951 0.0025 128 100 1.0 +85 2669.18066666 2671.33712319 0.0025 128 100 1.0 +86 2669.42490522 2673.31352138 0.0025 128 100 1.0 +87 2668.68735756 2669.83855209 0.0025 128 100 1.0 +88 2669.40564433 2674.8368095 0.0025 128 100 1.0 +89 2668.49093687 2671.88946265 0.0025 128 100 1.0 +90 2668.71095586 2669.34157327 0.0025 128 100 1.0 +91 2667.92245351 2675.93234644 0.0025 128 100 1.0 +92 2668.16413733 2670.6860585 0.0025 128 100 1.0 +93 2667.99425119 2670.14165385 0.0025 128 100 1.0 +94 2668.63293871 2669.89898086 0.0025 128 100 1.0 +95 2668.74474453 2669.87479227 0.0025 128 100 1.0 +96 2668.3607977 2671.52284185 0.0025 128 100 1.0 +97 2668.71093 2670.27479124 0.0025 128 100 1.0 +98 2667.48792919 2672.20116534 0.0025 128 100 1.0 +99 2669.05840397 2670.26756039 0.0025 128 100 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_10e_0.01k.tsv new file mode 100644 index 0000000..b3ae2c2 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2916.9127346 3120.26076179 0.0025 128 10 0.01 +1 2779.89878264 2798.80283334 0.0025 128 10 0.01 +2 2753.4925737 2773.05061833 0.0025 128 10 0.01 +3 2740.26285127 2750.45260778 0.0025 128 10 0.01 +4 2731.18782024 2732.65469833 0.0025 128 10 0.01 +5 2723.82385574 2733.11605082 0.0025 128 10 0.01 +6 2717.99395987 2722.46368 0.0025 128 10 0.01 +7 2713.43453187 2719.49570583 0.0025 128 10 0.01 +8 2709.84394701 2714.86610124 0.0025 128 10 0.01 +9 2707.04057393 2710.87011159 0.0025 128 10 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_10e_0.05k.tsv new file mode 100644 index 0000000..a99be03 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2918.49673239 3125.85989829 0.0025 128 10 0.05 +1 2780.15038648 2799.62311596 0.0025 128 10 0.05 +2 2753.73442488 2774.95288833 0.0025 128 10 0.05 +3 2740.38174384 2750.99987163 0.0025 128 10 0.05 +4 2731.28668376 2733.18883927 0.0025 128 10 0.05 +5 2723.89758932 2733.83687112 0.0025 128 10 0.05 +6 2718.06497808 2722.91391686 0.0025 128 10 0.05 +7 2713.47149733 2718.84205315 0.0025 128 10 0.05 +8 2709.92123709 2712.35626839 0.0025 128 10 0.05 +9 2706.97576394 2713.53303554 0.0025 128 10 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_10e_0.1k.tsv new file mode 100644 index 0000000..522093c --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.00149708 3119.69775437 0.0025 128 10 0.1 +1 2780.00877734 2798.65756547 0.0025 128 10 0.1 +2 2753.60363571 2773.25305619 0.0025 128 10 0.1 +3 2740.27767384 2750.25440387 0.0025 128 10 0.1 +4 2731.22464532 2733.53533037 0.0025 128 10 0.1 +5 2723.82443379 2732.69008612 0.0025 128 10 0.1 +6 2717.99123672 2723.75514282 0.0025 128 10 0.1 +7 2713.41502578 2720.64929876 0.0025 128 10 0.1 +8 2709.80571254 2713.67428186 0.0025 128 10 0.1 +9 2707.00943916 2710.45578721 0.0025 128 10 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_10e_1k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_10e_1k.tsv new file mode 100644 index 0000000..8dd207d --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2918.37199006 3123.50163056 0.0025 128 10 1.0 +1 2780.13484437 2798.28335437 0.0025 128 10 1.0 +2 2753.75586506 2772.15017589 0.0025 128 10 1.0 +3 2740.31746197 2751.11861593 0.0025 128 10 1.0 +4 2731.23131752 2733.44388173 0.0025 128 10 1.0 +5 2723.85878401 2735.52423901 0.0025 128 10 1.0 +6 2718.07076922 2723.16349579 0.0025 128 10 1.0 +7 2713.44949233 2719.66788239 0.0025 128 10 1.0 +8 2709.84852982 2713.31410349 0.0025 128 10 1.0 +9 2707.03869189 2711.25778356 0.0025 128 10 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_25e_0.01k.tsv new file mode 100644 index 0000000..b0940c4 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2918.99995863 3122.87804546 0.0025 128 25 0.01 +1 2780.23119544 2797.94898161 0.0025 128 25 0.01 +2 2753.79190997 2774.36789565 0.0025 128 25 0.01 +3 2740.3068524 2748.80071963 0.0025 128 25 0.01 +4 2731.24834439 2732.94743461 0.0025 128 25 0.01 +5 2723.9321473 2734.70700651 0.0025 128 25 0.01 +6 2718.14836174 2723.30149967 0.0025 128 25 0.01 +7 2713.51674341 2720.69924209 0.0025 128 25 0.01 +8 2709.98507485 2712.50000233 0.0025 128 25 0.01 +9 2707.09096595 2711.18832905 0.0025 128 25 0.01 +10 2703.80946299 2712.13684152 0.0025 128 25 0.01 +11 2701.54332758 2709.03049751 0.0025 128 25 0.01 +12 2699.41142698 2706.07696965 0.0025 128 25 0.01 +13 2697.67947547 2700.00222294 0.0025 128 25 0.01 +14 2695.26277284 2698.57018133 0.0025 128 25 0.01 +15 2693.7216128 2695.79155899 0.0025 128 25 0.01 +16 2692.82774295 2694.34083712 0.0025 128 25 0.01 +17 2691.39267126 2696.62851647 0.0025 128 25 0.01 +18 2689.29089344 2691.45317868 0.0025 128 25 0.01 +19 2688.32534219 2692.20475463 0.0025 128 25 0.01 +20 2687.88381269 2690.74364628 0.0025 128 25 0.01 +21 2686.72521512 2688.90109924 0.0025 128 25 0.01 +22 2686.2465887 2693.87321259 0.0025 128 25 0.01 +23 2685.20263649 2686.67024864 0.0025 128 25 0.01 +24 2683.78232424 2686.85120633 0.0025 128 25 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_25e_0.05k.tsv new file mode 100644 index 0000000..232b899 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.75088897 3116.67535739 0.0025 128 25 0.05 +1 2780.19233242 2797.6416053 0.0025 128 25 0.05 +2 2753.70324301 2773.97644393 0.0025 128 25 0.05 +3 2740.33340545 2749.74347776 0.0025 128 25 0.05 +4 2731.24044132 2733.9983419 0.0025 128 25 0.05 +5 2723.86002876 2735.45332386 0.0025 128 25 0.05 +6 2718.03648384 2723.25508821 0.0025 128 25 0.05 +7 2713.44852539 2720.04021458 0.0025 128 25 0.05 +8 2709.83334211 2715.03542466 0.0025 128 25 0.05 +9 2706.92093228 2710.21479474 0.0025 128 25 0.05 +10 2703.68538132 2710.2589291 0.0025 128 25 0.05 +11 2701.42564498 2710.28403591 0.0025 128 25 0.05 +12 2699.44604552 2706.25188637 0.0025 128 25 0.05 +13 2697.62381356 2698.36174218 0.0025 128 25 0.05 +14 2695.0722018 2699.05896113 0.0025 128 25 0.05 +15 2693.74619589 2695.15853363 0.0025 128 25 0.05 +16 2692.75230345 2695.622813 0.0025 128 25 0.05 +17 2691.34026192 2696.3656321 0.0025 128 25 0.05 +18 2689.27528239 2693.00159555 0.0025 128 25 0.05 +19 2688.29295646 2692.09573627 0.0025 128 25 0.05 +20 2687.77757334 2689.87729109 0.0025 128 25 0.05 +21 2686.58235862 2690.33101874 0.0025 128 25 0.05 +22 2686.22574892 2693.21673152 0.0025 128 25 0.05 +23 2685.19419993 2687.23410845 0.0025 128 25 0.05 +24 2683.65632465 2687.43304058 0.0025 128 25 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_25e_0.1k.tsv new file mode 100644 index 0000000..09a2a2d --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2918.82120658 3134.49397444 0.0025 128 25 0.1 +1 2780.24234405 2796.41039759 0.0025 128 25 0.1 +2 2753.80782624 2772.6129937 0.0025 128 25 0.1 +3 2740.41170544 2749.11524885 0.0025 128 25 0.1 +4 2731.34491657 2733.5626097 0.0025 128 25 0.1 +5 2723.86520968 2736.85577451 0.0025 128 25 0.1 +6 2718.08819196 2722.6729832 0.0025 128 25 0.1 +7 2713.4599614 2720.11353006 0.0025 128 25 0.1 +8 2709.94769752 2712.43014684 0.0025 128 25 0.1 +9 2706.98055232 2712.81971872 0.0025 128 25 0.1 +10 2703.69845891 2710.63525624 0.0025 128 25 0.1 +11 2701.46131083 2709.03836275 0.0025 128 25 0.1 +12 2699.38029935 2708.31810403 0.0025 128 25 0.1 +13 2697.59665033 2698.74893754 0.0025 128 25 0.1 +14 2695.10633495 2698.67185819 0.0025 128 25 0.1 +15 2693.58051114 2695.45605329 0.0025 128 25 0.1 +16 2692.70251526 2694.75595414 0.0025 128 25 0.1 +17 2691.2914346 2698.25144477 0.0025 128 25 0.1 +18 2689.32164631 2692.68173119 0.0025 128 25 0.1 +19 2688.18840972 2691.42633535 0.0025 128 25 0.1 +20 2687.60924218 2689.04042371 0.0025 128 25 0.1 +21 2686.56780931 2689.57919446 0.0025 128 25 0.1 +22 2686.12065651 2692.01831195 0.0025 128 25 0.1 +23 2685.09644571 2687.49856083 0.0025 128 25 0.1 +24 2683.63017688 2686.64556383 0.0025 128 25 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_25e_1k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_25e_1k.tsv new file mode 100644 index 0000000..02e96dd --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2916.90358909 3120.69898488 0.0025 128 25 1.0 +1 2779.93546248 2800.38691434 0.0025 128 25 1.0 +2 2753.5473244 2773.07817542 0.0025 128 25 1.0 +3 2740.27566384 2750.55770075 0.0025 128 25 1.0 +4 2731.19579661 2733.1588772 0.0025 128 25 1.0 +5 2723.86481789 2734.56244585 0.0025 128 25 1.0 +6 2718.0101325 2722.81660511 0.0025 128 25 1.0 +7 2713.45197388 2720.48965367 0.0025 128 25 1.0 +8 2709.84907049 2715.32190245 0.0025 128 25 1.0 +9 2707.07107013 2710.61259084 0.0025 128 25 1.0 +10 2703.7449721 2711.151173 0.0025 128 25 1.0 +11 2701.50462677 2707.98385404 0.0025 128 25 1.0 +12 2699.57406842 2706.98836574 0.0025 128 25 1.0 +13 2697.73766357 2700.66477111 0.0025 128 25 1.0 +14 2695.14040213 2698.69815956 0.0025 128 25 1.0 +15 2693.81334366 2695.05267602 0.0025 128 25 1.0 +16 2692.90062934 2693.82637867 0.0025 128 25 1.0 +17 2691.45318556 2696.66693197 0.0025 128 25 1.0 +18 2689.44424978 2691.9481745 0.0025 128 25 1.0 +19 2688.34729947 2690.96249711 0.0025 128 25 1.0 +20 2687.85554529 2690.39189472 0.0025 128 25 1.0 +21 2686.69712917 2690.11435304 0.0025 128 25 1.0 +22 2686.35194509 2691.60756519 0.0025 128 25 1.0 +23 2685.24271552 2687.53607259 0.0025 128 25 1.0 +24 2683.75743051 2686.40845987 0.0025 128 25 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_50e_0.01k.tsv new file mode 100644 index 0000000..13b7c18 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.26068349 3116.0540279 0.0025 128 50 0.01 +1 2780.1447266 2797.40929079 0.0025 128 50 0.01 +2 2753.66695165 2773.80005116 0.0025 128 50 0.01 +3 2740.34480269 2751.23111715 0.0025 128 50 0.01 +4 2731.29019338 2733.59005148 0.0025 128 50 0.01 +5 2723.89001648 2734.65467219 0.0025 128 50 0.01 +6 2718.03338821 2722.55543253 0.0025 128 50 0.01 +7 2713.50594704 2719.81813344 0.0025 128 50 0.01 +8 2709.88469892 2712.82188704 0.0025 128 50 0.01 +9 2707.07924966 2710.93613739 0.0025 128 50 0.01 +10 2703.79322485 2712.08146174 0.0025 128 50 0.01 +11 2701.51614064 2708.80333422 0.0025 128 50 0.01 +12 2699.5662492 2707.85629827 0.0025 128 50 0.01 +13 2697.72004288 2700.40096433 0.0025 128 50 0.01 +14 2695.16259626 2699.24673841 0.0025 128 50 0.01 +15 2693.81757526 2695.35564287 0.0025 128 50 0.01 +16 2692.92299071 2693.37066195 0.0025 128 50 0.01 +17 2691.51730883 2697.12402951 0.0025 128 50 0.01 +18 2689.51120438 2692.83589502 0.0025 128 50 0.01 +19 2688.41735229 2692.26543968 0.0025 128 50 0.01 +20 2687.85365856 2690.54190536 0.0025 128 50 0.01 +21 2686.70414674 2689.69419916 0.0025 128 50 0.01 +22 2686.45533967 2692.32100104 0.0025 128 50 0.01 +23 2685.30997905 2687.26075292 0.0025 128 50 0.01 +24 2683.79869175 2687.26874561 0.0025 128 50 0.01 +25 2683.99092291 2691.2150174 0.0025 128 50 0.01 +26 2683.035596 2687.32722359 0.0025 128 50 0.01 +27 2682.01285602 2687.37949723 0.0025 128 50 0.01 +28 2681.34259647 2682.9719523 0.0025 128 50 0.01 +29 2680.80604014 2686.47545523 0.0025 128 50 0.01 +30 2679.59643093 2683.20170544 0.0025 128 50 0.01 +31 2679.48055667 2681.72948425 0.0025 128 50 0.01 +32 2678.80347593 2684.23285974 0.0025 128 50 0.01 +33 2679.70463762 2681.91082332 0.0025 128 50 0.01 +34 2678.14313714 2683.88147743 0.0025 128 50 0.01 +35 2677.67138617 2681.21037966 0.0025 128 50 0.01 +36 2677.95559372 2682.69204718 0.0025 128 50 0.01 +37 2677.23388981 2678.04181807 0.0025 128 50 0.01 +38 2677.19721448 2681.5479832 0.0025 128 50 0.01 +39 2676.3497457 2680.29209115 0.0025 128 50 0.01 +40 2676.26133217 2680.95558134 0.0025 128 50 0.01 +41 2676.04109037 2679.98084033 0.0025 128 50 0.01 +42 2675.23429828 2678.38925072 0.0025 128 50 0.01 +43 2674.5919389 2677.72076428 0.0025 128 50 0.01 +44 2674.66787709 2684.81061223 0.0025 128 50 0.01 +45 2674.52317334 2676.0538085 0.0025 128 50 0.01 +46 2674.11333471 2676.7188457 0.0025 128 50 0.01 +47 2674.69197787 2678.17579759 0.0025 128 50 0.01 +48 2673.48676918 2678.61141308 0.0025 128 50 0.01 +49 2673.8982976 2677.87834561 0.0025 128 50 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_50e_0.05k.tsv new file mode 100644 index 0000000..77ca634 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.82915945 3131.79623921 0.0025 128 50 0.05 +1 2780.24251739 2798.43890743 0.0025 128 50 0.05 +2 2753.72519873 2775.26735592 0.0025 128 50 0.05 +3 2740.38785921 2749.77894864 0.0025 128 50 0.05 +4 2731.26753064 2733.23336063 0.0025 128 50 0.05 +5 2723.87919046 2732.88055548 0.0025 128 50 0.05 +6 2717.99993975 2722.71868885 0.0025 128 50 0.05 +7 2713.46817112 2719.38008261 0.0025 128 50 0.05 +8 2709.88128694 2713.45903806 0.0025 128 50 0.05 +9 2706.99553394 2710.91935144 0.0025 128 50 0.05 +10 2703.7275408 2711.92948677 0.0025 128 50 0.05 +11 2701.49084925 2708.43383182 0.0025 128 50 0.05 +12 2699.54692921 2707.20295695 0.0025 128 50 0.05 +13 2697.71768121 2698.834278 0.0025 128 50 0.05 +14 2695.11413988 2699.51483049 0.0025 128 50 0.05 +15 2693.75875192 2695.92488078 0.0025 128 50 0.05 +16 2692.87661802 2693.89308461 0.0025 128 50 0.05 +17 2691.39460963 2696.69339765 0.0025 128 50 0.05 +18 2689.3240956 2692.64008724 0.0025 128 50 0.05 +19 2688.32639332 2693.33514766 0.0025 128 50 0.05 +20 2687.82612887 2689.64112635 0.0025 128 50 0.05 +21 2686.62034979 2690.03503301 0.0025 128 50 0.05 +22 2686.36894589 2693.76391788 0.0025 128 50 0.05 +23 2685.2476017 2687.03481875 0.0025 128 50 0.05 +24 2683.78047901 2687.02890709 0.0025 128 50 0.05 +25 2683.88362247 2688.18799108 0.0025 128 50 0.05 +26 2682.9784555 2687.82594921 0.0025 128 50 0.05 +27 2681.87190294 2686.81352184 0.0025 128 50 0.05 +28 2681.28063071 2683.75465501 0.0025 128 50 0.05 +29 2680.75050548 2685.03865171 0.0025 128 50 0.05 +30 2679.50319976 2682.68027428 0.0025 128 50 0.05 +31 2679.52853756 2681.57585258 0.0025 128 50 0.05 +32 2678.79717516 2683.89375308 0.0025 128 50 0.05 +33 2679.70244422 2682.96098278 0.0025 128 50 0.05 +34 2678.1653467 2684.75976142 0.0025 128 50 0.05 +35 2677.63483591 2681.96482741 0.0025 128 50 0.05 +36 2677.95850553 2682.36833025 0.0025 128 50 0.05 +37 2677.15903522 2678.17655008 0.0025 128 50 0.05 +38 2677.28757058 2681.65105022 0.0025 128 50 0.05 +39 2676.40243754 2680.93730908 0.0025 128 50 0.05 +40 2676.32328337 2681.62803379 0.0025 128 50 0.05 +41 2676.10919238 2680.18167844 0.0025 128 50 0.05 +42 2675.13541777 2680.25332274 0.0025 128 50 0.05 +43 2674.52819234 2676.58289578 0.0025 128 50 0.05 +44 2674.72511534 2683.99931519 0.0025 128 50 0.05 +45 2674.54062279 2676.84740324 0.0025 128 50 0.05 +46 2674.23957551 2676.24905845 0.0025 128 50 0.05 +47 2674.69347077 2678.4400203 0.0025 128 50 0.05 +48 2673.52137495 2678.63479737 0.0025 128 50 0.05 +49 2673.9433678 2678.66173359 0.0025 128 50 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_50e_0.1k.tsv new file mode 100644 index 0000000..0b8937a --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2918.57787287 3123.12691065 0.0025 128 50 0.1 +1 2780.13918091 2798.11385542 0.0025 128 50 0.1 +2 2753.71162012 2773.89628131 0.0025 128 50 0.1 +3 2740.35410776 2750.26504429 0.0025 128 50 0.1 +4 2731.26869822 2734.63853697 0.0025 128 50 0.1 +5 2723.92885805 2734.07472524 0.0025 128 50 0.1 +6 2718.05328392 2722.96583478 0.0025 128 50 0.1 +7 2713.49272532 2720.24011767 0.0025 128 50 0.1 +8 2709.92264814 2712.81365628 0.0025 128 50 0.1 +9 2707.02820041 2713.14556336 0.0025 128 50 0.1 +10 2703.7759861 2711.35269031 0.0025 128 50 0.1 +11 2701.46420802 2709.43775908 0.0025 128 50 0.1 +12 2699.42597798 2706.28530003 0.0025 128 50 0.1 +13 2697.68436575 2700.38403647 0.0025 128 50 0.1 +14 2695.14808201 2700.50309727 0.0025 128 50 0.1 +15 2693.70687628 2695.55602537 0.0025 128 50 0.1 +16 2692.8208428 2695.26451913 0.0025 128 50 0.1 +17 2691.40837029 2696.99113858 0.0025 128 50 0.1 +18 2689.37476756 2693.82670964 0.0025 128 50 0.1 +19 2688.28428356 2691.51503589 0.0025 128 50 0.1 +20 2687.70078537 2689.65533552 0.0025 128 50 0.1 +21 2686.63303514 2691.59167084 0.0025 128 50 0.1 +22 2686.26391485 2694.78629339 0.0025 128 50 0.1 +23 2685.23189142 2687.27815226 0.0025 128 50 0.1 +24 2683.74778899 2687.27546158 0.0025 128 50 0.1 +25 2683.91679414 2690.25068154 0.0025 128 50 0.1 +26 2682.94505565 2688.29142548 0.0025 128 50 0.1 +27 2681.74218032 2686.61200826 0.0025 128 50 0.1 +28 2681.34067276 2684.90883005 0.0025 128 50 0.1 +29 2680.81289097 2686.09369538 0.0025 128 50 0.1 +30 2679.60683906 2684.73517044 0.0025 128 50 0.1 +31 2679.44024352 2682.57143984 0.0025 128 50 0.1 +32 2678.74302393 2684.40039296 0.0025 128 50 0.1 +33 2679.59057197 2683.08348862 0.0025 128 50 0.1 +34 2678.12730166 2684.27888748 0.0025 128 50 0.1 +35 2677.58627465 2679.69140392 0.0025 128 50 0.1 +36 2677.93341904 2683.60611481 0.0025 128 50 0.1 +37 2677.15115137 2678.64810327 0.0025 128 50 0.1 +38 2677.22641692 2684.08239116 0.0025 128 50 0.1 +39 2676.42265644 2679.94185625 0.0025 128 50 0.1 +40 2676.26972702 2680.23492957 0.0025 128 50 0.1 +41 2676.09008763 2680.47565923 0.0025 128 50 0.1 +42 2675.15783547 2678.63093033 0.0025 128 50 0.1 +43 2674.60393056 2677.29951713 0.0025 128 50 0.1 +44 2674.70733058 2679.93731561 0.0025 128 50 0.1 +45 2674.5829487 2675.30479953 0.0025 128 50 0.1 +46 2674.17484188 2677.57814694 0.0025 128 50 0.1 +47 2674.76184506 2677.67109636 0.0025 128 50 0.1 +48 2673.48918031 2677.84863001 0.0025 128 50 0.1 +49 2673.95291834 2678.41809292 0.0025 128 50 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_128bs_50e_1k.tsv b/param_sweep/paramsweep_0.0025lr_128bs_50e_1k.tsv new file mode 100644 index 0000000..ded0554 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_128bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2917.38925923 3120.43680399 0.0025 128 50 1.0 +1 2780.01160795 2797.37605078 0.0025 128 50 1.0 +2 2753.63430478 2774.50121183 0.0025 128 50 1.0 +3 2740.33647781 2750.67744029 0.0025 128 50 1.0 +4 2731.23837008 2733.86262165 0.0025 128 50 1.0 +5 2723.85870138 2732.30990548 0.0025 128 50 1.0 +6 2717.93068683 2723.19115791 0.0025 128 50 1.0 +7 2713.39725734 2719.62084027 0.0025 128 50 1.0 +8 2709.76744883 2713.65774612 0.0025 128 50 1.0 +9 2706.97618341 2710.33761054 0.0025 128 50 1.0 +10 2703.73717822 2711.94794903 0.0025 128 50 1.0 +11 2701.40049274 2708.36461912 0.0025 128 50 1.0 +12 2699.43661012 2706.42068977 0.0025 128 50 1.0 +13 2697.68517679 2699.10067183 0.0025 128 50 1.0 +14 2695.02852091 2699.03102406 0.0025 128 50 1.0 +15 2693.70855235 2694.87066195 0.0025 128 50 1.0 +16 2692.78174886 2694.13492387 0.0025 128 50 1.0 +17 2691.32527751 2697.51810608 0.0025 128 50 1.0 +18 2689.29369741 2692.44028731 0.0025 128 50 1.0 +19 2688.19540276 2691.13675096 0.0025 128 50 1.0 +20 2687.73578351 2690.46381257 0.0025 128 50 1.0 +21 2686.60886784 2690.10763147 0.0025 128 50 1.0 +22 2686.27866467 2691.74921343 0.0025 128 50 1.0 +23 2685.15549491 2686.8653114 0.0025 128 50 1.0 +24 2683.66567425 2687.36028388 0.0025 128 50 1.0 +25 2683.75401217 2689.5304793 0.0025 128 50 1.0 +26 2682.84005576 2685.9893367 0.0025 128 50 1.0 +27 2681.84799257 2686.66912597 0.0025 128 50 1.0 +28 2681.26297128 2682.46646824 0.0025 128 50 1.0 +29 2680.6885995 2687.0006666 0.0025 128 50 1.0 +30 2679.50775619 2682.88581548 0.0025 128 50 1.0 +31 2679.42503965 2681.8319883 0.0025 128 50 1.0 +32 2678.74268297 2683.14704034 0.0025 128 50 1.0 +33 2679.59080771 2682.08275714 0.0025 128 50 1.0 +34 2678.0840433 2685.36752407 0.0025 128 50 1.0 +35 2677.52149006 2682.0725107 0.0025 128 50 1.0 +36 2677.81734147 2683.02550406 0.0025 128 50 1.0 +37 2677.13266681 2677.70331686 0.0025 128 50 1.0 +38 2677.16764457 2682.97277342 0.0025 128 50 1.0 +39 2676.24215446 2680.37485342 0.0025 128 50 1.0 +40 2676.29283251 2680.41827871 0.0025 128 50 1.0 +41 2676.00459979 2679.87185791 0.0025 128 50 1.0 +42 2675.09649352 2679.24148449 0.0025 128 50 1.0 +43 2674.50812641 2677.54188249 0.0025 128 50 1.0 +44 2674.53342774 2683.43823102 0.0025 128 50 1.0 +45 2674.52457606 2675.85968636 0.0025 128 50 1.0 +46 2674.12071357 2676.415497 0.0025 128 50 1.0 +47 2674.58305377 2677.04810831 0.0025 128 50 1.0 +48 2673.41550836 2677.0781404 0.0025 128 50 1.0 +49 2673.90272271 2677.36894036 0.0025 128 50 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_100e_0.01k.tsv new file mode 100644 index 0000000..8c04917 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2968.29348403 5347.50346092 0.0025 200 100 0.01 +1 2801.72993669 2917.49406173 0.0025 200 100 0.01 +2 2770.76897763 2788.84118722 0.0025 200 100 0.01 +3 2754.03815482 2775.17519634 0.0025 200 100 0.01 +4 2743.80109617 2755.00350293 0.0025 200 100 0.01 +5 2736.1799437 2748.40947424 0.0025 200 100 0.01 +6 2730.04228926 2740.74008033 0.0025 200 100 0.01 +7 2724.5270882 2729.86212497 0.0025 200 100 0.01 +8 2721.38255622 2726.92199544 0.0025 200 100 0.01 +9 2717.21645555 2723.36911262 0.0025 200 100 0.01 +10 2713.49367558 2728.27221166 0.0025 200 100 0.01 +11 2710.80547107 2719.46812401 0.0025 200 100 0.01 +12 2708.22295667 2714.25942486 0.0025 200 100 0.01 +13 2706.97663748 2711.31240617 0.0025 200 100 0.01 +14 2704.5024247 2708.76816257 0.0025 200 100 0.01 +15 2702.35656563 2708.07413519 0.0025 200 100 0.01 +16 2700.55340738 2702.92668732 0.0025 200 100 0.01 +17 2698.39113043 2703.06734313 0.0025 200 100 0.01 +18 2696.99969818 2700.97815805 0.0025 200 100 0.01 +19 2695.0122788 2699.80983499 0.0025 200 100 0.01 +20 2695.02923416 2699.93716016 0.0025 200 100 0.01 +21 2693.43506689 2696.51350569 0.0025 200 100 0.01 +22 2692.35197048 2697.90319147 0.0025 200 100 0.01 +23 2691.84177626 2696.32861842 0.0025 200 100 0.01 +24 2689.87672763 2694.99990617 0.0025 200 100 0.01 +25 2690.16941129 2693.50344551 0.0025 200 100 0.01 +26 2687.68727591 2691.62533097 0.0025 200 100 0.01 +27 2687.10006952 2690.92335665 0.0025 200 100 0.01 +28 2686.63734909 2693.2862976 0.0025 200 100 0.01 +29 2685.83714734 2693.69121486 0.0025 200 100 0.01 +30 2686.32199869 2694.06223018 0.0025 200 100 0.01 +31 2683.47060623 2688.56518928 0.0025 200 100 0.01 +32 2684.55840519 2689.18247574 0.0025 200 100 0.01 +33 2683.19384537 2686.95188796 0.0025 200 100 0.01 +34 2682.29155474 2688.65959001 0.0025 200 100 0.01 +35 2682.17483584 2687.81001658 0.0025 200 100 0.01 +36 2681.06392345 2686.76920729 0.0025 200 100 0.01 +37 2681.86959034 2682.1466767 0.0025 200 100 0.01 +38 2679.69921916 2689.87547148 0.0025 200 100 0.01 +39 2681.10047039 2684.92399478 0.0025 200 100 0.01 +40 2680.14939687 2688.34240746 0.0025 200 100 0.01 +41 2679.35931872 2683.7460466 0.0025 200 100 0.01 +42 2678.4204461 2681.81962489 0.0025 200 100 0.01 +43 2678.74625253 2688.66178261 0.0025 200 100 0.01 +44 2678.68021095 2682.7216218 0.0025 200 100 0.01 +45 2677.60392983 2681.81776419 0.0025 200 100 0.01 +46 2675.89056662 2682.21067142 0.0025 200 100 0.01 +47 2677.25133594 2684.37108721 0.0025 200 100 0.01 +48 2676.78235666 2681.77468948 0.0025 200 100 0.01 +49 2675.62809586 2681.66831092 0.0025 200 100 0.01 +50 2676.32115718 2686.66335949 0.0025 200 100 0.01 +51 2676.41774007 2678.40414143 0.0025 200 100 0.01 +52 2676.19175655 2681.78811255 0.0025 200 100 0.01 +53 2675.62947185 2687.81049786 0.0025 200 100 0.01 +54 2675.22683525 2681.17831882 0.0025 200 100 0.01 +55 2675.39750682 2684.60655641 0.0025 200 100 0.01 +56 2675.0082299 2684.58170215 0.0025 200 100 0.01 +57 2675.28672289 2680.33318193 0.0025 200 100 0.01 +58 2674.31983413 2675.93125504 0.0025 200 100 0.01 +59 2673.81390273 2677.76621458 0.0025 200 100 0.01 +60 2673.23640907 2677.68665181 0.0025 200 100 0.01 +61 2672.92869304 2679.85995151 0.0025 200 100 0.01 +62 2673.15644375 2677.19492085 0.0025 200 100 0.01 +63 2674.07180245 2688.73893571 0.0025 200 100 0.01 +64 2673.01354958 2678.61403888 0.0025 200 100 0.01 +65 2671.48602928 2677.32383737 0.0025 200 100 0.01 +66 2672.12872708 2676.28006804 0.0025 200 100 0.01 +67 2671.11980782 2675.79803922 0.0025 200 100 0.01 +68 2672.45972134 2676.01720141 0.0025 200 100 0.01 +69 2671.43264914 2676.20003613 0.0025 200 100 0.01 +70 2670.66696897 2676.88317334 0.0025 200 100 0.01 +71 2670.9081762 2677.79950173 0.0025 200 100 0.01 +72 2670.56342072 2680.38436464 0.0025 200 100 0.01 +73 2673.73747237 2679.92100254 0.0025 200 100 0.01 +74 2671.55869016 2678.66650064 0.0025 200 100 0.01 +75 2670.19945921 2674.26973011 0.0025 200 100 0.01 +76 2669.82514707 2676.22736541 0.0025 200 100 0.01 +77 2669.42800769 2677.56496335 0.0025 200 100 0.01 +78 2669.92289166 2677.58411742 0.0025 200 100 0.01 +79 2670.13539697 2674.5072598 0.0025 200 100 0.01 +80 2668.88725346 2682.45273662 0.0025 200 100 0.01 +81 2669.95640221 2675.52316768 0.0025 200 100 0.01 +82 2668.55703673 2676.02099656 0.0025 200 100 0.01 +83 2669.35762016 2673.18330199 0.0025 200 100 0.01 +84 2669.83360025 2677.6186108 0.0025 200 100 0.01 +85 2668.81731916 2675.57425656 0.0025 200 100 0.01 +86 2669.97272078 2671.99388061 0.0025 200 100 0.01 +87 2667.82958743 2674.91187317 0.0025 200 100 0.01 +88 2668.76123542 2678.32155701 0.0025 200 100 0.01 +89 2668.11860874 2679.46733184 0.0025 200 100 0.01 +90 2668.56446526 2675.25400755 0.0025 200 100 0.01 +91 2669.05575152 2675.18260598 0.0025 200 100 0.01 +92 2667.60080731 2675.09388491 0.0025 200 100 0.01 +93 2668.61292519 2676.17456521 0.0025 200 100 0.01 +94 2668.81807988 2672.88400146 0.0025 200 100 0.01 +95 2668.7063763 2677.22854317 0.0025 200 100 0.01 +96 2667.84640294 2671.56415717 0.0025 200 100 0.01 +97 2667.72506926 2677.46371641 0.0025 200 100 0.01 +98 2669.15872217 2672.36521244 0.0025 200 100 0.01 +99 2668.12438409 2675.31268999 0.0025 200 100 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_100e_0.05k.tsv new file mode 100644 index 0000000..1130d15 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2966.57298682 4613.48494357 0.0025 200 100 0.05 +1 2800.36809702 2903.17361619 0.0025 200 100 0.05 +2 2769.84238065 2791.17244077 0.0025 200 100 0.05 +3 2753.4427459 2769.18564537 0.0025 200 100 0.05 +4 2743.36032775 2755.82883828 0.0025 200 100 0.05 +5 2735.63013735 2745.98730329 0.0025 200 100 0.05 +6 2729.57843741 2742.12000469 0.0025 200 100 0.05 +7 2724.11149682 2730.71638935 0.0025 200 100 0.05 +8 2720.9399952 2726.98426017 0.0025 200 100 0.05 +9 2716.9021221 2721.69360538 0.0025 200 100 0.05 +10 2713.18415525 2726.44579845 0.0025 200 100 0.05 +11 2710.54724584 2718.74520541 0.0025 200 100 0.05 +12 2707.84787056 2712.49144994 0.0025 200 100 0.05 +13 2706.68402134 2711.73922794 0.0025 200 100 0.05 +14 2704.25506579 2708.22649715 0.0025 200 100 0.05 +15 2702.12161624 2707.00091448 0.0025 200 100 0.05 +16 2700.28480398 2703.99019796 0.0025 200 100 0.05 +17 2698.28535088 2703.72786023 0.0025 200 100 0.05 +18 2696.76449204 2700.72427281 0.0025 200 100 0.05 +19 2694.77125357 2700.26527536 0.0025 200 100 0.05 +20 2694.82960769 2704.4008439 0.0025 200 100 0.05 +21 2693.3606954 2696.86261325 0.0025 200 100 0.05 +22 2692.51922979 2697.29306398 0.0025 200 100 0.05 +23 2691.80733067 2695.53738619 0.0025 200 100 0.05 +24 2689.97962327 2695.75402669 0.0025 200 100 0.05 +25 2690.33893304 2694.58502816 0.0025 200 100 0.05 +26 2687.65484084 2692.02544758 0.0025 200 100 0.05 +27 2687.13513657 2690.88371251 0.0025 200 100 0.05 +28 2686.60354509 2693.74517741 0.0025 200 100 0.05 +29 2685.99388751 2695.83682864 0.0025 200 100 0.05 +30 2686.46303517 2694.7175321 0.0025 200 100 0.05 +31 2683.44515512 2689.88033655 0.0025 200 100 0.05 +32 2684.22794743 2688.0070502 0.0025 200 100 0.05 +33 2683.08848535 2688.16505353 0.0025 200 100 0.05 +34 2682.28957184 2688.85181131 0.0025 200 100 0.05 +35 2682.18689936 2687.85621658 0.0025 200 100 0.05 +36 2681.04664323 2685.09551127 0.0025 200 100 0.05 +37 2681.98199299 2683.59781123 0.0025 200 100 0.05 +38 2679.71107579 2690.59339196 0.0025 200 100 0.05 +39 2681.0919181 2684.23678513 0.0025 200 100 0.05 +40 2680.24804153 2688.12372655 0.0025 200 100 0.05 +41 2679.62894822 2685.35520314 0.0025 200 100 0.05 +42 2678.697366 2681.20706953 0.0025 200 100 0.05 +43 2678.83375338 2685.95328558 0.0025 200 100 0.05 +44 2678.64525081 2681.54928373 0.0025 200 100 0.05 +45 2677.69918568 2681.20510473 0.0025 200 100 0.05 +46 2675.90932701 2683.05433086 0.0025 200 100 0.05 +47 2677.44026528 2686.0892397 0.0025 200 100 0.05 +48 2676.57035042 2681.89171033 0.0025 200 100 0.05 +49 2675.6717027 2681.43702199 0.0025 200 100 0.05 +50 2676.51708328 2686.83017849 0.0025 200 100 0.05 +51 2676.70983354 2679.33934006 0.0025 200 100 0.05 +52 2676.27750116 2679.00921246 0.0025 200 100 0.05 +53 2675.81911851 2692.16426183 0.0025 200 100 0.05 +54 2675.47368357 2680.08850448 0.0025 200 100 0.05 +55 2675.38244373 2685.8260407 0.0025 200 100 0.05 +56 2675.04362702 2684.08194909 0.0025 200 100 0.05 +57 2675.5076512 2680.21995717 0.0025 200 100 0.05 +58 2674.4229024 2676.8137165 0.0025 200 100 0.05 +59 2673.79919386 2677.46440308 0.0025 200 100 0.05 +60 2673.22539507 2677.61186682 0.0025 200 100 0.05 +61 2673.10644806 2679.26835303 0.0025 200 100 0.05 +62 2672.95155651 2677.77358268 0.0025 200 100 0.05 +63 2673.55357381 2688.4416714 0.0025 200 100 0.05 +64 2673.03736973 2678.19703876 0.0025 200 100 0.05 +65 2671.48569561 2676.66255891 0.0025 200 100 0.05 +66 2672.14659025 2675.95334253 0.0025 200 100 0.05 +67 2670.88871765 2674.44193561 0.0025 200 100 0.05 +68 2672.21403323 2676.69382945 0.0025 200 100 0.05 +69 2671.48332792 2676.03967215 0.0025 200 100 0.05 +70 2670.63199366 2678.03021975 0.0025 200 100 0.05 +71 2670.70664796 2677.21280333 0.0025 200 100 0.05 +72 2670.58688351 2681.0326831 0.0025 200 100 0.05 +73 2673.47052712 2680.64129254 0.0025 200 100 0.05 +74 2671.45348697 2679.23404123 0.0025 200 100 0.05 +75 2670.25772341 2675.37754177 0.0025 200 100 0.05 +76 2669.75203537 2679.36110873 0.0025 200 100 0.05 +77 2669.5419571 2676.10374903 0.0025 200 100 0.05 +78 2669.81334335 2676.97129597 0.0025 200 100 0.05 +79 2670.00507926 2675.28558945 0.0025 200 100 0.05 +80 2668.96950802 2680.70541609 0.0025 200 100 0.05 +81 2669.91755322 2677.12995657 0.0025 200 100 0.05 +82 2668.65052939 2675.13918023 0.0025 200 100 0.05 +83 2669.48140664 2676.12217815 0.0025 200 100 0.05 +84 2670.33226123 2675.98444175 0.0025 200 100 0.05 +85 2668.80119203 2676.12284288 0.0025 200 100 0.05 +86 2669.96554868 2673.25001074 0.0025 200 100 0.05 +87 2667.92763094 2674.89200535 0.0025 200 100 0.05 +88 2668.68711093 2677.60037681 0.0025 200 100 0.05 +89 2668.13443501 2678.57173626 0.0025 200 100 0.05 +90 2668.79635054 2675.82859694 0.0025 200 100 0.05 +91 2669.17374033 2673.80827585 0.0025 200 100 0.05 +92 2667.77693546 2674.51421431 0.0025 200 100 0.05 +93 2668.6943828 2675.1099347 0.0025 200 100 0.05 +94 2668.82652409 2674.18719377 0.0025 200 100 0.05 +95 2668.54286954 2675.31741736 0.0025 200 100 0.05 +96 2667.59595966 2672.86195552 0.0025 200 100 0.05 +97 2667.71040367 2673.33633522 0.0025 200 100 0.05 +98 2669.04226667 2672.98422982 0.0025 200 100 0.05 +99 2668.06736699 2672.20293548 0.0025 200 100 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_100e_0.1k.tsv new file mode 100644 index 0000000..598ebc1 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2964.68798504 4829.41186663 0.0025 200 100 0.1 +1 2800.58065744 2913.37629633 0.0025 200 100 0.1 +2 2770.12917462 2789.25182382 0.0025 200 100 0.1 +3 2753.57652059 2770.50663754 0.0025 200 100 0.1 +4 2743.59265408 2754.18932382 0.0025 200 100 0.1 +5 2735.77582838 2746.94336918 0.0025 200 100 0.1 +6 2729.84851042 2741.59596174 0.0025 200 100 0.1 +7 2724.19919214 2730.49618805 0.0025 200 100 0.1 +8 2721.23236663 2726.69688284 0.0025 200 100 0.1 +9 2717.0886183 2724.07510569 0.0025 200 100 0.1 +10 2713.19829225 2725.6316114 0.0025 200 100 0.1 +11 2710.47238083 2720.54322783 0.0025 200 100 0.1 +12 2708.00585712 2714.20435457 0.0025 200 100 0.1 +13 2706.95434879 2712.08905111 0.0025 200 100 0.1 +14 2704.27553779 2709.03945135 0.0025 200 100 0.1 +15 2702.16424808 2707.21579697 0.0025 200 100 0.1 +16 2700.34853677 2702.41640494 0.0025 200 100 0.1 +17 2698.07255515 2704.1317211 0.0025 200 100 0.1 +18 2696.80575165 2701.21528768 0.0025 200 100 0.1 +19 2694.83517471 2700.851661 0.0025 200 100 0.1 +20 2694.78813615 2700.47513127 0.0025 200 100 0.1 +21 2693.27543869 2697.38481371 0.0025 200 100 0.1 +22 2692.36101678 2697.35106535 0.0025 200 100 0.1 +23 2691.70735315 2694.8704897 0.0025 200 100 0.1 +24 2689.84839944 2696.20277349 0.0025 200 100 0.1 +25 2690.19833828 2696.71542866 0.0025 200 100 0.1 +26 2687.65836336 2691.27301224 0.0025 200 100 0.1 +27 2687.17750401 2690.63884786 0.0025 200 100 0.1 +28 2686.54003927 2693.85378684 0.0025 200 100 0.1 +29 2685.95256952 2693.88342915 0.0025 200 100 0.1 +30 2686.41500991 2694.18476497 0.0025 200 100 0.1 +31 2683.4405754 2688.82195566 0.0025 200 100 0.1 +32 2684.1974829 2688.81319228 0.0025 200 100 0.1 +33 2683.05390502 2687.27599094 0.0025 200 100 0.1 +34 2682.17557319 2688.79057869 0.0025 200 100 0.1 +35 2682.13641812 2688.71022095 0.0025 200 100 0.1 +36 2681.039025 2685.64077064 0.0025 200 100 0.1 +37 2681.64877065 2683.84971441 0.0025 200 100 0.1 +38 2679.71260514 2691.16849578 0.0025 200 100 0.1 +39 2681.13822133 2685.90023938 0.0025 200 100 0.1 +40 2680.13716667 2688.14408918 0.0025 200 100 0.1 +41 2679.62587417 2684.94625218 0.0025 200 100 0.1 +42 2678.64547801 2682.30444476 0.0025 200 100 0.1 +43 2678.80540477 2685.74379285 0.0025 200 100 0.1 +44 2678.5756015 2682.39260333 0.0025 200 100 0.1 +45 2677.83847249 2684.51931138 0.0025 200 100 0.1 +46 2675.83661815 2682.75919985 0.0025 200 100 0.1 +47 2677.40592447 2686.89784092 0.0025 200 100 0.1 +48 2676.68710457 2681.87009571 0.0025 200 100 0.1 +49 2675.68489543 2680.99580946 0.0025 200 100 0.1 +50 2676.2583609 2688.85505329 0.0025 200 100 0.1 +51 2676.39428784 2680.62529362 0.0025 200 100 0.1 +52 2676.15570671 2680.30502967 0.0025 200 100 0.1 +53 2675.52839773 2691.36003833 0.0025 200 100 0.1 +54 2675.5936662 2680.88010595 0.0025 200 100 0.1 +55 2675.36131931 2684.54785997 0.0025 200 100 0.1 +56 2674.8908909 2683.38190969 0.0025 200 100 0.1 +57 2675.23669606 2681.25102838 0.0025 200 100 0.1 +58 2674.36825479 2676.93130219 0.0025 200 100 0.1 +59 2673.86213478 2678.25129633 0.0025 200 100 0.1 +60 2673.32059791 2678.23721973 0.0025 200 100 0.1 +61 2673.08781046 2679.57361097 0.0025 200 100 0.1 +62 2672.97063208 2676.84663861 0.0025 200 100 0.1 +63 2673.56426506 2687.02159548 0.0025 200 100 0.1 +64 2673.0838867 2677.59835693 0.0025 200 100 0.1 +65 2671.43088961 2676.6371188 0.0025 200 100 0.1 +66 2672.19419972 2675.30570234 0.0025 200 100 0.1 +67 2671.14994104 2674.99325462 0.0025 200 100 0.1 +68 2672.33888861 2676.27123137 0.0025 200 100 0.1 +69 2671.26992709 2676.0749381 0.0025 200 100 0.1 +70 2670.58181787 2675.93566498 0.0025 200 100 0.1 +71 2670.6453039 2678.7711128 0.0025 200 100 0.1 +72 2670.52308137 2681.00244234 0.0025 200 100 0.1 +73 2673.6912401 2680.84876259 0.0025 200 100 0.1 +74 2671.62431406 2678.87606619 0.0025 200 100 0.1 +75 2670.31424867 2676.90419231 0.0025 200 100 0.1 +76 2669.97679287 2678.28675927 0.0025 200 100 0.1 +77 2669.4816851 2675.31902178 0.0025 200 100 0.1 +78 2669.79778055 2676.91585318 0.0025 200 100 0.1 +79 2670.03005902 2675.58473547 0.0025 200 100 0.1 +80 2668.999732 2683.14034398 0.0025 200 100 0.1 +81 2670.04452544 2677.00610538 0.0025 200 100 0.1 +82 2668.65638848 2675.61269914 0.0025 200 100 0.1 +83 2669.4187656 2676.02038224 0.0025 200 100 0.1 +84 2670.16644459 2676.08489792 0.0025 200 100 0.1 +85 2668.9141449 2676.977786 0.0025 200 100 0.1 +86 2670.1284492 2674.05269376 0.0025 200 100 0.1 +87 2668.05280127 2674.82379582 0.0025 200 100 0.1 +88 2668.62344715 2680.06552912 0.0025 200 100 0.1 +89 2668.14355295 2679.66849578 0.0025 200 100 0.1 +90 2668.6324808 2674.73652138 0.0025 200 100 0.1 +91 2669.04893091 2673.14099004 0.0025 200 100 0.1 +92 2667.82081665 2676.72566249 0.0025 200 100 0.1 +93 2668.73866052 2677.61582115 0.0025 200 100 0.1 +94 2668.78199101 2674.64202823 0.0025 200 100 0.1 +95 2668.79765377 2677.92238009 0.0025 200 100 0.1 +96 2667.85371928 2673.38745024 0.0025 200 100 0.1 +97 2667.73942186 2676.03316391 0.0025 200 100 0.1 +98 2668.77806349 2673.49661517 0.0025 200 100 0.1 +99 2667.97025331 2673.12211139 0.0025 200 100 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_100e_1k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_100e_1k.tsv new file mode 100644 index 0000000..8a0e2bb --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2966.14828805 4489.5593173 0.0025 200 100 1.0 +1 2800.79428264 2912.83630768 0.0025 200 100 1.0 +2 2770.18999787 2789.53261495 0.0025 200 100 1.0 +3 2753.75176208 2768.51548076 0.0025 200 100 1.0 +4 2743.80117637 2753.78803319 0.0025 200 100 1.0 +5 2736.03000014 2746.30852746 0.0025 200 100 1.0 +6 2729.95264865 2738.89849072 0.0025 200 100 1.0 +7 2724.31087974 2729.91124205 0.0025 200 100 1.0 +8 2721.39639106 2727.4182353 0.0025 200 100 1.0 +9 2717.04733709 2723.12224443 0.0025 200 100 1.0 +10 2713.29567694 2726.27732181 0.0025 200 100 1.0 +11 2710.56543371 2719.04545404 0.0025 200 100 1.0 +12 2707.99499583 2712.13586776 0.0025 200 100 1.0 +13 2706.79141616 2711.45277489 0.0025 200 100 1.0 +14 2704.15852318 2711.1488693 0.0025 200 100 1.0 +15 2702.20549941 2706.87832414 0.0025 200 100 1.0 +16 2700.46272953 2702.18660186 0.0025 200 100 1.0 +17 2698.22438808 2706.21653593 0.0025 200 100 1.0 +18 2696.88383883 2699.77845802 0.0025 200 100 1.0 +19 2694.95187994 2701.68579708 0.0025 200 100 1.0 +20 2694.91689552 2702.04532053 0.0025 200 100 1.0 +21 2693.35053795 2697.75110867 0.0025 200 100 1.0 +22 2692.38058689 2698.24194243 0.0025 200 100 1.0 +23 2691.66919739 2695.10233413 0.0025 200 100 1.0 +24 2689.94525715 2696.21472378 0.0025 200 100 1.0 +25 2690.06765234 2694.82984379 0.0025 200 100 1.0 +26 2687.68045903 2691.10608727 0.0025 200 100 1.0 +27 2687.32763923 2691.27590972 0.0025 200 100 1.0 +28 2686.66836586 2694.72768331 0.0025 200 100 1.0 +29 2685.9562419 2694.59384756 0.0025 200 100 1.0 +30 2686.34259061 2694.80791501 0.0025 200 100 1.0 +31 2683.58498068 2688.56363761 0.0025 200 100 1.0 +32 2684.24832484 2688.93325391 0.0025 200 100 1.0 +33 2683.11833327 2688.19890599 0.0025 200 100 1.0 +34 2682.20487924 2688.62351322 0.0025 200 100 1.0 +35 2682.21003413 2687.4184603 0.0025 200 100 1.0 +36 2681.07040118 2685.24525116 0.0025 200 100 1.0 +37 2681.80605251 2683.46275385 0.0025 200 100 1.0 +38 2679.88091239 2690.068442 0.0025 200 100 1.0 +39 2681.07998003 2684.61985344 0.0025 200 100 1.0 +40 2680.27733244 2689.59389611 0.0025 200 100 1.0 +41 2679.66515972 2686.50449303 0.0025 200 100 1.0 +42 2678.70055012 2682.09569846 0.0025 200 100 1.0 +43 2678.92223272 2684.35058687 0.0025 200 100 1.0 +44 2678.5638896 2683.87787134 0.0025 200 100 1.0 +45 2677.83117623 2685.55538024 0.0025 200 100 1.0 +46 2675.82711189 2681.85544541 0.0025 200 100 1.0 +47 2677.40664128 2685.87612314 0.0025 200 100 1.0 +48 2676.70822936 2682.72216797 0.0025 200 100 1.0 +49 2675.77426944 2682.43641234 0.0025 200 100 1.0 +50 2676.62226953 2690.76865972 0.0025 200 100 1.0 +51 2676.58189124 2679.63613197 0.0025 200 100 1.0 +52 2676.10305587 2679.9900892 0.0025 200 100 1.0 +53 2675.61442819 2692.3492392 0.0025 200 100 1.0 +54 2675.53272828 2680.88990845 0.0025 200 100 1.0 +55 2675.43615802 2687.05802378 0.0025 200 100 1.0 +56 2675.0284701 2681.53793189 0.0025 200 100 1.0 +57 2675.32695041 2681.0388403 0.0025 200 100 1.0 +58 2674.42404527 2676.93335241 0.0025 200 100 1.0 +59 2674.07549677 2677.81996706 0.0025 200 100 1.0 +60 2673.25680391 2678.41440187 0.0025 200 100 1.0 +61 2673.01706204 2678.80034245 0.0025 200 100 1.0 +62 2673.03191237 2676.36147564 0.0025 200 100 1.0 +63 2673.57230414 2689.38227707 0.0025 200 100 1.0 +64 2673.28443218 2678.18528313 0.0025 200 100 1.0 +65 2671.60370084 2676.88740542 0.0025 200 100 1.0 +66 2672.25440688 2677.51917834 0.0025 200 100 1.0 +67 2671.1160173 2676.14395428 0.0025 200 100 1.0 +68 2672.45544336 2677.43348452 0.0025 200 100 1.0 +69 2671.4971601 2676.3669527 0.0025 200 100 1.0 +70 2670.61803116 2675.29820867 0.0025 200 100 1.0 +71 2670.83410861 2678.68781463 0.0025 200 100 1.0 +72 2670.54698533 2681.73527967 0.0025 200 100 1.0 +73 2673.82227032 2679.05818529 0.0025 200 100 1.0 +74 2671.49036528 2678.38399679 0.0025 200 100 1.0 +75 2670.37103822 2674.93952268 0.0025 200 100 1.0 +76 2669.77562745 2679.46788034 0.0025 200 100 1.0 +77 2669.69975465 2675.20186508 0.0025 200 100 1.0 +78 2669.98345861 2675.64916432 0.0025 200 100 1.0 +79 2669.98111856 2676.10363326 0.0025 200 100 1.0 +80 2669.01183157 2681.62532116 0.0025 200 100 1.0 +81 2669.99635379 2676.75043366 0.0025 200 100 1.0 +82 2668.63168133 2677.54559128 0.0025 200 100 1.0 +83 2669.52147325 2673.79989478 0.0025 200 100 1.0 +84 2670.48161211 2678.52355654 0.0025 200 100 1.0 +85 2668.88719279 2676.00958917 0.0025 200 100 1.0 +86 2670.17861077 2671.17327029 0.0025 200 100 1.0 +87 2667.93803328 2674.10347361 0.0025 200 100 1.0 +88 2668.79703573 2680.45011222 0.0025 200 100 1.0 +89 2668.12188183 2679.08579466 0.0025 200 100 1.0 +90 2668.68093401 2674.65059229 0.0025 200 100 1.0 +91 2669.23537848 2672.23805065 0.0025 200 100 1.0 +92 2667.89966886 2675.52478517 0.0025 200 100 1.0 +93 2668.64851565 2675.96505521 0.0025 200 100 1.0 +94 2668.91233424 2673.17828427 0.0025 200 100 1.0 +95 2668.69603942 2677.97941516 0.0025 200 100 1.0 +96 2668.06344129 2672.31566869 0.0025 200 100 1.0 +97 2667.66193651 2674.67042369 0.0025 200 100 1.0 +98 2669.25817756 2672.13301883 0.0025 200 100 1.0 +99 2668.22590322 2672.61826536 0.0025 200 100 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_10e_0.01k.tsv new file mode 100644 index 0000000..9a38742 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2965.56763798 4570.33781967 0.0025 200 10 0.01 +1 2800.39296507 2909.87459714 0.0025 200 10 0.01 +2 2769.9267548 2788.13592704 0.0025 200 10 0.01 +3 2753.44023203 2767.57247569 0.0025 200 10 0.01 +4 2743.55413819 2754.22144115 0.0025 200 10 0.01 +5 2735.7876605 2747.11305578 0.0025 200 10 0.01 +6 2729.85172738 2740.54403354 0.0025 200 10 0.01 +7 2724.25996407 2729.23685702 0.0025 200 10 0.01 +8 2721.36906678 2727.49029693 0.0025 200 10 0.01 +9 2716.88038165 2724.11770052 0.0025 200 10 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_10e_0.05k.tsv new file mode 100644 index 0000000..a8423b4 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2964.70381608 4602.03887111 0.0025 200 10 0.05 +1 2800.31487708 2910.16342624 0.0025 200 10 0.05 +2 2769.87154256 2789.37341985 0.0025 200 10 0.05 +3 2753.44557487 2769.43367171 0.0025 200 10 0.05 +4 2743.52618737 2755.58401052 0.0025 200 10 0.05 +5 2735.77633256 2746.20617466 0.0025 200 10 0.05 +6 2729.75488758 2739.68261905 0.0025 200 10 0.05 +7 2724.08631026 2729.702893 0.0025 200 10 0.05 +8 2720.94567053 2726.56575179 0.0025 200 10 0.05 +9 2716.6887115 2723.85606533 0.0025 200 10 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_10e_0.1k.tsv new file mode 100644 index 0000000..51a7a0f --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2964.63964618 4904.15958954 0.0025 200 10 0.1 +1 2800.76055277 2915.67466511 0.0025 200 10 0.1 +2 2770.12352149 2788.91159915 0.0025 200 10 0.1 +3 2753.65114548 2769.7882862 0.0025 200 10 0.1 +4 2743.60083202 2755.38650308 0.0025 200 10 0.1 +5 2735.88980639 2749.45076248 0.0025 200 10 0.1 +6 2729.91733476 2739.75694704 0.0025 200 10 0.1 +7 2724.30616311 2730.50354821 0.0025 200 10 0.1 +8 2721.46476807 2724.02925766 0.0025 200 10 0.1 +9 2717.23955715 2722.7302979 0.0025 200 10 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_10e_1k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_10e_1k.tsv new file mode 100644 index 0000000..ff93e75 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2964.57970868 4608.24274487 0.0025 200 10 1.0 +1 2800.31156527 2908.48050096 0.0025 200 10 1.0 +2 2769.89982516 2789.48324672 0.0025 200 10 1.0 +3 2753.42142853 2767.37580758 0.0025 200 10 1.0 +4 2743.55836875 2754.75704367 0.0025 200 10 1.0 +5 2735.76048651 2747.07190432 0.0025 200 10 1.0 +6 2729.85066888 2740.86654937 0.0025 200 10 1.0 +7 2724.10366214 2730.21650465 0.0025 200 10 1.0 +8 2721.17641363 2726.59750127 0.0025 200 10 1.0 +9 2716.94411571 2723.37508496 0.0025 200 10 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_25e_0.01k.tsv new file mode 100644 index 0000000..6596e68 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2967.84054834 4613.23672678 0.0025 200 25 0.01 +1 2800.70415263 2905.66398174 0.0025 200 25 0.01 +2 2769.91834001 2790.71958885 0.0025 200 25 0.01 +3 2753.44488089 2767.61655498 0.0025 200 25 0.01 +4 2743.35284366 2754.7738665 0.0025 200 25 0.01 +5 2735.70428587 2743.7288774 0.0025 200 25 0.01 +6 2729.66323995 2740.9360809 0.0025 200 25 0.01 +7 2724.12067783 2729.84567092 0.0025 200 25 0.01 +8 2720.96612763 2726.4352976 0.0025 200 25 0.01 +9 2716.76997523 2720.8882144 0.0025 200 25 0.01 +10 2713.21755158 2730.27077763 0.0025 200 25 0.01 +11 2710.40209826 2717.95545531 0.0025 200 25 0.01 +12 2707.8331225 2710.78501014 0.0025 200 25 0.01 +13 2706.6417673 2709.24943516 0.0025 200 25 0.01 +14 2704.03530476 2709.45766237 0.0025 200 25 0.01 +15 2701.92834707 2707.63143121 0.0025 200 25 0.01 +16 2700.20785282 2703.15045038 0.0025 200 25 0.01 +17 2698.17789946 2703.9402621 0.0025 200 25 0.01 +18 2696.65801174 2700.8071219 0.0025 200 25 0.01 +19 2694.68520635 2700.42519307 0.0025 200 25 0.01 +20 2694.72577141 2702.89966614 0.0025 200 25 0.01 +21 2693.12817199 2697.44922388 0.0025 200 25 0.01 +22 2692.36588019 2697.23832886 0.0025 200 25 0.01 +23 2691.56568218 2695.42206919 0.0025 200 25 0.01 +24 2689.74592005 2694.18174426 0.0025 200 25 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_25e_0.05k.tsv new file mode 100644 index 0000000..69a5209 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2971.82641456 4198.66304112 0.0025 200 25 0.05 +1 2801.19011505 2905.79739269 0.0025 200 25 0.05 +2 2770.19062909 2794.7631948 0.0025 200 25 0.05 +3 2753.50470276 2770.96182117 0.0025 200 25 0.05 +4 2743.22450472 2754.57684501 0.0025 200 25 0.05 +5 2735.54325027 2746.06404187 0.0025 200 25 0.05 +6 2729.61192503 2739.77642414 0.0025 200 25 0.05 +7 2724.19086978 2729.64224202 0.0025 200 25 0.05 +8 2721.09280731 2726.23300398 0.0025 200 25 0.05 +9 2716.85138548 2719.98757684 0.0025 200 25 0.05 +10 2713.16787743 2728.71844938 0.0025 200 25 0.05 +11 2710.34311461 2720.65475435 0.0025 200 25 0.05 +12 2707.83234132 2714.87316311 0.0025 200 25 0.05 +13 2706.48156278 2710.07595808 0.0025 200 25 0.05 +14 2704.02010613 2707.85824813 0.0025 200 25 0.05 +15 2702.1849562 2705.91181389 0.0025 200 25 0.05 +16 2700.25695685 2704.25589112 0.0025 200 25 0.05 +17 2698.23232926 2701.78428098 0.0025 200 25 0.05 +18 2696.75555325 2699.81394104 0.0025 200 25 0.05 +19 2694.75203905 2700.59437786 0.0025 200 25 0.05 +20 2694.73846231 2700.23035205 0.0025 200 25 0.05 +21 2693.43118785 2697.92657809 0.0025 200 25 0.05 +22 2692.3084303 2698.79188435 0.0025 200 25 0.05 +23 2691.60479889 2696.54635918 0.0025 200 25 0.05 +24 2689.84659477 2696.33807081 0.0025 200 25 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_25e_0.1k.tsv new file mode 100644 index 0000000..31426e8 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2970.46111441 4056.44908804 0.0025 200 25 0.1 +1 2800.90338323 2901.24763328 0.0025 200 25 0.1 +2 2770.11635447 2793.57765726 0.0025 200 25 0.1 +3 2753.43464651 2772.18793553 0.0025 200 25 0.1 +4 2743.28039321 2756.21355956 0.0025 200 25 0.1 +5 2735.51644177 2743.7881905 0.0025 200 25 0.1 +6 2729.70139866 2741.88934455 0.0025 200 25 0.1 +7 2724.17360881 2729.53219762 0.0025 200 25 0.1 +8 2721.64192605 2726.82326226 0.0025 200 25 0.1 +9 2717.10076625 2721.04282077 0.0025 200 25 0.1 +10 2713.26322579 2727.59973728 0.0025 200 25 0.1 +11 2710.35583671 2719.51193862 0.0025 200 25 0.1 +12 2707.90889799 2718.79206128 0.0025 200 25 0.1 +13 2706.58685622 2710.28584993 0.0025 200 25 0.1 +14 2704.20022322 2708.67038588 0.0025 200 25 0.1 +15 2702.16479611 2705.7766398 0.0025 200 25 0.1 +16 2700.292309 2704.3700453 0.0025 200 25 0.1 +17 2698.15230734 2702.74331671 0.0025 200 25 0.1 +18 2696.7669793 2700.89143071 0.0025 200 25 0.1 +19 2694.89180672 2699.90034068 0.0025 200 25 0.1 +20 2694.79969433 2699.11540383 0.0025 200 25 0.1 +21 2693.39718969 2697.44103047 0.0025 200 25 0.1 +22 2692.43479274 2697.44826413 0.0025 200 25 0.1 +23 2691.65307656 2697.30831553 0.0025 200 25 0.1 +24 2689.86342237 2695.56741502 0.0025 200 25 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_25e_1k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_25e_1k.tsv new file mode 100644 index 0000000..a90a5bd --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2964.66203081 4611.06319181 0.0025 200 25 1.0 +1 2800.31832584 2908.15298374 0.0025 200 25 1.0 +2 2769.85837463 2790.16883515 0.0025 200 25 1.0 +3 2753.40398857 2767.61238918 0.0025 200 25 1.0 +4 2743.58497959 2755.22841246 0.0025 200 25 1.0 +5 2735.76030031 2747.94096838 0.0025 200 25 1.0 +6 2729.83596051 2740.06938775 0.0025 200 25 1.0 +7 2724.1024329 2730.98644436 0.0025 200 25 1.0 +8 2721.04500749 2725.91084666 0.0025 200 25 1.0 +9 2716.88291479 2723.52644281 0.0025 200 25 1.0 +10 2713.18443306 2727.2355803 0.0025 200 25 1.0 +11 2710.5461556 2721.51152689 0.0025 200 25 1.0 +12 2707.95457324 2712.3053541 0.0025 200 25 1.0 +13 2706.68619923 2711.49749091 0.0025 200 25 1.0 +14 2704.23589252 2708.99739568 0.0025 200 25 1.0 +15 2702.00613275 2706.46116344 0.0025 200 25 1.0 +16 2700.36089641 2704.30873799 0.0025 200 25 1.0 +17 2698.24837282 2703.05245476 0.0025 200 25 1.0 +18 2696.81873535 2701.6175306 0.0025 200 25 1.0 +19 2694.82935071 2701.45666947 0.0025 200 25 1.0 +20 2694.92156846 2702.45847976 0.0025 200 25 1.0 +21 2693.60575973 2696.78504515 0.0025 200 25 1.0 +22 2692.3908272 2696.68318062 0.0025 200 25 1.0 +23 2691.55222547 2695.01887819 0.0025 200 25 1.0 +24 2689.72014349 2694.77493735 0.0025 200 25 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_50e_0.01k.tsv new file mode 100644 index 0000000..507888e --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2966.37628184 4554.15895842 0.0025 200 50 0.01 +1 2800.40486045 2906.96840923 0.0025 200 50 0.01 +2 2769.99018157 2789.78286422 0.0025 200 50 0.01 +3 2753.5244816 2769.80867171 0.0025 200 50 0.01 +4 2743.48986462 2754.54384028 0.0025 200 50 0.01 +5 2735.70797376 2746.34434845 0.0025 200 50 0.01 +6 2729.76265768 2741.25306319 0.0025 200 50 0.01 +7 2724.17693384 2729.39953917 0.0025 200 50 0.01 +8 2721.10904592 2725.9998847 0.0025 200 50 0.01 +9 2716.77680453 2721.23644296 0.0025 200 50 0.01 +10 2713.2343834 2728.23925781 0.0025 200 50 0.01 +11 2710.456755 2719.85248771 0.0025 200 50 0.01 +12 2707.86287993 2712.56023038 0.0025 200 50 0.01 +13 2706.63520094 2712.01277514 0.0025 200 50 0.01 +14 2704.18178815 2708.93323664 0.0025 200 50 0.01 +15 2702.05676388 2707.65088591 0.0025 200 50 0.01 +16 2700.24366178 2703.32991941 0.0025 200 50 0.01 +17 2698.1845097 2704.22845961 0.0025 200 50 0.01 +18 2696.73892484 2701.59800822 0.0025 200 50 0.01 +19 2694.76378628 2698.96766047 0.0025 200 50 0.01 +20 2694.78497309 2701.9874718 0.0025 200 50 0.01 +21 2693.4126487 2697.73333448 0.0025 200 50 0.01 +22 2692.36327915 2697.73887223 0.0025 200 50 0.01 +23 2691.51005523 2694.47856464 0.0025 200 50 0.01 +24 2689.82637532 2694.38338901 0.0025 200 50 0.01 +25 2690.15736963 2693.56278382 0.0025 200 50 0.01 +26 2687.51650158 2691.52530146 0.0025 200 50 0.01 +27 2687.04415195 2690.56234549 0.0025 200 50 0.01 +28 2686.56408161 2693.53775684 0.0025 200 50 0.01 +29 2685.97120074 2694.8897488 0.0025 200 50 0.01 +30 2686.58520622 2694.70824775 0.0025 200 50 0.01 +31 2683.48097083 2688.91121544 0.0025 200 50 0.01 +32 2683.9974197 2687.14616041 0.0025 200 50 0.01 +33 2682.86729192 2689.34835786 0.0025 200 50 0.01 +34 2682.31499937 2688.55746081 0.0025 200 50 0.01 +35 2682.14265044 2688.05264148 0.0025 200 50 0.01 +36 2681.00423025 2685.25177854 0.0025 200 50 0.01 +37 2681.87167169 2684.01007745 0.0025 200 50 0.01 +38 2679.68365595 2689.32580963 0.0025 200 50 0.01 +39 2680.613892 2683.87196341 0.0025 200 50 0.01 +40 2680.04452673 2686.04809524 0.0025 200 50 0.01 +41 2679.28726214 2685.1356591 0.0025 200 50 0.01 +42 2678.59898664 2681.08151309 0.0025 200 50 0.01 +43 2678.73476617 2686.20406282 0.0025 200 50 0.01 +44 2678.70696895 2681.6543823 0.0025 200 50 0.01 +45 2677.64959723 2682.83727537 0.0025 200 50 0.01 +46 2675.81864719 2682.6411665 0.0025 200 50 0.01 +47 2677.39886602 2686.38506485 0.0025 200 50 0.01 +48 2676.44232477 2683.16896025 0.0025 200 50 0.01 +49 2675.62670735 2682.13464425 0.0025 200 50 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_50e_0.05k.tsv new file mode 100644 index 0000000..8db8829 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2968.11546578 4482.17140166 0.0025 200 50 0.05 +1 2800.92613017 2907.71211432 0.0025 200 50 0.05 +2 2770.16225682 2790.48153447 0.0025 200 50 0.05 +3 2753.68509618 2768.92216909 0.0025 200 50 0.05 +4 2743.53902344 2754.53592135 0.0025 200 50 0.05 +5 2735.79751268 2745.14451911 0.0025 200 50 0.05 +6 2729.83382694 2738.07967714 0.0025 200 50 0.05 +7 2724.28714317 2729.10623105 0.0025 200 50 0.05 +8 2721.41648521 2727.35772063 0.0025 200 50 0.05 +9 2716.98333142 2721.4856998 0.0025 200 50 0.05 +10 2713.39800804 2728.00014611 0.0025 200 50 0.05 +11 2710.72725708 2720.43342523 0.0025 200 50 0.05 +12 2708.00127558 2712.65611323 0.0025 200 50 0.05 +13 2706.97671148 2712.32249996 0.0025 200 50 0.05 +14 2704.34214749 2709.33730151 0.0025 200 50 0.05 +15 2702.23368916 2706.30520379 0.0025 200 50 0.05 +16 2700.49893359 2703.99102935 0.0025 200 50 0.05 +17 2698.4058084 2704.59920559 0.0025 200 50 0.05 +18 2696.84916939 2702.31498249 0.0025 200 50 0.05 +19 2694.96277038 2699.82650097 0.0025 200 50 0.05 +20 2694.90629752 2702.40261263 0.0025 200 50 0.05 +21 2693.39197668 2697.72587302 0.0025 200 50 0.05 +22 2692.48401386 2699.34221747 0.0025 200 50 0.05 +23 2691.52899982 2694.91205663 0.0025 200 50 0.05 +24 2689.89267456 2694.722927 0.0025 200 50 0.05 +25 2690.2106952 2693.25690643 0.0025 200 50 0.05 +26 2687.66360908 2693.86022226 0.0025 200 50 0.05 +27 2687.13672202 2691.27721211 0.0025 200 50 0.05 +28 2686.70635659 2693.35097339 0.0025 200 50 0.05 +29 2685.86537697 2694.33740888 0.0025 200 50 0.05 +30 2686.62539483 2695.37149941 0.0025 200 50 0.05 +31 2683.63214152 2689.4912959 0.0025 200 50 0.05 +32 2684.46775162 2687.94112336 0.0025 200 50 0.05 +33 2683.15060398 2689.24796052 0.0025 200 50 0.05 +34 2682.41924345 2690.52824702 0.0025 200 50 0.05 +35 2682.21252814 2688.47547577 0.0025 200 50 0.05 +36 2681.14697904 2685.82237579 0.0025 200 50 0.05 +37 2681.8816619 2684.23453091 0.0025 200 50 0.05 +38 2679.77729151 2688.36838253 0.0025 200 50 0.05 +39 2680.68795698 2684.27239418 0.0025 200 50 0.05 +40 2680.07032088 2686.95379767 0.0025 200 50 0.05 +41 2679.39823328 2684.83727911 0.0025 200 50 0.05 +42 2678.59270813 2680.73316457 0.0025 200 50 0.05 +43 2678.62529552 2687.92878563 0.0025 200 50 0.05 +44 2678.77078393 2682.16090874 0.0025 200 50 0.05 +45 2677.64328184 2682.17871421 0.0025 200 50 0.05 +46 2675.9503355 2682.98267068 0.0025 200 50 0.05 +47 2677.48303068 2686.30554876 0.0025 200 50 0.05 +48 2676.65839625 2681.63055035 0.0025 200 50 0.05 +49 2675.53365655 2682.29680778 0.0025 200 50 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_50e_0.1k.tsv new file mode 100644 index 0000000..85ea406 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2966.66009224 4579.93584657 0.0025 200 50 0.1 +1 2800.60319948 2903.9296735 0.0025 200 50 0.1 +2 2769.98648141 2790.48127446 0.0025 200 50 0.1 +3 2753.56668302 2767.86006821 0.0025 200 50 0.1 +4 2743.49396522 2755.51841558 0.0025 200 50 0.1 +5 2735.69263917 2744.57848304 0.0025 200 50 0.1 +6 2729.72876249 2745.03114684 0.0025 200 50 0.1 +7 2724.24738482 2730.69149588 0.0025 200 50 0.1 +8 2721.01965678 2727.7018142 0.0025 200 50 0.1 +9 2716.97450122 2721.45934055 0.0025 200 50 0.1 +10 2713.31408298 2727.73104806 0.0025 200 50 0.1 +11 2710.54065742 2719.11306045 0.0025 200 50 0.1 +12 2707.97047457 2712.21695886 0.0025 200 50 0.1 +13 2706.87045867 2710.32104679 0.0025 200 50 0.1 +14 2704.10722613 2708.59964018 0.0025 200 50 0.1 +15 2702.07575349 2707.1116731 0.0025 200 50 0.1 +16 2700.36335673 2702.71291583 0.0025 200 50 0.1 +17 2698.23223215 2704.46097531 0.0025 200 50 0.1 +18 2696.85955139 2701.96351615 0.0025 200 50 0.1 +19 2694.89936771 2701.21684309 0.0025 200 50 0.1 +20 2694.91420411 2701.44587034 0.0025 200 50 0.1 +21 2693.40021804 2696.25426756 0.0025 200 50 0.1 +22 2692.46545494 2697.98228603 0.0025 200 50 0.1 +23 2691.69925587 2695.48337276 0.0025 200 50 0.1 +24 2690.01813869 2694.97722443 0.0025 200 50 0.1 +25 2690.29591418 2694.79456337 0.0025 200 50 0.1 +26 2687.63990928 2692.06678576 0.0025 200 50 0.1 +27 2687.18028155 2690.18883741 0.0025 200 50 0.1 +28 2686.67345905 2693.95701164 0.0025 200 50 0.1 +29 2685.93648912 2696.59125071 0.0025 200 50 0.1 +30 2686.59387175 2694.22719129 0.0025 200 50 0.1 +31 2683.49631055 2689.57995582 0.0025 200 50 0.1 +32 2684.10053368 2687.61172818 0.0025 200 50 0.1 +33 2683.21550101 2689.26677101 0.0025 200 50 0.1 +34 2682.35051417 2688.24775885 0.0025 200 50 0.1 +35 2682.20231129 2687.92469452 0.0025 200 50 0.1 +36 2681.0824246 2684.63891321 0.0025 200 50 0.1 +37 2681.90849828 2684.64316164 0.0025 200 50 0.1 +38 2679.81801691 2691.44517713 0.0025 200 50 0.1 +39 2680.88047806 2683.52305472 0.0025 200 50 0.1 +40 2680.25990369 2688.36077076 0.0025 200 50 0.1 +41 2679.65813753 2684.59451557 0.0025 200 50 0.1 +42 2678.64966619 2681.35544541 0.0025 200 50 0.1 +43 2678.9535162 2686.13363128 0.0025 200 50 0.1 +44 2678.59182559 2683.34444741 0.0025 200 50 0.1 +45 2677.90726752 2682.68775861 0.0025 200 50 0.1 +46 2675.86338899 2683.15613703 0.0025 200 50 0.1 +47 2677.34335714 2685.83297514 0.0025 200 50 0.1 +48 2676.57359269 2682.0453476 0.0025 200 50 0.1 +49 2675.63563538 2682.44526675 0.0025 200 50 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_200bs_50e_1k.tsv b/param_sweep/paramsweep_0.0025lr_200bs_50e_1k.tsv new file mode 100644 index 0000000..637e376 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_200bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2968.67644185 4388.99147515 0.0025 200 50 1.0 +1 2800.96361428 2898.38426287 0.0025 200 50 1.0 +2 2769.80602852 2785.49950658 0.0025 200 50 1.0 +3 2753.0305708 2767.44170734 0.0025 200 50 1.0 +4 2743.35311011 2754.83006692 0.0025 200 50 1.0 +5 2735.626798 2742.33308764 0.0025 200 50 1.0 +6 2729.62331052 2739.86750773 0.0025 200 50 1.0 +7 2724.16818628 2729.79886594 0.0025 200 50 1.0 +8 2721.47800755 2727.16380622 0.0025 200 50 1.0 +9 2717.06503963 2721.08841812 0.0025 200 50 1.0 +10 2713.16686541 2729.83852268 0.0025 200 50 1.0 +11 2710.48018026 2719.23018213 0.0025 200 50 1.0 +12 2707.91344381 2713.38269907 0.0025 200 50 1.0 +13 2706.76648166 2712.17147915 0.0025 200 50 1.0 +14 2704.07081593 2707.92534152 0.0025 200 50 1.0 +15 2702.08400336 2706.50294836 0.0025 200 50 1.0 +16 2700.34674749 2704.1416095 0.0025 200 50 1.0 +17 2698.02418014 2704.47024892 0.0025 200 50 1.0 +18 2696.92417588 2703.357617 0.0025 200 50 1.0 +19 2695.25079877 2699.0246582 0.0025 200 50 1.0 +20 2694.97551482 2698.73757544 0.0025 200 50 1.0 +21 2693.2393128 2699.04597733 0.0025 200 50 1.0 +22 2692.43075098 2698.34508414 0.0025 200 50 1.0 +23 2691.66481271 2696.88801554 0.0025 200 50 1.0 +24 2689.98755129 2695.53995597 0.0025 200 50 1.0 +25 2690.42527645 2692.49473207 0.0025 200 50 1.0 +26 2687.80094714 2692.95591231 0.0025 200 50 1.0 +27 2687.20973194 2689.58258162 0.0025 200 50 1.0 +28 2686.63865468 2695.63517688 0.0025 200 50 1.0 +29 2686.14332077 2696.88915082 0.0025 200 50 1.0 +30 2686.62551155 2692.4898656 0.0025 200 50 1.0 +31 2683.50351891 2690.35065783 0.0025 200 50 1.0 +32 2683.75249196 2688.24630521 0.0025 200 50 1.0 +33 2683.13103712 2689.87332649 0.0025 200 50 1.0 +34 2682.4262935 2689.47759788 0.0025 200 50 1.0 +35 2682.23113656 2687.15665005 0.0025 200 50 1.0 +36 2681.17016778 2685.36452669 0.0025 200 50 1.0 +37 2682.04736785 2683.69428832 0.0025 200 50 1.0 +38 2679.88002616 2688.03700854 0.0025 200 50 1.0 +39 2681.23282083 2685.00931469 0.0025 200 50 1.0 +40 2680.09489333 2685.92752758 0.0025 200 50 1.0 +41 2679.08122654 2683.36276636 0.0025 200 50 1.0 +42 2678.64883433 2681.86098362 0.0025 200 50 1.0 +43 2678.9030909 2684.59084599 0.0025 200 50 1.0 +44 2678.64105957 2682.35222397 0.0025 200 50 1.0 +45 2677.57455455 2682.46517378 0.0025 200 50 1.0 +46 2676.11239936 2683.74598778 0.0025 200 50 1.0 +47 2677.09871918 2683.62954531 0.0025 200 50 1.0 +48 2676.76676234 2682.51067217 0.0025 200 50 1.0 +49 2675.64711754 2682.68346771 0.0025 200 50 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_100e_0.01k.tsv new file mode 100644 index 0000000..a3b84aa --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.45298346 2788.91710982 0.0025 50 100 0.01 +1 2755.48763751 2754.13637751 0.0025 50 100 0.01 +2 2737.4532115 2738.2696993 0.0025 50 100 0.01 +3 2727.72494663 2732.03492005 0.0025 50 100 0.01 +4 2720.95966275 2722.1028747 0.0025 50 100 0.01 +5 2715.67416805 2718.04398079 0.0025 50 100 0.01 +6 2711.50962017 2709.96090342 0.0025 50 100 0.01 +7 2708.37723293 2710.90787683 0.0025 50 100 0.01 +8 2706.70990829 2708.13663426 0.0025 50 100 0.01 +9 2704.96784723 2702.98860802 0.0025 50 100 0.01 +10 2702.00132914 2702.79738615 0.0025 50 100 0.01 +11 2700.77828896 2708.33466451 0.0025 50 100 0.01 +12 2699.73812747 2700.22823134 0.0025 50 100 0.01 +13 2697.89887806 2712.38011342 0.0025 50 100 0.01 +14 2697.332948 2697.43085032 0.0025 50 100 0.01 +15 2696.48101788 2701.85367107 0.0025 50 100 0.01 +16 2695.37785496 2696.23746527 0.0025 50 100 0.01 +17 2694.5989897 2694.64594568 0.0025 50 100 0.01 +18 2694.0980183 2694.65992145 0.0025 50 100 0.01 +19 2693.43312487 2690.56267832 0.0025 50 100 0.01 +20 2692.58114041 2692.38140227 0.0025 50 100 0.01 +21 2692.25911944 2690.00489028 0.0025 50 100 0.01 +22 2691.39229168 2697.07065 0.0025 50 100 0.01 +23 2690.58794722 2691.62687237 0.0025 50 100 0.01 +24 2690.61348799 2690.71021628 0.0025 50 100 0.01 +25 2689.78177934 2690.29976781 0.0025 50 100 0.01 +26 2689.3913465 2690.41399388 0.0025 50 100 0.01 +27 2689.17393068 2698.82136842 0.0025 50 100 0.01 +28 2690.5756041 2690.7941143 0.0025 50 100 0.01 +29 2689.10699678 2691.49307537 0.0025 50 100 0.01 +30 2688.71810732 2694.6658219 0.0025 50 100 0.01 +31 2688.42730868 2689.85358285 0.0025 50 100 0.01 +32 2687.68267798 2685.16720178 0.0025 50 100 0.01 +33 2688.17992609 2686.8823849 0.0025 50 100 0.01 +34 2687.89254034 2686.25631545 0.0025 50 100 0.01 +35 2687.74696187 2688.41059645 0.0025 50 100 0.01 +36 2687.80604494 2684.70456184 0.0025 50 100 0.01 +37 2688.2511451 2683.12561058 0.0025 50 100 0.01 +38 2687.44882464 2686.34078717 0.0025 50 100 0.01 +39 2688.19466829 2685.40642879 0.0025 50 100 0.01 +40 2687.1069517 2685.15572998 0.0025 50 100 0.01 +41 2687.89643263 2689.42681756 0.0025 50 100 0.01 +42 2686.28160857 2683.02413865 0.0025 50 100 0.01 +43 2686.93482711 2686.29528085 0.0025 50 100 0.01 +44 2686.87806362 2686.52389124 0.0025 50 100 0.01 +45 2685.75338908 2686.47110318 0.0025 50 100 0.01 +46 2686.43474717 2686.50111941 0.0025 50 100 0.01 +47 2686.52307664 2684.88296748 0.0025 50 100 0.01 +48 2685.73722846 2684.73422609 0.0025 50 100 0.01 +49 2685.84608891 2687.05061413 0.0025 50 100 0.01 +50 2686.20345771 2686.88692928 0.0025 50 100 0.01 +51 2685.31104727 2687.64957044 0.0025 50 100 0.01 +52 2687.22838854 2690.13721497 0.0025 50 100 0.01 +53 2685.5562308 2686.81846907 0.0025 50 100 0.01 +54 2685.79054703 2687.34998656 0.0025 50 100 0.01 +55 2686.41142758 2683.92145394 0.0025 50 100 0.01 +56 2685.1452498 2685.14595968 0.0025 50 100 0.01 +57 2686.05712024 2692.83381959 0.0025 50 100 0.01 +58 2685.35827846 2688.98811927 0.0025 50 100 0.01 +59 2685.59327152 2684.42227552 0.0025 50 100 0.01 +60 2685.82194609 2687.22401373 0.0025 50 100 0.01 +61 2685.54546711 2684.56301302 0.0025 50 100 0.01 +62 2685.05958344 2684.70497543 0.0025 50 100 0.01 +63 2685.32220895 2682.20802042 0.0025 50 100 0.01 +64 2685.03164486 2686.96605465 0.0025 50 100 0.01 +65 2684.9682813 2682.74037862 0.0025 50 100 0.01 +66 2685.33021172 2684.04486119 0.0025 50 100 0.01 +67 2685.35712454 2684.09139822 0.0025 50 100 0.01 +68 2686.35557652 2682.5463279 0.0025 50 100 0.01 +69 2685.40283533 2685.33154344 0.0025 50 100 0.01 +70 2685.28751845 2686.6157698 0.0025 50 100 0.01 +71 2685.36451562 2683.35015367 0.0025 50 100 0.01 +72 2684.9225238 2682.45314367 0.0025 50 100 0.01 +73 2685.21665371 2682.70652943 0.0025 50 100 0.01 +74 2684.42231079 2684.93629937 0.0025 50 100 0.01 +75 2684.31831279 2681.19987181 0.0025 50 100 0.01 +76 2685.14272983 2683.18357228 0.0025 50 100 0.01 +77 2685.09424378 2683.11921391 0.0025 50 100 0.01 +78 2685.29992036 2683.70717269 0.0025 50 100 0.01 +79 2684.30717909 2684.81078308 0.0025 50 100 0.01 +80 2685.01578116 2681.14323586 0.0025 50 100 0.01 +81 2684.49389978 2684.76145594 0.0025 50 100 0.01 +82 2683.71911571 2685.67894668 0.0025 50 100 0.01 +83 2685.44747849 2685.67995451 0.0025 50 100 0.01 +84 2685.52059174 2683.92779039 0.0025 50 100 0.01 +85 2684.26230616 2683.11206988 0.0025 50 100 0.01 +86 2684.47420082 2682.82226142 0.0025 50 100 0.01 +87 2684.51597639 2682.08118679 0.0025 50 100 0.01 +88 2684.80195244 2686.82727074 0.0025 50 100 0.01 +89 2684.48337572 2682.69224604 0.0025 50 100 0.01 +90 2685.68047789 2683.94341306 0.0025 50 100 0.01 +91 2684.61370682 2684.83588708 0.0025 50 100 0.01 +92 2683.65344491 2684.70482698 0.0025 50 100 0.01 +93 2683.81191044 2682.60641637 0.0025 50 100 0.01 +94 2684.21018599 2683.75636399 0.0025 50 100 0.01 +95 2684.28441711 2683.30156035 0.0025 50 100 0.01 +96 2684.44719243 2681.74986743 0.0025 50 100 0.01 +97 2684.28071903 2681.67404566 0.0025 50 100 0.01 +98 2683.40144188 2682.7289983 0.0025 50 100 0.01 +99 2684.66220674 2682.6507356 0.0025 50 100 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_100e_0.05k.tsv new file mode 100644 index 0000000..b3425bb --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.79984603 2790.92988823 0.0025 50 100 0.05 +1 2755.37241179 2751.58407867 0.0025 50 100 0.05 +2 2737.4346857 2743.41941305 0.0025 50 100 0.05 +3 2727.77233717 2733.92066737 0.0025 50 100 0.05 +4 2720.85519328 2718.12362385 0.0025 50 100 0.05 +5 2715.60291776 2717.74852629 0.0025 50 100 0.05 +6 2711.1988878 2710.9616111 0.0025 50 100 0.05 +7 2708.21729366 2710.65616131 0.0025 50 100 0.05 +8 2706.47401361 2711.92321054 0.0025 50 100 0.05 +9 2704.78954007 2705.3698175 0.0025 50 100 0.05 +10 2701.87093616 2702.58568962 0.0025 50 100 0.05 +11 2700.65113793 2707.45806756 0.0025 50 100 0.05 +12 2699.6614274 2700.15650628 0.0025 50 100 0.05 +13 2697.72989477 2710.86423961 0.0025 50 100 0.05 +14 2697.18728649 2701.64165665 0.0025 50 100 0.05 +15 2696.04035383 2698.74119086 0.0025 50 100 0.05 +16 2695.18011462 2695.66651324 0.0025 50 100 0.05 +17 2694.38877002 2693.50945053 0.0025 50 100 0.05 +18 2693.82813218 2694.11638226 0.0025 50 100 0.05 +19 2693.17841778 2691.53554183 0.0025 50 100 0.05 +20 2692.38138599 2690.92583867 0.0025 50 100 0.05 +21 2692.04714863 2690.34272349 0.0025 50 100 0.05 +22 2691.25050836 2695.57474858 0.0025 50 100 0.05 +23 2690.37106735 2690.13283117 0.0025 50 100 0.05 +24 2690.29877739 2691.17429913 0.0025 50 100 0.05 +25 2689.70238498 2692.09996228 0.0025 50 100 0.05 +26 2689.18733183 2689.18653651 0.0025 50 100 0.05 +27 2688.89587238 2694.96128807 0.0025 50 100 0.05 +28 2690.27456517 2691.38043645 0.0025 50 100 0.05 +29 2688.89575468 2692.39383524 0.0025 50 100 0.05 +30 2688.56319253 2693.99719822 0.0025 50 100 0.05 +31 2688.28431033 2689.1181846 0.0025 50 100 0.05 +32 2687.41157674 2685.37376996 0.0025 50 100 0.05 +33 2687.90019335 2687.26111097 0.0025 50 100 0.05 +34 2687.78317286 2687.26483143 0.0025 50 100 0.05 +35 2687.67010086 2686.86704559 0.0025 50 100 0.05 +36 2687.81116401 2685.12516245 0.0025 50 100 0.05 +37 2687.950967 2684.91756823 0.0025 50 100 0.05 +38 2687.14388906 2686.92104735 0.0025 50 100 0.05 +39 2687.99012339 2685.60719967 0.0025 50 100 0.05 +40 2686.96591151 2686.73326306 0.0025 50 100 0.05 +41 2687.66100751 2691.05004276 0.0025 50 100 0.05 +42 2686.22972245 2684.33372483 0.0025 50 100 0.05 +43 2686.7864399 2686.18282212 0.0025 50 100 0.05 +44 2686.65181926 2687.62457194 0.0025 50 100 0.05 +45 2685.59458383 2685.46204103 0.0025 50 100 0.05 +46 2686.33339284 2685.69596136 0.0025 50 100 0.05 +47 2686.25138125 2683.23473257 0.0025 50 100 0.05 +48 2685.41698119 2684.07680533 0.0025 50 100 0.05 +49 2685.58692208 2684.4586282 0.0025 50 100 0.05 +50 2686.02128835 2685.36415231 0.0025 50 100 0.05 +51 2685.16542853 2684.33597951 0.0025 50 100 0.05 +52 2686.93373324 2689.48052944 0.0025 50 100 0.05 +53 2685.51110084 2685.62490477 0.0025 50 100 0.05 +54 2685.52802643 2685.51449112 0.0025 50 100 0.05 +55 2686.33390745 2684.9334159 0.0025 50 100 0.05 +56 2684.95940475 2686.68365957 0.0025 50 100 0.05 +57 2686.026108 2695.88926239 0.0025 50 100 0.05 +58 2685.26052274 2691.06646834 0.0025 50 100 0.05 +59 2685.34299714 2683.35426532 0.0025 50 100 0.05 +60 2685.73940918 2683.452478 0.0025 50 100 0.05 +61 2685.2718846 2684.99648447 0.0025 50 100 0.05 +62 2684.88460007 2684.74013308 0.0025 50 100 0.05 +63 2685.28292789 2680.96598836 0.0025 50 100 0.05 +64 2684.95408481 2685.28289316 0.0025 50 100 0.05 +65 2685.00608699 2682.97184167 0.0025 50 100 0.05 +66 2685.24092304 2683.31773572 0.0025 50 100 0.05 +67 2685.11036492 2685.75450563 0.0025 50 100 0.05 +68 2686.1789495 2681.49820839 0.0025 50 100 0.05 +69 2685.30212562 2686.11031842 0.0025 50 100 0.05 +70 2685.21950369 2686.18752007 0.0025 50 100 0.05 +71 2685.13552725 2683.74190742 0.0025 50 100 0.05 +72 2684.69404942 2684.96987221 0.0025 50 100 0.05 +73 2685.17875897 2686.00609931 0.0025 50 100 0.05 +74 2684.3085632 2684.82181469 0.0025 50 100 0.05 +75 2684.27571247 2681.60635475 0.0025 50 100 0.05 +76 2684.9134706 2683.98731916 0.0025 50 100 0.05 +77 2684.8339864 2684.09066953 0.0025 50 100 0.05 +78 2685.03462276 2683.79553619 0.0025 50 100 0.05 +79 2684.06222253 2684.19057393 0.0025 50 100 0.05 +80 2684.86950519 2680.19370528 0.0025 50 100 0.05 +81 2684.44553428 2685.0167388 0.0025 50 100 0.05 +82 2683.6037412 2687.42547642 0.0025 50 100 0.05 +83 2685.29150894 2687.11232103 0.0025 50 100 0.05 +84 2685.34980494 2683.65342628 0.0025 50 100 0.05 +85 2684.14004205 2682.59581049 0.0025 50 100 0.05 +86 2684.28301459 2683.5514007 0.0025 50 100 0.05 +87 2684.3394208 2681.28702021 0.0025 50 100 0.05 +88 2684.49330944 2685.63588036 0.0025 50 100 0.05 +89 2684.46498186 2681.07368192 0.0025 50 100 0.05 +90 2685.56470448 2682.46804559 0.0025 50 100 0.05 +91 2684.36647108 2683.66329693 0.0025 50 100 0.05 +92 2683.54488894 2682.61444547 0.0025 50 100 0.05 +93 2683.61189183 2682.26878249 0.0025 50 100 0.05 +94 2683.94880584 2682.75178367 0.0025 50 100 0.05 +95 2684.09207875 2682.16267655 0.0025 50 100 0.05 +96 2684.35780854 2681.85887225 0.0025 50 100 0.05 +97 2684.19826649 2681.28325447 0.0025 50 100 0.05 +98 2683.5407927 2680.80844064 0.0025 50 100 0.05 +99 2684.29970011 2681.2623368 0.0025 50 100 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_100e_0.1k.tsv new file mode 100644 index 0000000..3b844a8 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.6370406 2788.52840574 0.0025 50 100 0.1 +1 2755.294298 2752.28985421 0.0025 50 100 0.1 +2 2737.25278105 2741.94455534 0.0025 50 100 0.1 +3 2727.56966367 2732.93227455 0.0025 50 100 0.1 +4 2720.73642894 2721.41532288 0.0025 50 100 0.1 +5 2715.53901052 2716.3933801 0.0025 50 100 0.1 +6 2711.19799688 2710.58073399 0.0025 50 100 0.1 +7 2708.27444913 2709.5890259 0.0025 50 100 0.1 +8 2706.52470032 2709.71200089 0.0025 50 100 0.1 +9 2704.8869729 2705.19527516 0.0025 50 100 0.1 +10 2701.85111948 2702.06825994 0.0025 50 100 0.1 +11 2700.57825769 2704.9028227 0.0025 50 100 0.1 +12 2699.81595532 2698.46566346 0.0025 50 100 0.1 +13 2697.92423969 2707.40632236 0.0025 50 100 0.1 +14 2697.32261268 2699.53023656 0.0025 50 100 0.1 +15 2696.13803334 2699.32998616 0.0025 50 100 0.1 +16 2695.16221748 2695.5551179 0.0025 50 100 0.1 +17 2694.36525486 2693.67522108 0.0025 50 100 0.1 +18 2694.00402473 2693.65672474 0.0025 50 100 0.1 +19 2693.2673607 2690.81481257 0.0025 50 100 0.1 +20 2692.4229545 2693.55302753 0.0025 50 100 0.1 +21 2692.08671801 2692.8194419 0.0025 50 100 0.1 +22 2691.38828449 2697.20612658 0.0025 50 100 0.1 +23 2690.4709925 2690.88455696 0.0025 50 100 0.1 +24 2690.53792951 2689.84325285 0.0025 50 100 0.1 +25 2689.78030212 2689.00721965 0.0025 50 100 0.1 +26 2689.41101605 2688.27431557 0.0025 50 100 0.1 +27 2688.95846256 2695.28737966 0.0025 50 100 0.1 +28 2690.33848338 2690.03646378 0.0025 50 100 0.1 +29 2688.98164819 2692.00002427 0.0025 50 100 0.1 +30 2688.62065687 2692.02037477 0.0025 50 100 0.1 +31 2688.419316 2688.90246792 0.0025 50 100 0.1 +32 2687.53210347 2685.76470445 0.0025 50 100 0.1 +33 2688.05898638 2686.47275288 0.0025 50 100 0.1 +34 2687.71725115 2685.8733391 0.0025 50 100 0.1 +35 2687.68554794 2688.21557384 0.0025 50 100 0.1 +36 2687.58954662 2687.3952366 0.0025 50 100 0.1 +37 2688.07862545 2683.26898648 0.0025 50 100 0.1 +38 2687.3028839 2686.53798651 0.0025 50 100 0.1 +39 2688.26440645 2685.03380624 0.0025 50 100 0.1 +40 2687.06740828 2685.58190148 0.0025 50 100 0.1 +41 2687.86876545 2686.20729173 0.0025 50 100 0.1 +42 2686.33203441 2683.22838959 0.0025 50 100 0.1 +43 2686.7214542 2686.79078549 0.0025 50 100 0.1 +44 2686.82271352 2685.73717865 0.0025 50 100 0.1 +45 2685.76944348 2685.60118158 0.0025 50 100 0.1 +46 2686.2966458 2685.07854793 0.0025 50 100 0.1 +47 2686.16907966 2683.61340495 0.0025 50 100 0.1 +48 2685.48365189 2685.43511928 0.0025 50 100 0.1 +49 2685.75339089 2685.38438518 0.0025 50 100 0.1 +50 2686.05234764 2685.11948513 0.0025 50 100 0.1 +51 2685.18581895 2683.37559518 0.0025 50 100 0.1 +52 2687.14835899 2688.27404388 0.0025 50 100 0.1 +53 2685.57832357 2688.31117987 0.0025 50 100 0.1 +54 2685.6302508 2685.77351826 0.0025 50 100 0.1 +55 2686.38183456 2684.29814472 0.0025 50 100 0.1 +56 2685.10062868 2684.16861201 0.0025 50 100 0.1 +57 2685.89857756 2690.36110919 0.0025 50 100 0.1 +58 2685.17245302 2692.32998056 0.0025 50 100 0.1 +59 2685.59605776 2682.877848 0.0025 50 100 0.1 +60 2685.8781863 2687.33670026 0.0025 50 100 0.1 +61 2685.5000451 2683.38146903 0.0025 50 100 0.1 +62 2684.73175059 2688.2354594 0.0025 50 100 0.1 +63 2685.35772279 2681.5223517 0.0025 50 100 0.1 +64 2684.979525 2686.4961367 0.0025 50 100 0.1 +65 2684.87161987 2683.38153998 0.0025 50 100 0.1 +66 2685.13103113 2682.56542315 0.0025 50 100 0.1 +67 2685.41307292 2685.38025252 0.0025 50 100 0.1 +68 2686.29979068 2681.70417392 0.0025 50 100 0.1 +69 2685.3120832 2685.01613149 0.0025 50 100 0.1 +70 2685.21884882 2687.53933605 0.0025 50 100 0.1 +71 2685.1801237 2684.25231163 0.0025 50 100 0.1 +72 2684.80367323 2682.98428631 0.0025 50 100 0.1 +73 2685.22945116 2684.76679669 0.0025 50 100 0.1 +74 2684.31250726 2686.09801382 0.0025 50 100 0.1 +75 2684.20809766 2681.83413469 0.0025 50 100 0.1 +76 2685.15564526 2683.34566951 0.0025 50 100 0.1 +77 2685.00557293 2683.0154985 0.0025 50 100 0.1 +78 2685.26699144 2683.42576118 0.0025 50 100 0.1 +79 2684.29901676 2684.69829727 0.0025 50 100 0.1 +80 2684.86724287 2682.2444828 0.0025 50 100 0.1 +81 2684.48667689 2684.30395228 0.0025 50 100 0.1 +82 2683.74306722 2687.32072049 0.0025 50 100 0.1 +83 2685.48643706 2689.28612441 0.0025 50 100 0.1 +84 2685.47467821 2684.2386785 0.0025 50 100 0.1 +85 2684.13714989 2684.05365305 0.0025 50 100 0.1 +86 2684.54301471 2684.53159544 0.0025 50 100 0.1 +87 2684.24761822 2683.15935334 0.0025 50 100 0.1 +88 2684.75184313 2686.04911848 0.0025 50 100 0.1 +89 2684.34265434 2682.11647889 0.0025 50 100 0.1 +90 2685.75361226 2682.77350612 0.0025 50 100 0.1 +91 2684.32890444 2684.30517251 0.0025 50 100 0.1 +92 2683.64146093 2682.6205938 0.0025 50 100 0.1 +93 2683.76971893 2684.57370619 0.0025 50 100 0.1 +94 2684.13783783 2684.6612019 0.0025 50 100 0.1 +95 2684.32499143 2682.24721269 0.0025 50 100 0.1 +96 2684.46272328 2681.99914761 0.0025 50 100 0.1 +97 2684.30018168 2681.23241487 0.0025 50 100 0.1 +98 2683.50751755 2682.05304294 0.0025 50 100 0.1 +99 2684.49582217 2682.06202899 0.0025 50 100 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_100e_1k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_100e_1k.tsv new file mode 100644 index 0000000..893d263 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.62923538 2788.1362076 0.0025 50 100 1.0 +1 2755.56860899 2751.25953269 0.0025 50 100 1.0 +2 2737.36142808 2746.54298182 0.0025 50 100 1.0 +3 2727.62247783 2731.86974934 0.0025 50 100 1.0 +4 2720.71273534 2720.94936066 0.0025 50 100 1.0 +5 2715.36526156 2717.71405484 0.0025 50 100 1.0 +6 2711.12012448 2710.18529947 0.0025 50 100 1.0 +7 2708.09805588 2706.93144363 0.0025 50 100 1.0 +8 2706.45297218 2709.70214844 0.0025 50 100 1.0 +9 2704.7672159 2704.76801272 0.0025 50 100 1.0 +10 2701.83320249 2703.69425238 0.0025 50 100 1.0 +11 2700.60724864 2708.00015778 0.0025 50 100 1.0 +12 2699.59685341 2703.55102212 0.0025 50 100 1.0 +13 2697.83806264 2713.75772101 0.0025 50 100 1.0 +14 2697.38080167 2698.90980848 0.0025 50 100 1.0 +15 2696.24299791 2697.74040989 0.0025 50 100 1.0 +16 2695.16214929 2695.92102774 0.0025 50 100 1.0 +17 2694.39498747 2694.05099038 0.0025 50 100 1.0 +18 2693.98039576 2694.73417847 0.0025 50 100 1.0 +19 2693.22248688 2691.89446076 0.0025 50 100 1.0 +20 2692.35934777 2691.42478788 0.0025 50 100 1.0 +21 2692.16442224 2690.23702227 0.0025 50 100 1.0 +22 2691.25974495 2700.95513694 0.0025 50 100 1.0 +23 2690.51653882 2694.02323724 0.0025 50 100 1.0 +24 2690.54677434 2692.12292504 0.0025 50 100 1.0 +25 2689.85505392 2691.28296319 0.0025 50 100 1.0 +26 2689.27314675 2687.72518775 0.0025 50 100 1.0 +27 2689.08356496 2695.78635501 0.0025 50 100 1.0 +28 2690.47716348 2692.14998964 0.0025 50 100 1.0 +29 2689.01628026 2691.91655479 0.0025 50 100 1.0 +30 2688.7036227 2696.30719846 0.0025 50 100 1.0 +31 2688.36809447 2689.43060384 0.0025 50 100 1.0 +32 2687.60442797 2685.80163271 0.0025 50 100 1.0 +33 2688.03332194 2687.23481053 0.0025 50 100 1.0 +34 2687.86606406 2686.81592964 0.0025 50 100 1.0 +35 2687.58402486 2684.58077227 0.0025 50 100 1.0 +36 2687.78016253 2686.21087635 0.0025 50 100 1.0 +37 2688.22089967 2682.84228702 0.0025 50 100 1.0 +38 2687.37862795 2686.06544463 0.0025 50 100 1.0 +39 2688.37076947 2684.3697078 0.0025 50 100 1.0 +40 2687.2374194 2685.59972561 0.0025 50 100 1.0 +41 2687.70807711 2689.2633255 0.0025 50 100 1.0 +42 2686.22216937 2683.30058986 0.0025 50 100 1.0 +43 2686.89074851 2685.78920441 0.0025 50 100 1.0 +44 2687.02847222 2689.18027334 0.0025 50 100 1.0 +45 2685.65430489 2686.21073304 0.0025 50 100 1.0 +46 2686.50405188 2685.69026677 0.0025 50 100 1.0 +47 2686.36736244 2685.74965176 0.0025 50 100 1.0 +48 2685.60004581 2685.21299659 0.0025 50 100 1.0 +49 2685.70156251 2686.74354171 0.0025 50 100 1.0 +50 2686.29769083 2684.92041576 0.0025 50 100 1.0 +51 2685.37425596 2684.03348181 0.0025 50 100 1.0 +52 2687.23175507 2687.48647797 0.0025 50 100 1.0 +53 2685.64823522 2688.37677807 0.0025 50 100 1.0 +54 2685.66365374 2687.36434044 0.0025 50 100 1.0 +55 2686.34402897 2684.2276511 0.0025 50 100 1.0 +56 2685.15607861 2687.44419963 0.0025 50 100 1.0 +57 2686.14232773 2690.36681312 0.0025 50 100 1.0 +58 2685.33363773 2690.95998755 0.0025 50 100 1.0 +59 2685.59176502 2685.30416654 0.0025 50 100 1.0 +60 2685.93151922 2685.50463774 0.0025 50 100 1.0 +61 2685.46864094 2685.26314952 0.0025 50 100 1.0 +62 2684.98710324 2686.60784294 0.0025 50 100 1.0 +63 2685.5167721 2681.58805447 0.0025 50 100 1.0 +64 2685.2853848 2686.64067962 0.0025 50 100 1.0 +65 2685.13047305 2682.94905957 0.0025 50 100 1.0 +66 2685.38748396 2683.25158808 0.0025 50 100 1.0 +67 2685.36060621 2685.63628835 0.0025 50 100 1.0 +68 2686.41217328 2682.20804983 0.0025 50 100 1.0 +69 2685.31835657 2685.54337161 0.0025 50 100 1.0 +70 2685.34984192 2686.16925667 0.0025 50 100 1.0 +71 2685.31100069 2684.22216937 0.0025 50 100 1.0 +72 2685.00369331 2681.86680192 0.0025 50 100 1.0 +73 2685.33973583 2683.53825632 0.0025 50 100 1.0 +74 2684.51824218 2684.42332537 0.0025 50 100 1.0 +75 2684.42544592 2681.13767524 0.0025 50 100 1.0 +76 2685.26942309 2683.9079039 0.0025 50 100 1.0 +77 2685.20542137 2684.01128368 0.0025 50 100 1.0 +78 2685.44142874 2684.25732422 0.0025 50 100 1.0 +79 2684.38117749 2683.97472374 0.0025 50 100 1.0 +80 2685.07760072 2683.45973874 0.0025 50 100 1.0 +81 2684.66507237 2685.0786861 0.0025 50 100 1.0 +82 2683.87325963 2688.27151098 0.0025 50 100 1.0 +83 2685.50060497 2688.69518273 0.0025 50 100 1.0 +84 2685.5934889 2682.1821023 0.0025 50 100 1.0 +85 2684.31218845 2683.53020902 0.0025 50 100 1.0 +86 2684.60669635 2685.33953146 0.0025 50 100 1.0 +87 2684.3479526 2681.6405223 0.0025 50 100 1.0 +88 2684.84949007 2688.28233019 0.0025 50 100 1.0 +89 2684.5290517 2683.19696453 0.0025 50 100 1.0 +90 2685.80665875 2681.88514561 0.0025 50 100 1.0 +91 2684.48407312 2682.83504076 0.0025 50 100 1.0 +92 2683.80731749 2683.82762878 0.0025 50 100 1.0 +93 2683.78899698 2683.23421535 0.0025 50 100 1.0 +94 2684.19807544 2682.32694491 0.0025 50 100 1.0 +95 2684.16765484 2683.36805483 0.0025 50 100 1.0 +96 2684.63103593 2682.06352651 0.0025 50 100 1.0 +97 2684.35093175 2681.29954561 0.0025 50 100 1.0 +98 2683.61158137 2681.65378525 0.0025 50 100 1.0 +99 2684.57114945 2682.1667121 0.0025 50 100 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_10e_0.01k.tsv new file mode 100644 index 0000000..84d7a75 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.88320959 2792.39951303 0.0025 50 10 0.01 +1 2755.44281069 2750.97532593 0.0025 50 10 0.01 +2 2737.47755514 2741.02552507 0.0025 50 10 0.01 +3 2727.7966347 2731.06608229 0.0025 50 10 0.01 +4 2720.87109837 2722.48604057 0.0025 50 10 0.01 +5 2715.59508511 2717.57504267 0.0025 50 10 0.01 +6 2711.15018106 2711.32367772 0.0025 50 10 0.01 +7 2708.29555073 2711.02383849 0.0025 50 10 0.01 +8 2706.46853657 2711.17955679 0.0025 50 10 0.01 +9 2704.83440452 2705.2910441 0.0025 50 10 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_10e_0.05k.tsv new file mode 100644 index 0000000..247f167 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2849.65660585 2787.4300138 0.0025 50 10 0.05 +1 2755.59524856 2755.77827643 0.0025 50 10 0.05 +2 2737.14876736 2747.85703909 0.0025 50 10 0.05 +3 2727.45888255 2727.8770815 0.0025 50 10 0.05 +4 2720.37129261 2719.3943758 0.0025 50 10 0.05 +5 2715.3244348 2715.34686034 0.0025 50 10 0.05 +6 2711.15925164 2710.21048656 0.0025 50 10 0.05 +7 2708.24400513 2709.57429904 0.0025 50 10 0.05 +8 2706.460059 2709.22574559 0.0025 50 10 0.05 +9 2704.73984528 2703.14165711 0.0025 50 10 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_10e_0.1k.tsv new file mode 100644 index 0000000..0f91c50 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.59974803 2792.35697794 0.0025 50 10 0.1 +1 2755.50386195 2752.26434268 0.0025 50 10 0.1 +2 2737.52349116 2740.86363416 0.0025 50 10 0.1 +3 2727.77043566 2732.21553229 0.0025 50 10 0.1 +4 2721.07653802 2719.22757967 0.0025 50 10 0.1 +5 2715.69651533 2714.15677656 0.0025 50 10 0.1 +6 2711.28637742 2712.36802822 0.0025 50 10 0.1 +7 2708.30561686 2708.16347339 0.0025 50 10 0.1 +8 2706.48692166 2710.1716542 0.0025 50 10 0.1 +9 2704.87031833 2704.17831742 0.0025 50 10 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_10e_1k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_10e_1k.tsv new file mode 100644 index 0000000..7b94749 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.58480988 2788.34355487 0.0025 50 10 1.0 +1 2755.571578 2753.27736149 0.0025 50 10 1.0 +2 2737.51565981 2739.59108546 0.0025 50 10 1.0 +3 2727.78611863 2731.74322428 0.0025 50 10 1.0 +4 2720.91884468 2721.01061195 0.0025 50 10 1.0 +5 2715.69192877 2716.17425946 0.0025 50 10 1.0 +6 2711.43137535 2711.89012225 0.0025 50 10 1.0 +7 2708.39663483 2712.45007954 0.0025 50 10 1.0 +8 2706.60249398 2707.20317728 0.0025 50 10 1.0 +9 2704.87948676 2703.28376423 0.0025 50 10 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_25e_0.01k.tsv new file mode 100644 index 0000000..5131d84 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.64471882 2787.52462879 0.0025 50 25 0.01 +1 2755.5557619 2751.9673127 0.0025 50 25 0.01 +2 2737.39716868 2744.30876227 0.0025 50 25 0.01 +3 2727.67729898 2733.69385699 0.0025 50 25 0.01 +4 2720.8102526 2721.68777028 0.0025 50 25 0.01 +5 2715.47267684 2715.46573815 0.0025 50 25 0.01 +6 2711.21639979 2711.15687926 0.0025 50 25 0.01 +7 2708.23605066 2707.9964812 0.0025 50 25 0.01 +8 2706.4473377 2708.11578381 0.0025 50 25 0.01 +9 2704.86721798 2704.77404295 0.0025 50 25 0.01 +10 2701.89707705 2702.81815211 0.0025 50 25 0.01 +11 2700.65938622 2709.29415398 0.0025 50 25 0.01 +12 2699.68910207 2704.55899334 0.0025 50 25 0.01 +13 2698.00384182 2708.94999318 0.0025 50 25 0.01 +14 2697.40233133 2699.04976734 0.0025 50 25 0.01 +15 2696.41901168 2697.91320684 0.0025 50 25 0.01 +16 2695.36447851 2696.48741672 0.0025 50 25 0.01 +17 2694.62245679 2696.12959713 0.0025 50 25 0.01 +18 2694.05692123 2697.39816955 0.0025 50 25 0.01 +19 2693.41053915 2692.39203476 0.0025 50 25 0.01 +20 2692.42557301 2690.43758029 0.0025 50 25 0.01 +21 2692.34252969 2689.48061299 0.0025 50 25 0.01 +22 2691.39254679 2695.91495877 0.0025 50 25 0.01 +23 2690.64404434 2693.71940773 0.0025 50 25 0.01 +24 2690.53302528 2692.28930711 0.0025 50 25 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_25e_0.05k.tsv new file mode 100644 index 0000000..d25a13f --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.70594775 2791.38748011 0.0025 50 25 0.05 +1 2755.48862369 2750.50168891 0.0025 50 25 0.05 +2 2737.35372278 2741.49592943 0.0025 50 25 0.05 +3 2727.72218122 2734.12208338 0.0025 50 25 0.05 +4 2720.82919724 2721.8373622 0.0025 50 25 0.05 +5 2715.50545323 2717.03075378 0.0025 50 25 0.05 +6 2711.24140136 2709.77206135 0.0025 50 25 0.05 +7 2708.30334375 2713.03664817 0.0025 50 25 0.05 +8 2706.55673755 2712.00570393 0.0025 50 25 0.05 +9 2704.83544792 2705.02936083 0.0025 50 25 0.05 +10 2701.87570584 2703.48598362 0.0025 50 25 0.05 +11 2700.59180027 2709.95295275 0.0025 50 25 0.05 +12 2699.5971784 2699.87708196 0.0025 50 25 0.05 +13 2697.97126551 2708.11689248 0.0025 50 25 0.05 +14 2697.31327592 2702.20145663 0.0025 50 25 0.05 +15 2696.13615281 2697.68142823 0.0025 50 25 0.05 +16 2695.11105997 2692.95033769 0.0025 50 25 0.05 +17 2694.36358071 2695.03538032 0.0025 50 25 0.05 +18 2693.95901716 2694.6273065 0.0025 50 25 0.05 +19 2693.28496634 2694.19930791 0.0025 50 25 0.05 +20 2692.46256224 2690.3438681 0.0025 50 25 0.05 +21 2692.17728661 2691.27094381 0.0025 50 25 0.05 +22 2691.29426869 2696.61655731 0.0025 50 25 0.05 +23 2690.43848424 2691.65581727 0.0025 50 25 0.05 +24 2690.45578925 2690.87986601 0.0025 50 25 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_25e_0.1k.tsv new file mode 100644 index 0000000..dcb7b6b --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.55310088 2790.11589864 0.0025 50 25 0.1 +1 2755.58795783 2752.88125803 0.0025 50 25 0.1 +2 2737.44514801 2739.97322762 0.0025 50 25 0.1 +3 2727.65882711 2734.47986703 0.0025 50 25 0.1 +4 2720.86605636 2724.1395098 0.0025 50 25 0.1 +5 2715.58759648 2716.42361853 0.0025 50 25 0.1 +6 2711.32428826 2711.41877726 0.0025 50 25 0.1 +7 2708.23648546 2708.23068722 0.0025 50 25 0.1 +8 2706.5215752 2707.25978523 0.0025 50 25 0.1 +9 2704.84968244 2702.65678683 0.0025 50 25 0.1 +10 2701.78988707 2703.68943865 0.0025 50 25 0.1 +11 2700.63517949 2707.45395592 0.0025 50 25 0.1 +12 2699.65678245 2698.43832345 0.0025 50 25 0.1 +13 2697.73597671 2707.26555825 0.0025 50 25 0.1 +14 2697.24757836 2699.59409964 0.0025 50 25 0.1 +15 2696.33798086 2701.09443154 0.0025 50 25 0.1 +16 2695.25088387 2695.07136702 0.0025 50 25 0.1 +17 2694.53089685 2695.75667956 0.0025 50 25 0.1 +18 2693.88209707 2695.37226731 0.0025 50 25 0.1 +19 2693.31993611 2691.43108326 0.0025 50 25 0.1 +20 2692.40941807 2691.02615852 0.0025 50 25 0.1 +21 2692.14374587 2688.55791875 0.0025 50 25 0.1 +22 2691.29425004 2700.97848388 0.0025 50 25 0.1 +23 2690.43633418 2691.25523152 0.0025 50 25 0.1 +24 2690.47128779 2690.90726484 0.0025 50 25 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_25e_1k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_25e_1k.tsv new file mode 100644 index 0000000..49dcdac --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.40182881 2790.81560007 0.0025 50 25 1.0 +1 2755.47899086 2750.94958099 0.0025 50 25 1.0 +2 2737.50390329 2743.11667074 0.0025 50 25 1.0 +3 2727.81250612 2732.26578652 0.0025 50 25 1.0 +4 2721.03335351 2722.36901925 0.0025 50 25 1.0 +5 2715.65873464 2713.90884265 0.0025 50 25 1.0 +6 2711.30907288 2711.85468965 0.0025 50 25 1.0 +7 2708.29627838 2708.31355779 0.0025 50 25 1.0 +8 2706.53142977 2708.12058306 0.0025 50 25 1.0 +9 2704.89022597 2704.44752004 0.0025 50 25 1.0 +10 2701.91688567 2702.65116693 0.0025 50 25 1.0 +11 2700.6889927 2708.55458153 0.0025 50 25 1.0 +12 2699.74059492 2701.61079876 0.0025 50 25 1.0 +13 2697.86115941 2712.17956706 0.0025 50 25 1.0 +14 2697.42527193 2697.82065047 0.0025 50 25 1.0 +15 2696.21900293 2700.42300328 0.0025 50 25 1.0 +16 2695.34596109 2697.36727526 0.0025 50 25 1.0 +17 2694.56430661 2695.20901098 0.0025 50 25 1.0 +18 2694.05629121 2695.65722656 0.0025 50 25 1.0 +19 2693.37871829 2692.5942042 0.0025 50 25 1.0 +20 2692.48687826 2691.51321347 0.0025 50 25 1.0 +21 2692.20537287 2690.77051948 0.0025 50 25 1.0 +22 2691.4829475 2698.95218718 0.0025 50 25 1.0 +23 2690.51711863 2691.56385094 0.0025 50 25 1.0 +24 2690.48773892 2692.88131171 0.0025 50 25 1.0 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_50e_0.01k.tsv new file mode 100644 index 0000000..e17272d --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.71312504 2789.75754829 0.0025 50 50 0.01 +1 2755.51507416 2752.8703688 0.0025 50 50 0.01 +2 2737.4020419 2742.89549894 0.0025 50 50 0.01 +3 2727.7896047 2734.78422077 0.0025 50 50 0.01 +4 2720.93438554 2718.91628637 0.0025 50 50 0.01 +5 2715.65539869 2716.72850349 0.0025 50 50 0.01 +6 2711.26734815 2710.65136345 0.0025 50 50 0.01 +7 2708.39123832 2711.09802783 0.0025 50 50 0.01 +8 2706.58813998 2710.54510066 0.0025 50 50 0.01 +9 2704.83214376 2705.96759418 0.0025 50 50 0.01 +10 2701.99017086 2702.25369712 0.0025 50 50 0.01 +11 2700.67118771 2707.47087911 0.0025 50 50 0.01 +12 2699.68278567 2701.97856791 0.0025 50 50 0.01 +13 2697.87146418 2710.93658459 0.0025 50 50 0.01 +14 2697.32252009 2700.68123123 0.0025 50 50 0.01 +15 2696.11109091 2696.40289272 0.0025 50 50 0.01 +16 2695.20280528 2694.53494152 0.0025 50 50 0.01 +17 2694.44796731 2698.7863228 0.0025 50 50 0.01 +18 2693.95478193 2693.50252123 0.0025 50 50 0.01 +19 2693.34535996 2692.66763265 0.0025 50 50 0.01 +20 2692.52344606 2691.87488703 0.0025 50 50 0.01 +21 2692.1244282 2690.51910459 0.0025 50 50 0.01 +22 2691.42789635 2697.20514861 0.0025 50 50 0.01 +23 2690.37208082 2693.07161956 0.0025 50 50 0.01 +24 2690.37212185 2693.29865867 0.0025 50 50 0.01 +25 2689.7525936 2693.38418865 0.0025 50 50 0.01 +26 2689.25911693 2689.19606873 0.0025 50 50 0.01 +27 2688.99765549 2695.03014787 0.0025 50 50 0.01 +28 2690.45509182 2691.45020745 0.0025 50 50 0.01 +29 2688.9899263 2691.53316905 0.0025 50 50 0.01 +30 2688.51920331 2695.29763683 0.0025 50 50 0.01 +31 2688.40554694 2689.15466052 0.0025 50 50 0.01 +32 2687.43558368 2686.01448832 0.0025 50 50 0.01 +33 2687.96092692 2689.2565031 0.0025 50 50 0.01 +34 2687.8404531 2685.70523871 0.0025 50 50 0.01 +35 2687.66265202 2686.02228075 0.0025 50 50 0.01 +36 2687.63566827 2686.15179152 0.0025 50 50 0.01 +37 2687.92749501 2683.06409042 0.0025 50 50 0.01 +38 2687.29187368 2686.55307935 0.0025 50 50 0.01 +39 2688.07552188 2685.19644311 0.0025 50 50 0.01 +40 2687.23053616 2686.77191477 0.0025 50 50 0.01 +41 2687.74701885 2689.43264053 0.0025 50 50 0.01 +42 2686.15483428 2683.15058622 0.0025 50 50 0.01 +43 2686.76826 2685.48225803 0.0025 50 50 0.01 +44 2686.79297137 2688.29003626 0.0025 50 50 0.01 +45 2685.63258618 2686.98211938 0.0025 50 50 0.01 +46 2686.35370374 2686.02382635 0.0025 50 50 0.01 +47 2686.41504303 2684.14009844 0.0025 50 50 0.01 +48 2685.46903758 2684.74869387 0.0025 50 50 0.01 +49 2685.649373 2685.09316229 0.0025 50 50 0.01 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_50e_0.05k.tsv new file mode 100644 index 0000000..6c7bcf9 --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.84630127 2790.13388429 0.0025 50 50 0.05 +1 2755.33678454 2752.78162345 0.0025 50 50 0.05 +2 2737.19266446 2741.37115677 0.0025 50 50 0.05 +3 2727.50436634 2731.46403337 0.0025 50 50 0.05 +4 2720.74357088 2720.88942997 0.0025 50 50 0.05 +5 2715.56055289 2716.66313635 0.0025 50 50 0.05 +6 2711.29969137 2709.32591746 0.0025 50 50 0.05 +7 2708.29500863 2708.04067672 0.0025 50 50 0.05 +8 2706.60759399 2709.36513448 0.0025 50 50 0.05 +9 2704.81206948 2705.1787917 0.0025 50 50 0.05 +10 2701.77310344 2701.37273085 0.0025 50 50 0.05 +11 2700.43674149 2704.87875781 0.0025 50 50 0.05 +12 2699.65258387 2698.56450961 0.0025 50 50 0.05 +13 2697.88504753 2712.67774091 0.0025 50 50 0.05 +14 2697.27851642 2699.5126589 0.0025 50 50 0.05 +15 2696.3001748 2700.35811555 0.0025 50 50 0.05 +16 2695.2428398 2693.79812091 0.0025 50 50 0.05 +17 2694.43815871 2693.0974826 0.0025 50 50 0.05 +18 2693.93056877 2692.54521223 0.0025 50 50 0.05 +19 2693.37730259 2692.0852737 0.0025 50 50 0.05 +20 2692.42679469 2693.1249874 0.0025 50 50 0.05 +21 2692.18909873 2689.85686637 0.0025 50 50 0.05 +22 2691.37408535 2696.94299153 0.0025 50 50 0.05 +23 2690.50217242 2690.31831736 0.0025 50 50 0.05 +24 2690.62203229 2690.95619893 0.0025 50 50 0.05 +25 2689.83888879 2688.44244583 0.0025 50 50 0.05 +26 2689.45571067 2688.61292461 0.0025 50 50 0.05 +27 2689.06999343 2693.09638793 0.0025 50 50 0.05 +28 2690.58270461 2691.95560002 0.0025 50 50 0.05 +29 2689.15970978 2696.9566522 0.0025 50 50 0.05 +30 2688.80918796 2693.09563917 0.0025 50 50 0.05 +31 2688.39156938 2690.30764333 0.0025 50 50 0.05 +32 2687.76445114 2684.68940318 0.0025 50 50 0.05 +33 2687.97612254 2686.14051063 0.0025 50 50 0.05 +34 2687.83028619 2687.498474 0.0025 50 50 0.05 +35 2687.80142481 2685.19082367 0.0025 50 50 0.05 +36 2687.72515007 2686.4696374 0.0025 50 50 0.05 +37 2688.21527762 2683.7857505 0.0025 50 50 0.05 +38 2687.47052051 2686.88387215 0.0025 50 50 0.05 +39 2688.28188057 2683.95998708 0.0025 50 50 0.05 +40 2687.20568504 2687.82026769 0.0025 50 50 0.05 +41 2688.04887302 2686.78816763 0.0025 50 50 0.05 +42 2686.34506213 2682.76670566 0.0025 50 50 0.05 +43 2686.86871672 2686.24190928 0.0025 50 50 0.05 +44 2687.07460277 2690.72620072 0.0025 50 50 0.05 +45 2685.89137065 2686.92995918 0.0025 50 50 0.05 +46 2686.47266867 2685.65968337 0.0025 50 50 0.05 +47 2686.43619809 2685.94979526 0.0025 50 50 0.05 +48 2685.60595088 2684.90600399 0.0025 50 50 0.05 +49 2685.93231954 2686.64846924 0.0025 50 50 0.05 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_50e_0.1k.tsv new file mode 100644 index 0000000..5e5687c --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.38301335 2790.97047252 0.0025 50 50 0.1 +1 2755.52092173 2751.63933194 0.0025 50 50 0.1 +2 2737.48847985 2743.01992897 0.0025 50 50 0.1 +3 2727.80804911 2733.62547754 0.0025 50 50 0.1 +4 2720.9438724 2719.1728581 0.0025 50 50 0.1 +5 2715.67008333 2713.77932955 0.0025 50 50 0.1 +6 2711.3247788 2710.98652138 0.0025 50 50 0.1 +7 2708.26045367 2709.42630174 0.0025 50 50 0.1 +8 2706.55225528 2708.37228831 0.0025 50 50 0.1 +9 2704.94981246 2704.12348801 0.0025 50 50 0.1 +10 2701.92302809 2704.12690784 0.0025 50 50 0.1 +11 2700.74745674 2709.48766693 0.0025 50 50 0.1 +12 2699.80847551 2700.03910918 0.0025 50 50 0.1 +13 2697.91713738 2709.92748977 0.0025 50 50 0.1 +14 2697.38949137 2699.35869626 0.0025 50 50 0.1 +15 2696.24938562 2698.86099996 0.0025 50 50 0.1 +16 2695.37412091 2695.70744438 0.0025 50 50 0.1 +17 2694.50345392 2695.6859586 0.0025 50 50 0.1 +18 2694.00926308 2692.6174069 0.0025 50 50 0.1 +19 2693.4340376 2692.09490115 0.0025 50 50 0.1 +20 2692.59799184 2690.86272855 0.0025 50 50 0.1 +21 2692.10071591 2691.88616698 0.0025 50 50 0.1 +22 2691.46705663 2698.80790381 0.0025 50 50 0.1 +23 2690.53466569 2690.76664077 0.0025 50 50 0.1 +24 2690.48330865 2691.1954096 0.0025 50 50 0.1 +25 2689.94314104 2689.76292685 0.0025 50 50 0.1 +26 2689.39444898 2688.82649911 0.0025 50 50 0.1 +27 2689.05325023 2692.13646761 0.0025 50 50 0.1 +28 2690.49813322 2690.63466199 0.0025 50 50 0.1 +29 2689.06780794 2691.69411094 0.0025 50 50 0.1 +30 2688.69231561 2692.75744979 0.0025 50 50 0.1 +31 2688.47562484 2687.94556598 0.0025 50 50 0.1 +32 2687.59930602 2686.88639572 0.0025 50 50 0.1 +33 2688.01662016 2687.60837696 0.0025 50 50 0.1 +34 2687.81048595 2686.46363612 0.0025 50 50 0.1 +35 2687.89373116 2687.47702137 0.0025 50 50 0.1 +36 2687.80515877 2687.62158997 0.0025 50 50 0.1 +37 2688.12790998 2684.44414828 0.0025 50 50 0.1 +38 2687.4193625 2686.68317736 0.0025 50 50 0.1 +39 2688.28780167 2686.51944116 0.0025 50 50 0.1 +40 2687.09479348 2687.15402893 0.0025 50 50 0.1 +41 2687.83438341 2689.23777523 0.0025 50 50 0.1 +42 2686.26546884 2682.79701551 0.0025 50 50 0.1 +43 2686.9464624 2685.98837088 0.0025 50 50 0.1 +44 2686.91029807 2687.54535461 0.0025 50 50 0.1 +45 2685.68997201 2684.80033825 0.0025 50 50 0.1 +46 2686.48567655 2684.64072116 0.0025 50 50 0.1 +47 2686.43798159 2685.24730278 0.0025 50 50 0.1 +48 2685.65394935 2683.79037843 0.0025 50 50 0.1 +49 2685.88720433 2686.56486485 0.0025 50 50 0.1 diff --git a/param_sweep/paramsweep_0.0025lr_50bs_50e_1k.tsv b/param_sweep/paramsweep_0.0025lr_50bs_50e_1k.tsv new file mode 100644 index 0000000..5701eaa --- /dev/null +++ b/param_sweep/paramsweep_0.0025lr_50bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2848.81539996 2786.71121618 0.0025 50 50 1.0 +1 2755.34530025 2752.87277893 0.0025 50 50 1.0 +2 2737.18129914 2740.43082978 0.0025 50 50 1.0 +3 2727.54598232 2730.56112245 0.0025 50 50 1.0 +4 2720.72236208 2718.02126404 0.0025 50 50 1.0 +5 2715.49732939 2714.94857269 0.0025 50 50 1.0 +6 2711.24870328 2709.47988757 0.0025 50 50 1.0 +7 2708.265276 2708.38959382 0.0025 50 50 1.0 +8 2706.57973693 2707.73146025 0.0025 50 50 1.0 +9 2704.73822126 2702.37620717 0.0025 50 50 1.0 +10 2701.82329671 2701.96414541 0.0025 50 50 1.0 +11 2700.4306465 2707.28308362 0.0025 50 50 1.0 +12 2699.70169667 2698.53917127 0.0025 50 50 1.0 +13 2697.83896715 2710.70878645 0.0025 50 50 1.0 +14 2697.22693326 2697.14895006 0.0025 50 50 1.0 +15 2696.18216428 2696.67666632 0.0025 50 50 1.0 +16 2695.25507386 2693.82517337 0.0025 50 50 1.0 +17 2694.3866862 2693.30318438 0.0025 50 50 1.0 +18 2693.90583974 2694.99842732 0.0025 50 50 1.0 +19 2693.30985255 2692.68681799 0.0025 50 50 1.0 +20 2692.39296424 2691.81660838 0.0025 50 50 1.0 +21 2692.16598326 2691.19072658 0.0025 50 50 1.0 +22 2691.38851475 2695.50861961 0.0025 50 50 1.0 +23 2690.53633169 2691.99222064 0.0025 50 50 1.0 +24 2690.4599711 2689.2472575 0.0025 50 50 1.0 +25 2689.88602425 2688.41778856 0.0025 50 50 1.0 +26 2689.3843614 2688.08424299 0.0025 50 50 1.0 +27 2689.03551345 2695.74161986 0.0025 50 50 1.0 +28 2690.54064214 2690.16215185 0.0025 50 50 1.0 +29 2689.05028923 2695.05084987 0.0025 50 50 1.0 +30 2688.6661478 2689.99073713 0.0025 50 50 1.0 +31 2688.31157596 2688.26127015 0.0025 50 50 1.0 +32 2687.66479669 2686.23497998 0.0025 50 50 1.0 +33 2688.11022818 2689.59146684 0.0025 50 50 1.0 +34 2687.73482329 2686.35663717 0.0025 50 50 1.0 +35 2687.8202668 2686.35448052 0.0025 50 50 1.0 +36 2687.74219546 2688.65352524 0.0025 50 50 1.0 +37 2688.15667692 2684.07209944 0.0025 50 50 1.0 +38 2687.41741288 2686.31170036 0.0025 50 50 1.0 +39 2688.2784286 2684.55670691 0.0025 50 50 1.0 +40 2687.02548885 2686.45600521 0.0025 50 50 1.0 +41 2687.76928337 2686.1816789 0.0025 50 50 1.0 +42 2686.24018172 2682.97399179 0.0025 50 50 1.0 +43 2686.92547087 2684.99367522 0.0025 50 50 1.0 +44 2686.86244752 2686.79757241 0.0025 50 50 1.0 +45 2685.68353023 2684.47263058 0.0025 50 50 1.0 +46 2686.33774533 2685.48946414 0.0025 50 50 1.0 +47 2686.21275547 2684.25787692 0.0025 50 50 1.0 +48 2685.62001692 2685.43742438 0.0025 50 50 1.0 +49 2685.76608112 2687.12826999 0.0025 50 50 1.0 diff --git a/param_sweep/paramsweep_0.002lr_100bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_100bs_100e_0.01k.tsv new file mode 100644 index 0000000..455b911 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2913.03597029 2933.59771367 0.002 100 100 0.01 +1 2780.1527883 2788.51297026 0.002 100 100 0.01 +2 2754.38073089 2757.10849693 0.002 100 100 0.01 +3 2741.37690659 2741.35324301 0.002 100 100 0.01 +4 2732.24159423 2734.33240236 0.002 100 100 0.01 +5 2725.08707536 2724.90647127 0.002 100 100 0.01 +6 2719.39163759 2726.58608314 0.002 100 100 0.01 +7 2714.13484865 2718.36568484 0.002 100 100 0.01 +8 2711.73246841 2714.08096226 0.002 100 100 0.01 +9 2708.15463465 2710.5368461 0.002 100 100 0.01 +10 2704.95340299 2707.51421804 0.002 100 100 0.01 +11 2702.39623808 2704.67402979 0.002 100 100 0.01 +12 2700.26116565 2702.15099514 0.002 100 100 0.01 +13 2699.21142306 2699.52422641 0.002 100 100 0.01 +14 2696.26460048 2700.10626559 0.002 100 100 0.01 +15 2694.7467674 2697.2407488 0.002 100 100 0.01 +16 2693.97905534 2696.17873194 0.002 100 100 0.01 +17 2692.15699866 2692.70649956 0.002 100 100 0.01 +18 2690.21146751 2692.78593582 0.002 100 100 0.01 +19 2689.04922778 2693.85856415 0.002 100 100 0.01 +20 2688.70665919 2694.13638825 0.002 100 100 0.01 +21 2687.70900562 2690.35514338 0.002 100 100 0.01 +22 2687.01501873 2690.28526128 0.002 100 100 0.01 +23 2686.15003065 2688.10339519 0.002 100 100 0.01 +24 2684.56239047 2686.6193745 0.002 100 100 0.01 +25 2684.8114331 2687.51032393 0.002 100 100 0.01 +26 2683.3830915 2688.43167844 0.002 100 100 0.01 +27 2682.82912646 2686.68308773 0.002 100 100 0.01 +28 2682.34111568 2685.45131845 0.002 100 100 0.01 +29 2681.35888955 2685.54145863 0.002 100 100 0.01 +30 2681.16916401 2686.59749754 0.002 100 100 0.01 +31 2680.23199231 2683.16486868 0.002 100 100 0.01 +32 2679.25485013 2686.10600371 0.002 100 100 0.01 +33 2679.97673825 2681.82642022 0.002 100 100 0.01 +34 2678.63409312 2680.19834022 0.002 100 100 0.01 +35 2678.47237492 2682.09384616 0.002 100 100 0.01 +36 2677.93895322 2680.57326413 0.002 100 100 0.01 +37 2678.09886126 2678.21315531 0.002 100 100 0.01 +38 2677.50020882 2686.91765879 0.002 100 100 0.01 +39 2676.71717163 2680.31294907 0.002 100 100 0.01 +40 2677.2379267 2679.40104369 0.002 100 100 0.01 +41 2676.64547459 2680.66217099 0.002 100 100 0.01 +42 2675.78850839 2676.28345567 0.002 100 100 0.01 +43 2675.91253455 2679.14928196 0.002 100 100 0.01 +44 2675.95624776 2678.42950078 0.002 100 100 0.01 +45 2674.88600695 2676.06522756 0.002 100 100 0.01 +46 2674.59684184 2679.81138013 0.002 100 100 0.01 +47 2675.06960874 2676.6897136 0.002 100 100 0.01 +48 2674.13146538 2678.58980407 0.002 100 100 0.01 +49 2674.05218657 2677.04904893 0.002 100 100 0.01 +50 2674.19037252 2677.43225121 0.002 100 100 0.01 +51 2673.74581361 2676.06548524 0.002 100 100 0.01 +52 2673.68145235 2676.6305046 0.002 100 100 0.01 +53 2673.07674391 2682.63336894 0.002 100 100 0.01 +54 2673.89632196 2675.404935 0.002 100 100 0.01 +55 2673.7663166 2676.22178285 0.002 100 100 0.01 +56 2672.6471185 2674.38256229 0.002 100 100 0.01 +57 2673.34338466 2677.74093179 0.002 100 100 0.01 +58 2672.4847185 2677.48123572 0.002 100 100 0.01 +59 2672.5620762 2676.23033244 0.002 100 100 0.01 +60 2672.55781851 2674.7805862 0.002 100 100 0.01 +61 2671.30140806 2677.35532264 0.002 100 100 0.01 +62 2672.02983926 2675.02897198 0.002 100 100 0.01 +63 2672.02089753 2676.04252715 0.002 100 100 0.01 +64 2672.01046085 2675.87549948 0.002 100 100 0.01 +65 2671.44173634 2675.82352647 0.002 100 100 0.01 +66 2671.63523178 2674.29527712 0.002 100 100 0.01 +67 2671.25859921 2673.94405258 0.002 100 100 0.01 +68 2671.88496077 2679.41889536 0.002 100 100 0.01 +69 2671.47231397 2672.80895039 0.002 100 100 0.01 +70 2670.87347535 2674.17558192 0.002 100 100 0.01 +71 2671.08329283 2675.46464676 0.002 100 100 0.01 +72 2670.57798103 2674.33076527 0.002 100 100 0.01 +73 2671.56200601 2678.26183592 0.002 100 100 0.01 +74 2670.61520265 2670.35984274 0.002 100 100 0.01 +75 2669.7164478 2672.30572428 0.002 100 100 0.01 +76 2670.53493947 2678.94952031 0.002 100 100 0.01 +77 2669.58656109 2670.51407146 0.002 100 100 0.01 +78 2670.21518144 2673.06850362 0.002 100 100 0.01 +79 2669.46214228 2672.85912946 0.002 100 100 0.01 +80 2669.71691149 2671.94858669 0.002 100 100 0.01 +81 2670.25530021 2672.45358621 0.002 100 100 0.01 +82 2668.96510166 2673.2877307 0.002 100 100 0.01 +83 2670.13009054 2674.91862975 0.002 100 100 0.01 +84 2670.17980893 2671.63505178 0.002 100 100 0.01 +85 2669.46675346 2672.71625164 0.002 100 100 0.01 +86 2670.04552796 2674.00167724 0.002 100 100 0.01 +87 2669.36242257 2672.4657853 0.002 100 100 0.01 +88 2670.11973634 2679.41959651 0.002 100 100 0.01 +89 2669.24175646 2676.67722462 0.002 100 100 0.01 +90 2669.44328149 2671.34112607 0.002 100 100 0.01 +91 2669.61975091 2671.93425989 0.002 100 100 0.01 +92 2668.92602594 2669.89486782 0.002 100 100 0.01 +93 2668.71656049 2672.42040502 0.002 100 100 0.01 +94 2668.91521053 2671.14228357 0.002 100 100 0.01 +95 2669.14085864 2672.44253826 0.002 100 100 0.01 +96 2668.74822153 2670.46026296 0.002 100 100 0.01 +97 2669.0631632 2674.14427777 0.002 100 100 0.01 +98 2668.57755165 2670.5076085 0.002 100 100 0.01 +99 2670.24119213 2669.99987256 0.002 100 100 0.01 diff --git a/param_sweep/paramsweep_0.002lr_100bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_100bs_100e_0.05k.tsv new file mode 100644 index 0000000..ee29b50 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2913.23402875 2932.17420391 0.002 100 100 0.05 +1 2780.2337859 2787.97246019 0.002 100 100 0.05 +2 2754.45417691 2756.01100827 0.002 100 100 0.05 +3 2741.46162928 2740.66178354 0.002 100 100 0.05 +4 2732.3158841 2733.02457324 0.002 100 100 0.05 +5 2725.13399204 2726.30086294 0.002 100 100 0.05 +6 2719.47377217 2728.42849901 0.002 100 100 0.05 +7 2714.19119668 2720.61839887 0.002 100 100 0.05 +8 2711.71638583 2711.754409 0.002 100 100 0.05 +9 2708.15289542 2709.45915149 0.002 100 100 0.05 +10 2704.99119439 2708.0659049 0.002 100 100 0.05 +11 2702.41307782 2703.81950912 0.002 100 100 0.05 +12 2700.48410708 2702.97919576 0.002 100 100 0.05 +13 2699.27508403 2700.92012027 0.002 100 100 0.05 +14 2696.38331935 2698.77814106 0.002 100 100 0.05 +15 2694.84929889 2696.64806919 0.002 100 100 0.05 +16 2694.02791163 2696.2948836 0.002 100 100 0.05 +17 2692.26086233 2692.27917971 0.002 100 100 0.05 +18 2690.20741275 2693.56128303 0.002 100 100 0.05 +19 2689.00907452 2694.27793986 0.002 100 100 0.05 +20 2688.72209592 2691.19244443 0.002 100 100 0.05 +21 2687.57336601 2689.8833498 0.002 100 100 0.05 +22 2687.07111526 2691.18350646 0.002 100 100 0.05 +23 2686.15651245 2687.75533282 0.002 100 100 0.05 +24 2684.52262351 2685.9214488 0.002 100 100 0.05 +25 2685.11475585 2687.02089106 0.002 100 100 0.05 +26 2683.33910692 2688.28232086 0.002 100 100 0.05 +27 2682.86873708 2687.93750513 0.002 100 100 0.05 +28 2682.31075499 2685.06244585 0.002 100 100 0.05 +29 2681.26512562 2684.7986204 0.002 100 100 0.05 +30 2681.15297728 2686.41079718 0.002 100 100 0.05 +31 2680.30077028 2681.85948377 0.002 100 100 0.05 +32 2679.31891377 2684.75652458 0.002 100 100 0.05 +33 2679.98565922 2682.58804514 0.002 100 100 0.05 +34 2678.65762357 2679.92964362 0.002 100 100 0.05 +35 2678.66826902 2682.42706497 0.002 100 100 0.05 +36 2678.02393769 2681.09534275 0.002 100 100 0.05 +37 2678.15333743 2677.56319181 0.002 100 100 0.05 +38 2677.64998337 2687.06363948 0.002 100 100 0.05 +39 2676.83711427 2678.9023993 0.002 100 100 0.05 +40 2677.23438937 2679.74478996 0.002 100 100 0.05 +41 2676.76117787 2680.49304456 0.002 100 100 0.05 +42 2675.82668988 2677.28287356 0.002 100 100 0.05 +43 2675.9000977 2678.39908216 0.002 100 100 0.05 +44 2676.0397341 2678.27928194 0.002 100 100 0.05 +45 2674.96428674 2675.37946642 0.002 100 100 0.05 +46 2674.70770677 2677.50154654 0.002 100 100 0.05 +47 2675.15893957 2677.54359707 0.002 100 100 0.05 +48 2674.13736021 2678.08007159 0.002 100 100 0.05 +49 2674.12118782 2675.42938734 0.002 100 100 0.05 +50 2674.19724454 2679.67212941 0.002 100 100 0.05 +51 2673.88909952 2674.96574796 0.002 100 100 0.05 +52 2673.74251256 2677.83398344 0.002 100 100 0.05 +53 2673.12714965 2681.91089474 0.002 100 100 0.05 +54 2673.90078818 2676.02555121 0.002 100 100 0.05 +55 2673.69634566 2675.02263319 0.002 100 100 0.05 +56 2672.75685363 2675.77971467 0.002 100 100 0.05 +57 2673.58090815 2676.49191395 0.002 100 100 0.05 +58 2672.49977453 2676.5981352 0.002 100 100 0.05 +59 2672.7633803 2677.49286811 0.002 100 100 0.05 +60 2672.63246671 2676.72970785 0.002 100 100 0.05 +61 2671.34487292 2676.77507086 0.002 100 100 0.05 +62 2672.0485948 2676.8323034 0.002 100 100 0.05 +63 2671.97465414 2675.63037016 0.002 100 100 0.05 +64 2672.09436034 2676.89563618 0.002 100 100 0.05 +65 2671.38855272 2675.28163045 0.002 100 100 0.05 +66 2671.68757981 2672.65027252 0.002 100 100 0.05 +67 2671.34632008 2674.47427047 0.002 100 100 0.05 +68 2672.05076307 2679.00698392 0.002 100 100 0.05 +69 2671.56211251 2674.06156778 0.002 100 100 0.05 +70 2670.85108376 2674.54313633 0.002 100 100 0.05 +71 2671.05075858 2674.94875848 0.002 100 100 0.05 +72 2670.56835019 2672.41260466 0.002 100 100 0.05 +73 2671.61359083 2677.45716336 0.002 100 100 0.05 +74 2670.63906232 2671.6765104 0.002 100 100 0.05 +75 2669.73457718 2672.88146249 0.002 100 100 0.05 +76 2670.68301537 2680.47949966 0.002 100 100 0.05 +77 2669.69621532 2670.28401024 0.002 100 100 0.05 +78 2670.31092993 2674.91282266 0.002 100 100 0.05 +79 2669.57811335 2675.46805025 0.002 100 100 0.05 +80 2669.79189358 2671.18933269 0.002 100 100 0.05 +81 2670.23159395 2673.11075815 0.002 100 100 0.05 +82 2668.94131215 2672.48621282 0.002 100 100 0.05 +83 2670.1944463 2674.69447645 0.002 100 100 0.05 +84 2670.11879326 2673.51459756 0.002 100 100 0.05 +85 2669.45394592 2672.23486001 0.002 100 100 0.05 +86 2670.02550973 2672.75964892 0.002 100 100 0.05 +87 2669.33346935 2672.09943432 0.002 100 100 0.05 +88 2670.24801954 2681.58490772 0.002 100 100 0.05 +89 2669.1986129 2676.98212779 0.002 100 100 0.05 +90 2669.52374407 2671.13020724 0.002 100 100 0.05 +91 2669.54971422 2671.36156526 0.002 100 100 0.05 +92 2668.91578681 2670.17675501 0.002 100 100 0.05 +93 2668.79452165 2671.19181984 0.002 100 100 0.05 +94 2668.84460308 2671.56927525 0.002 100 100 0.05 +95 2669.11541323 2673.21754423 0.002 100 100 0.05 +96 2668.75244135 2671.38313226 0.002 100 100 0.05 +97 2669.11960149 2670.88556433 0.002 100 100 0.05 +98 2668.55794977 2669.4570812 0.002 100 100 0.05 +99 2670.44983054 2669.7996385 0.002 100 100 0.05 diff --git a/param_sweep/paramsweep_0.002lr_100bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_100bs_100e_0.1k.tsv new file mode 100644 index 0000000..e0a2d91 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2914.09304818 2947.92387481 0.002 100 100 0.1 +1 2780.29458875 2787.77253283 0.002 100 100 0.1 +2 2754.43469115 2755.50839508 0.002 100 100 0.1 +3 2741.40806086 2742.29474169 0.002 100 100 0.1 +4 2732.37091886 2733.58291492 0.002 100 100 0.1 +5 2725.12665786 2725.93663641 0.002 100 100 0.1 +6 2719.51905838 2729.238559 0.002 100 100 0.1 +7 2714.19117124 2720.73468076 0.002 100 100 0.1 +8 2711.82220768 2713.79806163 0.002 100 100 0.1 +9 2708.26706536 2712.46716379 0.002 100 100 0.1 +10 2705.07505627 2708.99677949 0.002 100 100 0.1 +11 2702.58151724 2704.82738418 0.002 100 100 0.1 +12 2700.45934896 2702.88282604 0.002 100 100 0.1 +13 2699.14567497 2701.15285164 0.002 100 100 0.1 +14 2696.47852232 2699.57652852 0.002 100 100 0.1 +15 2695.07938067 2697.58140993 0.002 100 100 0.1 +16 2693.99216997 2698.77279984 0.002 100 100 0.1 +17 2692.37962464 2692.34801896 0.002 100 100 0.1 +18 2690.35666743 2695.72459724 0.002 100 100 0.1 +19 2689.11092294 2693.7125858 0.002 100 100 0.1 +20 2688.90677763 2692.46434473 0.002 100 100 0.1 +21 2687.90297025 2690.40247912 0.002 100 100 0.1 +22 2687.20110182 2690.39087521 0.002 100 100 0.1 +23 2686.32102975 2687.9217485 0.002 100 100 0.1 +24 2684.69432063 2687.4880105 0.002 100 100 0.1 +25 2685.0608571 2685.78210566 0.002 100 100 0.1 +26 2683.49157516 2689.45428035 0.002 100 100 0.1 +27 2682.86955947 2686.70626148 0.002 100 100 0.1 +28 2682.45377728 2685.08949971 0.002 100 100 0.1 +29 2681.31022269 2684.97040624 0.002 100 100 0.1 +30 2681.31803719 2685.68463193 0.002 100 100 0.1 +31 2680.35061683 2682.64018013 0.002 100 100 0.1 +32 2679.35552311 2686.21932931 0.002 100 100 0.1 +33 2679.99773195 2682.70915849 0.002 100 100 0.1 +34 2678.47286494 2679.73401976 0.002 100 100 0.1 +35 2678.54997167 2681.38856918 0.002 100 100 0.1 +36 2678.0587281 2681.75373867 0.002 100 100 0.1 +37 2678.15357867 2677.68877299 0.002 100 100 0.1 +38 2677.76934809 2688.68522198 0.002 100 100 0.1 +39 2676.85266664 2678.87930397 0.002 100 100 0.1 +40 2677.20828217 2679.0323568 0.002 100 100 0.1 +41 2676.65370329 2680.97213389 0.002 100 100 0.1 +42 2675.88806602 2677.39857708 0.002 100 100 0.1 +43 2676.00911459 2678.66460353 0.002 100 100 0.1 +44 2675.90112385 2676.34048374 0.002 100 100 0.1 +45 2675.02218222 2676.24722016 0.002 100 100 0.1 +46 2674.58654592 2677.61683039 0.002 100 100 0.1 +47 2675.15086072 2675.85408933 0.002 100 100 0.1 +48 2674.18984518 2678.67048391 0.002 100 100 0.1 +49 2674.167347 2676.13494675 0.002 100 100 0.1 +50 2674.33507301 2680.84966446 0.002 100 100 0.1 +51 2673.80474747 2675.38843847 0.002 100 100 0.1 +52 2673.59579063 2678.92565848 0.002 100 100 0.1 +53 2673.0980314 2683.10721648 0.002 100 100 0.1 +54 2673.84979085 2676.37155776 0.002 100 100 0.1 +55 2673.77255397 2674.72130297 0.002 100 100 0.1 +56 2672.66911745 2674.96718293 0.002 100 100 0.1 +57 2673.37972652 2676.42338232 0.002 100 100 0.1 +58 2672.56722006 2677.94882383 0.002 100 100 0.1 +59 2672.74501401 2677.10137111 0.002 100 100 0.1 +60 2672.60273413 2677.64314716 0.002 100 100 0.1 +61 2671.4197937 2677.09504819 0.002 100 100 0.1 +62 2672.07262046 2676.4874522 0.002 100 100 0.1 +63 2671.98636151 2678.8704729 0.002 100 100 0.1 +64 2672.05705789 2674.79361061 0.002 100 100 0.1 +65 2671.48331604 2673.83684544 0.002 100 100 0.1 +66 2671.71833831 2673.09037544 0.002 100 100 0.1 +67 2671.29082385 2675.24310618 0.002 100 100 0.1 +68 2671.78183557 2680.88840626 0.002 100 100 0.1 +69 2671.41686492 2674.83121527 0.002 100 100 0.1 +70 2670.89262556 2673.61684393 0.002 100 100 0.1 +71 2671.24542949 2675.21118631 0.002 100 100 0.1 +72 2670.49018535 2674.41975943 0.002 100 100 0.1 +73 2671.60760481 2679.20623347 0.002 100 100 0.1 +74 2670.55039005 2671.32823237 0.002 100 100 0.1 +75 2669.63226848 2674.93060338 0.002 100 100 0.1 +76 2670.65462471 2679.07242061 0.002 100 100 0.1 +77 2669.6981201 2671.16089707 0.002 100 100 0.1 +78 2670.40372871 2672.5566747 0.002 100 100 0.1 +79 2669.43654779 2674.711704 0.002 100 100 0.1 +80 2669.73272912 2671.42628867 0.002 100 100 0.1 +81 2670.30742134 2674.59181461 0.002 100 100 0.1 +82 2668.97641292 2671.83684638 0.002 100 100 0.1 +83 2670.15496173 2672.46312916 0.002 100 100 0.1 +84 2670.02225967 2675.88630469 0.002 100 100 0.1 +85 2669.31034185 2672.17472486 0.002 100 100 0.1 +86 2669.98384001 2673.67500962 0.002 100 100 0.1 +87 2669.32024032 2671.53430106 0.002 100 100 0.1 +88 2670.0632243 2678.97925925 0.002 100 100 0.1 +89 2669.27222419 2676.02447101 0.002 100 100 0.1 +90 2669.45956779 2671.63423253 0.002 100 100 0.1 +91 2669.57584648 2671.13190409 0.002 100 100 0.1 +92 2669.02017344 2671.09437039 0.002 100 100 0.1 +93 2668.84892252 2673.25966806 0.002 100 100 0.1 +94 2668.91677048 2671.87501447 0.002 100 100 0.1 +95 2669.21033533 2672.07884902 0.002 100 100 0.1 +96 2668.80443771 2669.65434402 0.002 100 100 0.1 +97 2669.18938286 2672.29641893 0.002 100 100 0.1 +98 2668.61569633 2669.92455028 0.002 100 100 0.1 +99 2670.47665302 2670.35543234 0.002 100 100 0.1 diff --git a/param_sweep/paramsweep_0.002lr_100bs_100e_1k.tsv b/param_sweep/paramsweep_0.002lr_100bs_100e_1k.tsv new file mode 100644 index 0000000..cfd4ab6 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2912.46294411 2938.40107917 0.002 100 100 1.0 +1 2780.05675062 2787.34381395 0.002 100 100 1.0 +2 2754.29366826 2756.48783545 0.002 100 100 1.0 +3 2741.31517854 2742.9230985 0.002 100 100 1.0 +4 2732.25889662 2734.61105177 0.002 100 100 1.0 +5 2725.10313615 2725.01889079 0.002 100 100 1.0 +6 2719.38694471 2725.40000551 0.002 100 100 1.0 +7 2714.14354252 2718.82050623 0.002 100 100 1.0 +8 2711.69619255 2713.1045342 0.002 100 100 1.0 +9 2708.13369525 2710.37641723 0.002 100 100 1.0 +10 2704.92644777 2708.1651777 0.002 100 100 1.0 +11 2702.44957929 2704.3883003 0.002 100 100 1.0 +12 2700.38196235 2702.10556491 0.002 100 100 1.0 +13 2699.21596408 2701.48916445 0.002 100 100 1.0 +14 2696.39666718 2698.74407854 0.002 100 100 1.0 +15 2694.81306383 2697.30992649 0.002 100 100 1.0 +16 2694.03136614 2697.04814518 0.002 100 100 1.0 +17 2692.12756642 2692.76788528 0.002 100 100 1.0 +18 2690.19546713 2692.39348653 0.002 100 100 1.0 +19 2688.98755964 2694.71480174 0.002 100 100 1.0 +20 2688.73780889 2691.8602428 0.002 100 100 1.0 +21 2687.61268183 2690.06446246 0.002 100 100 1.0 +22 2687.03820081 2690.92809195 0.002 100 100 1.0 +23 2686.19646247 2688.42366708 0.002 100 100 1.0 +24 2684.4769364 2687.07406844 0.002 100 100 1.0 +25 2684.92555866 2686.53810928 0.002 100 100 1.0 +26 2683.33132087 2688.82828978 0.002 100 100 1.0 +27 2682.83933267 2688.59446842 0.002 100 100 1.0 +28 2682.29780226 2684.76941315 0.002 100 100 1.0 +29 2681.24090994 2683.65419838 0.002 100 100 1.0 +30 2681.30585983 2684.91307987 0.002 100 100 1.0 +31 2680.27320729 2682.39310795 0.002 100 100 1.0 +32 2679.23593705 2685.59882047 0.002 100 100 1.0 +33 2679.94168852 2682.55816989 0.002 100 100 1.0 +34 2678.56315606 2680.05937332 0.002 100 100 1.0 +35 2678.43785271 2683.53403171 0.002 100 100 1.0 +36 2677.94691634 2682.4773472 0.002 100 100 1.0 +37 2678.11788486 2677.79935188 0.002 100 100 1.0 +38 2677.49834234 2687.96945441 0.002 100 100 1.0 +39 2676.75952019 2680.9231942 0.002 100 100 1.0 +40 2677.24022172 2679.89363918 0.002 100 100 1.0 +41 2676.71488727 2680.44133436 0.002 100 100 1.0 +42 2675.85422994 2677.57548147 0.002 100 100 1.0 +43 2675.94944014 2679.9702816 0.002 100 100 1.0 +44 2676.04031415 2679.35729024 0.002 100 100 1.0 +45 2674.88159613 2676.68785151 0.002 100 100 1.0 +46 2674.70096078 2678.68690902 0.002 100 100 1.0 +47 2675.02223316 2677.38735314 0.002 100 100 1.0 +48 2674.12100632 2678.65195163 0.002 100 100 1.0 +49 2673.98920573 2676.02283905 0.002 100 100 1.0 +50 2674.29314512 2680.81350971 0.002 100 100 1.0 +51 2673.99368479 2675.61907014 0.002 100 100 1.0 +52 2673.72931206 2676.92710558 0.002 100 100 1.0 +53 2673.08131781 2683.61888808 0.002 100 100 1.0 +54 2673.88643975 2675.60403472 0.002 100 100 1.0 +55 2673.65281911 2676.79139607 0.002 100 100 1.0 +56 2672.72363678 2673.96010845 0.002 100 100 1.0 +57 2673.4058048 2678.45558648 0.002 100 100 1.0 +58 2672.42544031 2677.4059335 0.002 100 100 1.0 +59 2672.69461844 2677.05371327 0.002 100 100 1.0 +60 2672.60870571 2676.99561761 0.002 100 100 1.0 +61 2671.32527253 2676.00551394 0.002 100 100 1.0 +62 2671.98633523 2677.2514387 0.002 100 100 1.0 +63 2672.01286984 2674.95558088 0.002 100 100 1.0 +64 2672.07582609 2676.43591799 0.002 100 100 1.0 +65 2671.41265316 2674.39217247 0.002 100 100 1.0 +66 2671.71910416 2674.24243724 0.002 100 100 1.0 +67 2671.34942909 2674.8263656 0.002 100 100 1.0 +68 2671.87560256 2678.63953687 0.002 100 100 1.0 +69 2671.47961624 2673.69508937 0.002 100 100 1.0 +70 2670.90769492 2675.62113063 0.002 100 100 1.0 +71 2671.16638115 2675.90049659 0.002 100 100 1.0 +72 2670.58668665 2673.43507213 0.002 100 100 1.0 +73 2671.8112871 2677.31232121 0.002 100 100 1.0 +74 2670.66012282 2670.64227657 0.002 100 100 1.0 +75 2669.75138978 2672.19823098 0.002 100 100 1.0 +76 2670.60198195 2677.97748351 0.002 100 100 1.0 +77 2669.69012688 2670.68152532 0.002 100 100 1.0 +78 2670.32767391 2672.37517645 0.002 100 100 1.0 +79 2669.57983966 2674.83028772 0.002 100 100 1.0 +80 2669.73126441 2672.29033922 0.002 100 100 1.0 +81 2670.36599362 2672.85109102 0.002 100 100 1.0 +82 2669.01716773 2673.37108675 0.002 100 100 1.0 +83 2670.25822987 2674.59762311 0.002 100 100 1.0 +84 2670.09854074 2673.43072802 0.002 100 100 1.0 +85 2669.51201718 2671.71711477 0.002 100 100 1.0 +86 2670.01613987 2672.79461938 0.002 100 100 1.0 +87 2669.4562054 2672.01446918 0.002 100 100 1.0 +88 2670.26182828 2681.10579878 0.002 100 100 1.0 +89 2669.32596034 2675.52801502 0.002 100 100 1.0 +90 2669.62554648 2672.36610591 0.002 100 100 1.0 +91 2669.52879762 2671.0791291 0.002 100 100 1.0 +92 2668.98356871 2670.51212721 0.002 100 100 1.0 +93 2668.68484018 2671.98437407 0.002 100 100 1.0 +94 2669.00453433 2671.97067045 0.002 100 100 1.0 +95 2669.1678186 2672.47709139 0.002 100 100 1.0 +96 2668.76498756 2672.56822307 0.002 100 100 1.0 +97 2669.16873294 2673.48642756 0.002 100 100 1.0 +98 2668.64621842 2670.36073201 0.002 100 100 1.0 +99 2670.2920825 2669.6192746 0.002 100 100 1.0 diff --git a/param_sweep/paramsweep_0.002lr_100bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_100bs_10e_0.01k.tsv new file mode 100644 index 0000000..359624c --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2913.08060827 2936.15099514 0.002 100 10 0.01 +1 2780.2413817 2787.1485584 0.002 100 10 0.01 +2 2754.48817011 2757.29074301 0.002 100 10 0.01 +3 2741.47040452 2740.29456663 0.002 100 10 0.01 +4 2732.27619943 2733.33207093 0.002 100 10 0.01 +5 2725.00435083 2726.59598741 0.002 100 10 0.01 +6 2719.34218818 2725.22744243 0.002 100 10 0.01 +7 2714.06058907 2719.16918479 0.002 100 10 0.01 +8 2711.65788916 2711.9488411 0.002 100 10 0.01 +9 2708.13784255 2710.27337822 0.002 100 10 0.01 diff --git a/param_sweep/paramsweep_0.002lr_100bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_100bs_10e_0.05k.tsv new file mode 100644 index 0000000..a979a1a --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2912.92741058 2930.22280423 0.002 100 10 0.05 +1 2780.03034611 2788.57120177 0.002 100 10 0.05 +2 2754.30561024 2757.35128335 0.002 100 10 0.05 +3 2741.39483782 2741.8681762 0.002 100 10 0.05 +4 2732.28568842 2733.41849064 0.002 100 10 0.05 +5 2725.04619113 2724.55834728 0.002 100 10 0.05 +6 2719.43227687 2725.19717553 0.002 100 10 0.05 +7 2714.17293482 2719.67590262 0.002 100 10 0.05 +8 2711.80620567 2714.73195833 0.002 100 10 0.05 +9 2708.27049684 2709.61592758 0.002 100 10 0.05 diff --git a/param_sweep/paramsweep_0.002lr_100bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_100bs_10e_0.1k.tsv new file mode 100644 index 0000000..ed7b113 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2913.34774848 2934.58640337 0.002 100 10 0.1 +1 2780.10880307 2788.51808228 0.002 100 10 0.1 +2 2754.32969655 2755.63726912 0.002 100 10 0.1 +3 2741.41497438 2742.66044941 0.002 100 10 0.1 +4 2732.34982776 2733.1098264 0.002 100 10 0.1 +5 2725.02548579 2725.22211849 0.002 100 10 0.1 +6 2719.34800927 2729.12709083 0.002 100 10 0.1 +7 2714.03681053 2718.8117363 0.002 100 10 0.1 +8 2711.65062608 2713.2096267 0.002 100 10 0.1 +9 2708.18688157 2712.23159983 0.002 100 10 0.1 diff --git a/param_sweep/paramsweep_0.002lr_100bs_10e_1k.tsv b/param_sweep/paramsweep_0.002lr_100bs_10e_1k.tsv new file mode 100644 index 0000000..8ad50c9 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2914.45872459 2945.90068892 0.002 100 10 1.0 +1 2780.3529957 2790.75751514 0.002 100 10 1.0 +2 2754.54216399 2756.03023936 0.002 100 10 1.0 +3 2741.517547 2740.95644214 0.002 100 10 1.0 +4 2731.93820656 2734.4169301 0.002 100 10 1.0 +5 2724.8765473 2724.10747696 0.002 100 10 1.0 +6 2719.13226721 2729.12333256 0.002 100 10 1.0 +7 2714.00527453 2720.16633912 0.002 100 10 1.0 +8 2711.47831713 2711.46338031 0.002 100 10 1.0 +9 2707.96303335 2711.02179947 0.002 100 10 1.0 diff --git a/param_sweep/paramsweep_0.002lr_100bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_100bs_25e_0.01k.tsv new file mode 100644 index 0000000..e4f8a4a --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2913.17677299 2939.67229046 0.002 100 25 0.01 +1 2780.18821019 2789.30976591 0.002 100 25 0.01 +2 2754.40937061 2756.72819166 0.002 100 25 0.01 +3 2741.47265156 2741.38736668 0.002 100 25 0.01 +4 2732.29124107 2733.40809249 0.002 100 25 0.01 +5 2725.06391403 2725.12355243 0.002 100 25 0.01 +6 2719.38623615 2725.68790752 0.002 100 25 0.01 +7 2714.15305924 2719.96786213 0.002 100 25 0.01 +8 2711.64443599 2710.89727421 0.002 100 25 0.01 +9 2708.14165331 2711.46129087 0.002 100 25 0.01 +10 2704.94088306 2708.08853949 0.002 100 25 0.01 +11 2702.37914777 2704.96527321 0.002 100 25 0.01 +12 2700.39047366 2703.64904575 0.002 100 25 0.01 +13 2699.18298738 2701.5583034 0.002 100 25 0.01 +14 2696.32484849 2700.69333557 0.002 100 25 0.01 +15 2694.8842047 2696.83093705 0.002 100 25 0.01 +16 2694.0129658 2696.39001068 0.002 100 25 0.01 +17 2692.23813772 2691.87401924 0.002 100 25 0.01 +18 2690.2521928 2693.14640082 0.002 100 25 0.01 +19 2689.01550095 2695.1255457 0.002 100 25 0.01 +20 2688.80405231 2692.49822846 0.002 100 25 0.01 +21 2687.69915445 2688.68994934 0.002 100 25 0.01 +22 2687.14629818 2691.30632086 0.002 100 25 0.01 +23 2686.20664659 2688.17095259 0.002 100 25 0.01 +24 2684.50244128 2685.81086944 0.002 100 25 0.01 diff --git a/param_sweep/paramsweep_0.002lr_100bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_100bs_25e_0.05k.tsv new file mode 100644 index 0000000..b5d2b68 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2913.17596102 2940.57219514 0.002 100 25 0.05 +1 2780.20699219 2787.26015401 0.002 100 25 0.05 +2 2754.48098043 2756.90025385 0.002 100 25 0.05 +3 2741.52714902 2741.45236924 0.002 100 25 0.05 +4 2732.39394524 2733.77453216 0.002 100 25 0.05 +5 2725.13596703 2725.36828637 0.002 100 25 0.05 +6 2719.44930429 2726.8794963 0.002 100 25 0.05 +7 2714.19093703 2719.65279049 0.002 100 25 0.05 +8 2711.77495494 2711.36417099 0.002 100 25 0.05 +9 2708.19534248 2709.88805756 0.002 100 25 0.05 +10 2705.03710108 2709.30068135 0.002 100 25 0.05 +11 2702.46996336 2703.6462505 0.002 100 25 0.05 +12 2700.51011061 2703.72801801 0.002 100 25 0.05 +13 2699.23351982 2701.08786168 0.002 100 25 0.05 +14 2696.33159323 2699.14727842 0.002 100 25 0.05 +15 2694.84541756 2697.52820314 0.002 100 25 0.05 +16 2694.03341583 2697.91969874 0.002 100 25 0.05 +17 2692.2319641 2693.03936452 0.002 100 25 0.05 +18 2690.23194119 2693.48866123 0.002 100 25 0.05 +19 2689.01978589 2695.1036398 0.002 100 25 0.05 +20 2688.77652929 2693.38141721 0.002 100 25 0.05 +21 2687.62151169 2689.90087797 0.002 100 25 0.05 +22 2687.06509882 2691.79802195 0.002 100 25 0.05 +23 2686.22394888 2689.047107 0.002 100 25 0.05 +24 2684.5693987 2685.61192471 0.002 100 25 0.05 diff --git a/param_sweep/paramsweep_0.002lr_100bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_100bs_25e_0.1k.tsv new file mode 100644 index 0000000..18b5545 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2913.80812134 2934.26197269 0.002 100 25 0.1 +1 2780.291386 2791.00115442 0.002 100 25 0.1 +2 2754.56311628 2757.01564367 0.002 100 25 0.1 +3 2741.52230864 2740.35144953 0.002 100 25 0.1 +4 2732.03873718 2731.58954919 0.002 100 25 0.1 +5 2725.04635443 2725.81348263 0.002 100 25 0.1 +6 2719.36214974 2724.50563811 0.002 100 25 0.1 +7 2714.15163044 2718.31357926 0.002 100 25 0.1 +8 2711.56104242 2711.29327638 0.002 100 25 0.1 +9 2708.01623176 2709.43601415 0.002 100 25 0.1 +10 2704.77315775 2708.59026014 0.002 100 25 0.1 +11 2702.13444323 2704.02758649 0.002 100 25 0.1 +12 2700.34181599 2703.92334871 0.002 100 25 0.1 +13 2699.40426111 2698.08287197 0.002 100 25 0.1 +14 2696.27438678 2698.91623082 0.002 100 25 0.1 +15 2694.65106855 2698.42855316 0.002 100 25 0.1 +16 2693.87983569 2697.10408093 0.002 100 25 0.1 +17 2691.96458789 2692.82330567 0.002 100 25 0.1 +18 2690.31124532 2693.55156876 0.002 100 25 0.1 +19 2688.93749699 2693.48412246 0.002 100 25 0.1 +20 2688.83631353 2695.44458008 0.002 100 25 0.1 +21 2687.73882708 2692.21838356 0.002 100 25 0.1 +22 2686.92871706 2690.41597268 0.002 100 25 0.1 +23 2686.3035895 2688.18106692 0.002 100 25 0.1 +24 2684.50253582 2686.27112353 0.002 100 25 0.1 diff --git a/param_sweep/paramsweep_0.002lr_100bs_25e_1k.tsv b/param_sweep/paramsweep_0.002lr_100bs_25e_1k.tsv new file mode 100644 index 0000000..8571c70 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2912.92419072 2931.85200457 0.002 100 25 1.0 +1 2780.05842462 2787.92990317 0.002 100 25 1.0 +2 2754.34547317 2756.77075289 0.002 100 25 1.0 +3 2741.40037973 2741.91957317 0.002 100 25 1.0 +4 2732.26190438 2734.53739693 0.002 100 25 1.0 +5 2725.05240376 2724.54144135 0.002 100 25 1.0 +6 2719.40411298 2725.73782798 0.002 100 25 1.0 +7 2714.14619534 2718.62475633 0.002 100 25 1.0 +8 2711.74104251 2715.44581805 0.002 100 25 1.0 +9 2708.17851647 2710.29121495 0.002 100 25 1.0 +10 2704.91469343 2707.72209701 0.002 100 25 1.0 +11 2702.40042512 2705.09779863 0.002 100 25 1.0 +12 2700.34991237 2703.70362962 0.002 100 25 1.0 +13 2699.23424944 2699.40719902 0.002 100 25 1.0 +14 2696.34452957 2698.59796108 0.002 100 25 1.0 +15 2694.72558783 2698.15078695 0.002 100 25 1.0 +16 2694.03125617 2696.65013995 0.002 100 25 1.0 +17 2692.22025572 2692.24315706 0.002 100 25 1.0 +18 2690.22992771 2693.52654551 0.002 100 25 1.0 +19 2689.06113597 2695.50897439 0.002 100 25 1.0 +20 2688.7138439 2693.19643284 0.002 100 25 1.0 +21 2687.58054114 2689.74212541 0.002 100 25 1.0 +22 2687.02041958 2691.82900913 0.002 100 25 1.0 +23 2686.22679297 2688.47000058 0.002 100 25 1.0 +24 2684.54127214 2686.24755112 0.002 100 25 1.0 diff --git a/param_sweep/paramsweep_0.002lr_100bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_100bs_50e_0.01k.tsv new file mode 100644 index 0000000..a3d5189 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2913.57536019 2939.60696534 0.002 100 50 0.01 +1 2780.14255063 2787.66086066 0.002 100 50 0.01 +2 2754.39991334 2756.45219092 0.002 100 50 0.01 +3 2741.48445712 2743.4257285 0.002 100 50 0.01 +4 2732.40187905 2731.93499184 0.002 100 50 0.01 +5 2725.11726881 2725.09034183 0.002 100 50 0.01 +6 2719.4219796 2729.45356613 0.002 100 50 0.01 +7 2714.06302654 2718.34810485 0.002 100 50 0.01 +8 2711.65593632 2711.86588044 0.002 100 50 0.01 +9 2708.20712667 2709.61453836 0.002 100 50 0.01 +10 2705.00113607 2707.62853747 0.002 100 50 0.01 +11 2702.50424903 2704.61935349 0.002 100 50 0.01 +12 2700.52225702 2702.6190496 0.002 100 50 0.01 +13 2699.15093973 2699.94558325 0.002 100 50 0.01 +14 2696.45622551 2698.97967378 0.002 100 50 0.01 +15 2694.98895978 2698.84808105 0.002 100 50 0.01 +16 2694.03376066 2696.62347727 0.002 100 50 0.01 +17 2692.32543818 2692.07551461 0.002 100 50 0.01 +18 2690.35796042 2692.47585155 0.002 100 50 0.01 +19 2689.11909106 2696.55978224 0.002 100 50 0.01 +20 2688.80168649 2693.57868097 0.002 100 50 0.01 +21 2687.97606413 2689.10200223 0.002 100 50 0.01 +22 2687.21061493 2689.8560728 0.002 100 50 0.01 +23 2686.39613047 2688.89065207 0.002 100 50 0.01 +24 2684.67145542 2686.5236485 0.002 100 50 0.01 +25 2685.05735943 2686.45387563 0.002 100 50 0.01 +26 2683.43261807 2689.53369747 0.002 100 50 0.01 +27 2682.81121318 2688.80866751 0.002 100 50 0.01 +28 2682.38105442 2686.97023772 0.002 100 50 0.01 +29 2681.30378805 2685.3798282 0.002 100 50 0.01 +30 2681.35866921 2687.49167541 0.002 100 50 0.01 +31 2680.37006225 2684.87860609 0.002 100 50 0.01 +32 2679.37828302 2685.68074295 0.002 100 50 0.01 +33 2679.96475551 2682.14887537 0.002 100 50 0.01 +34 2678.54699981 2680.18832765 0.002 100 50 0.01 +35 2678.51082194 2680.21152614 0.002 100 50 0.01 +36 2678.08408088 2682.21668718 0.002 100 50 0.01 +37 2678.10251857 2678.35586227 0.002 100 50 0.01 +38 2677.80892997 2686.55071496 0.002 100 50 0.01 +39 2676.7783344 2679.87758238 0.002 100 50 0.01 +40 2677.19677052 2678.91240767 0.002 100 50 0.01 +41 2676.61432333 2679.24945804 0.002 100 50 0.01 +42 2675.88887257 2675.88287225 0.002 100 50 0.01 +43 2675.8407175 2678.5569982 0.002 100 50 0.01 +44 2675.77837675 2677.61754087 0.002 100 50 0.01 +45 2674.92475297 2677.78274332 0.002 100 50 0.01 +46 2674.54836282 2677.5308084 0.002 100 50 0.01 +47 2675.18812481 2677.47757687 0.002 100 50 0.01 +48 2674.13373875 2681.1560432 0.002 100 50 0.01 +49 2674.20268232 2675.25388944 0.002 100 50 0.01 diff --git a/param_sweep/paramsweep_0.002lr_100bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_100bs_50e_0.05k.tsv new file mode 100644 index 0000000..24c0bdb --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2912.83769216 2932.7514317 0.002 100 50 0.05 +1 2780.09549122 2787.65094566 0.002 100 50 0.05 +2 2754.36044774 2756.8141665 0.002 100 50 0.05 +3 2741.37181977 2740.15450881 0.002 100 50 0.05 +4 2732.24323375 2733.7941087 0.002 100 50 0.05 +5 2725.06152813 2724.74703997 0.002 100 50 0.05 +6 2719.43506876 2725.31583814 0.002 100 50 0.05 +7 2714.14447632 2718.44727496 0.002 100 50 0.05 +8 2711.70919049 2714.11673423 0.002 100 50 0.05 +9 2708.23984183 2710.32655466 0.002 100 50 0.05 +10 2704.95846564 2707.84865522 0.002 100 50 0.05 +11 2702.45801287 2704.26131356 0.002 100 50 0.05 +12 2700.33400777 2702.43029155 0.002 100 50 0.05 +13 2699.30693353 2699.71027697 0.002 100 50 0.05 +14 2696.38852303 2699.43471269 0.002 100 50 0.05 +15 2694.80964711 2697.89589106 0.002 100 50 0.05 +16 2694.05763534 2696.32992921 0.002 100 50 0.05 +17 2692.28287972 2692.35150368 0.002 100 50 0.05 +18 2690.27524673 2693.25901593 0.002 100 50 0.05 +19 2689.12253497 2694.46238461 0.002 100 50 0.05 +20 2688.75597783 2692.39132288 0.002 100 50 0.05 +21 2687.72223271 2690.88627388 0.002 100 50 0.05 +22 2687.07552452 2691.47189862 0.002 100 50 0.05 +23 2686.22195799 2688.15486031 0.002 100 50 0.05 +24 2684.59015885 2686.49911213 0.002 100 50 0.05 +25 2684.89755433 2686.32693557 0.002 100 50 0.05 +26 2683.35280942 2688.62285688 0.002 100 50 0.05 +27 2682.87583949 2689.35029512 0.002 100 50 0.05 +28 2682.26706269 2685.74462937 0.002 100 50 0.05 +29 2681.30184768 2685.11467047 0.002 100 50 0.05 +30 2681.27896364 2686.28855881 0.002 100 50 0.05 +31 2680.24432952 2683.24011674 0.002 100 50 0.05 +32 2679.27438914 2686.73120864 0.002 100 50 0.05 +33 2680.01768563 2684.3644226 0.002 100 50 0.05 +34 2678.5936696 2679.50530341 0.002 100 50 0.05 +35 2678.59035109 2683.07939752 0.002 100 50 0.05 +36 2677.97656896 2682.14747914 0.002 100 50 0.05 +37 2678.08932606 2678.30916839 0.002 100 50 0.05 +38 2677.50834596 2688.44314231 0.002 100 50 0.05 +39 2676.71538359 2679.47417384 0.002 100 50 0.05 +40 2677.24237419 2679.36484832 0.002 100 50 0.05 +41 2676.64622083 2680.57469583 0.002 100 50 0.05 +42 2675.86922233 2676.59111393 0.002 100 50 0.05 +43 2675.97228393 2678.99559006 0.002 100 50 0.05 +44 2676.00718587 2679.20004687 0.002 100 50 0.05 +45 2674.93960405 2676.22493287 0.002 100 50 0.05 +46 2674.57350651 2677.23806512 0.002 100 50 0.05 +47 2675.09194998 2675.74293813 0.002 100 50 0.05 +48 2674.09845795 2680.72352498 0.002 100 50 0.05 +49 2673.97751256 2674.73473818 0.002 100 50 0.05 diff --git a/param_sweep/paramsweep_0.002lr_100bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_100bs_50e_0.1k.tsv new file mode 100644 index 0000000..76f1297 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2913.59894745 2937.37849733 0.002 100 50 0.1 +1 2780.17227038 2787.37464803 0.002 100 50 0.1 +2 2754.41146441 2757.07796909 0.002 100 50 0.1 +3 2741.48180796 2742.39470584 0.002 100 50 0.1 +4 2732.37347485 2732.74741995 0.002 100 50 0.1 +5 2725.06031409 2725.99458269 0.002 100 50 0.1 +6 2719.38097235 2729.87107835 0.002 100 50 0.1 +7 2714.03916666 2720.07184036 0.002 100 50 0.1 +8 2711.62818508 2713.28118558 0.002 100 50 0.1 +9 2708.1774707 2711.03298186 0.002 100 50 0.1 +10 2704.93475368 2708.36007521 0.002 100 50 0.1 +11 2702.48775077 2705.46190053 0.002 100 50 0.1 +12 2700.44793417 2701.89397108 0.002 100 50 0.1 +13 2699.12270934 2700.92905918 0.002 100 50 0.1 +14 2696.39535219 2701.30758311 0.002 100 50 0.1 +15 2694.95121247 2697.93435465 0.002 100 50 0.1 +16 2694.02583966 2698.18373659 0.002 100 50 0.1 +17 2692.26760728 2691.38149517 0.002 100 50 0.1 +18 2690.34725483 2693.60356417 0.002 100 50 0.1 +19 2689.12995839 2695.52399487 0.002 100 50 0.1 +20 2688.88178287 2692.10057053 0.002 100 50 0.1 +21 2688.01871168 2690.25444775 0.002 100 50 0.1 +22 2687.22069571 2689.34953609 0.002 100 50 0.1 +23 2686.39265422 2687.72827335 0.002 100 50 0.1 +24 2684.74483318 2688.27440659 0.002 100 50 0.1 +25 2685.12707062 2687.62812248 0.002 100 50 0.1 +26 2683.48457915 2688.50652178 0.002 100 50 0.1 +27 2682.92293202 2689.14181349 0.002 100 50 0.1 +28 2682.57308164 2685.25086126 0.002 100 50 0.1 +29 2681.35164739 2686.58327436 0.002 100 50 0.1 +30 2681.50352968 2685.82888216 0.002 100 50 0.1 +31 2680.43278009 2686.54814425 0.002 100 50 0.1 +32 2679.43501494 2687.56924958 0.002 100 50 0.1 +33 2680.1093293 2681.47097294 0.002 100 50 0.1 +34 2678.6155965 2681.25343197 0.002 100 50 0.1 +35 2678.68133071 2681.83630254 0.002 100 50 0.1 +36 2678.33251632 2682.40223125 0.002 100 50 0.1 +37 2678.26932767 2677.70055896 0.002 100 50 0.1 +38 2677.84496266 2688.12955278 0.002 100 50 0.1 +39 2676.92829458 2679.95215777 0.002 100 50 0.1 +40 2677.32041181 2679.34336582 0.002 100 50 0.1 +41 2676.7078206 2679.46377896 0.002 100 50 0.1 +42 2675.99911722 2677.45119101 0.002 100 50 0.1 +43 2676.12027553 2677.46438114 0.002 100 50 0.1 +44 2675.89135327 2677.10800679 0.002 100 50 0.1 +45 2675.08408475 2677.25584537 0.002 100 50 0.1 +46 2674.71353455 2677.0211268 0.002 100 50 0.1 +47 2675.28060294 2677.05174894 0.002 100 50 0.1 +48 2674.19529629 2681.25005462 0.002 100 50 0.1 +49 2674.25955009 2675.69297332 0.002 100 50 0.1 diff --git a/param_sweep/paramsweep_0.002lr_100bs_50e_1k.tsv b/param_sweep/paramsweep_0.002lr_100bs_50e_1k.tsv new file mode 100644 index 0000000..fb667a5 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_100bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2912.5205828 2937.81505017 0.002 100 50 1.0 +1 2780.07455867 2787.92842292 0.002 100 50 1.0 +2 2754.30629323 2756.07641788 0.002 100 50 1.0 +3 2741.3314621 2741.29010395 0.002 100 50 1.0 +4 2732.22542604 2734.0650385 0.002 100 50 1.0 +5 2725.07420021 2725.24654935 0.002 100 50 1.0 +6 2719.44524823 2725.51273546 0.002 100 50 1.0 +7 2714.18870506 2719.79957829 0.002 100 50 1.0 +8 2711.71082156 2713.41422682 0.002 100 50 1.0 +9 2708.20066788 2710.97570917 0.002 100 50 1.0 +10 2704.97450599 2707.83144447 0.002 100 50 1.0 +11 2702.4777851 2704.18923839 0.002 100 50 1.0 +12 2700.36654689 2702.08564528 0.002 100 50 1.0 +13 2699.16962454 2700.56920943 0.002 100 50 1.0 +14 2696.45025276 2698.57833226 0.002 100 50 1.0 +15 2694.85593753 2696.57607665 0.002 100 50 1.0 +16 2694.03546316 2697.7020322 0.002 100 50 1.0 +17 2692.20730864 2693.15908819 0.002 100 50 1.0 +18 2690.26071143 2692.96350588 0.002 100 50 1.0 +19 2689.04242128 2694.78410593 0.002 100 50 1.0 +20 2688.73324912 2692.23433532 0.002 100 50 1.0 +21 2687.72578671 2690.46047023 0.002 100 50 1.0 +22 2687.11566321 2690.56271753 0.002 100 50 1.0 +23 2686.26484467 2688.2993066 0.002 100 50 1.0 +24 2684.51974302 2687.12133229 0.002 100 50 1.0 +25 2684.89234693 2686.18302564 0.002 100 50 1.0 +26 2683.35386037 2689.83955433 0.002 100 50 1.0 +27 2682.8733154 2687.81894382 0.002 100 50 1.0 +28 2682.35679048 2685.40476555 0.002 100 50 1.0 +29 2681.29965145 2683.79571125 0.002 100 50 1.0 +30 2681.20891694 2684.80498019 0.002 100 50 1.0 +31 2680.37563311 2682.22822107 0.002 100 50 1.0 +32 2679.24631382 2686.05810734 0.002 100 50 1.0 +33 2679.97096781 2681.45546231 0.002 100 50 1.0 +34 2678.62256484 2679.10995618 0.002 100 50 1.0 +35 2678.61690305 2682.41980751 0.002 100 50 1.0 +36 2678.01931909 2681.68424075 0.002 100 50 1.0 +37 2678.14787221 2678.19377157 0.002 100 50 1.0 +38 2677.58497736 2688.24739334 0.002 100 50 1.0 +39 2676.85227949 2679.93165743 0.002 100 50 1.0 +40 2677.31427401 2681.03108755 0.002 100 50 1.0 +41 2676.67372931 2680.08145381 0.002 100 50 1.0 +42 2675.92762121 2677.01786755 0.002 100 50 1.0 +43 2675.9411993 2679.09589638 0.002 100 50 1.0 +44 2676.01940035 2679.05152628 0.002 100 50 1.0 +45 2674.92370054 2676.87600644 0.002 100 50 1.0 +46 2674.80593359 2678.86951874 0.002 100 50 1.0 +47 2675.08848727 2677.77331473 0.002 100 50 1.0 +48 2674.1603854 2678.35802172 0.002 100 50 1.0 +49 2674.04906308 2675.89537104 0.002 100 50 1.0 diff --git a/param_sweep/paramsweep_0.002lr_128bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_128bs_100e_0.01k.tsv new file mode 100644 index 0000000..b95d57d --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2937.5947261 3141.54455123 0.002 128 100 0.01 +1 2789.53173426 2797.20662559 0.002 128 100 0.01 +2 2761.3459434 2777.864002 0.002 128 100 0.01 +3 2746.83454639 2763.80251591 0.002 128 100 0.01 +4 2737.42904583 2742.4192324 0.002 128 100 0.01 +5 2729.49950954 2737.214137 0.002 128 100 0.01 +6 2723.34554227 2728.20813805 0.002 128 100 0.01 +7 2718.50810231 2722.09895444 0.002 128 100 0.01 +8 2714.66349773 2717.66960258 0.002 128 100 0.01 +9 2711.28468457 2717.68949467 0.002 128 100 0.01 +10 2707.78576949 2712.58359832 0.002 128 100 0.01 +11 2705.3347889 2710.07188144 0.002 128 100 0.01 +12 2702.88586897 2713.98118623 0.002 128 100 0.01 +13 2700.81288428 2702.90763409 0.002 128 100 0.01 +14 2698.24791883 2703.54808403 0.002 128 100 0.01 +15 2696.51195122 2700.26850941 0.002 128 100 0.01 +16 2695.11523303 2698.96925929 0.002 128 100 0.01 +17 2693.35982435 2700.71179503 0.002 128 100 0.01 +18 2691.68447188 2693.2378882 0.002 128 100 0.01 +19 2690.26387063 2694.06248693 0.002 128 100 0.01 +20 2689.60222622 2691.94497453 0.002 128 100 0.01 +21 2688.24878036 2691.07280666 0.002 128 100 0.01 +22 2687.69556411 2692.64632239 0.002 128 100 0.01 +23 2686.46340993 2691.30824551 0.002 128 100 0.01 +24 2684.91903747 2687.4238482 0.002 128 100 0.01 +25 2684.83213528 2691.23040947 0.002 128 100 0.01 +26 2683.83437028 2688.08168628 0.002 128 100 0.01 +27 2682.36412432 2683.30897233 0.002 128 100 0.01 +28 2682.09783952 2686.94448205 0.002 128 100 0.01 +29 2681.44916693 2687.38009754 0.002 128 100 0.01 +30 2680.15457066 2683.50767526 0.002 128 100 0.01 +31 2679.75610424 2682.8150189 0.002 128 100 0.01 +32 2679.22176704 2683.55329968 0.002 128 100 0.01 +33 2679.59569477 2684.95066119 0.002 128 100 0.01 +34 2678.33906319 2684.3118306 0.002 128 100 0.01 +35 2677.61837026 2680.42776378 0.002 128 100 0.01 +36 2677.81721765 2680.98274491 0.002 128 100 0.01 +37 2677.0087146 2679.00895431 0.002 128 100 0.01 +38 2677.14456943 2682.3183169 0.002 128 100 0.01 +39 2676.22984783 2681.23065641 0.002 128 100 0.01 +40 2675.88715072 2681.17382112 0.002 128 100 0.01 +41 2675.35292471 2679.29562535 0.002 128 100 0.01 +42 2674.53482252 2679.55331929 0.002 128 100 0.01 +43 2674.1175834 2676.41651044 0.002 128 100 0.01 +44 2674.05486094 2680.01501301 0.002 128 100 0.01 +45 2673.79636413 2675.39136909 0.002 128 100 0.01 +46 2673.0852437 2676.58059582 0.002 128 100 0.01 +47 2673.38400415 2676.66476458 0.002 128 100 0.01 +48 2672.50697423 2678.53446071 0.002 128 100 0.01 +49 2672.82119722 2679.0566831 0.002 128 100 0.01 +50 2671.71189326 2673.5265273 0.002 128 100 0.01 +51 2671.16581729 2673.57823563 0.002 128 100 0.01 +52 2671.91483141 2674.04189789 0.002 128 100 0.01 +53 2671.89604384 2674.6369797 0.002 128 100 0.01 +54 2671.40389831 2674.33052019 0.002 128 100 0.01 +55 2671.3564167 2671.43970427 0.002 128 100 0.01 +56 2670.21995457 2674.52787124 0.002 128 100 0.01 +57 2670.87886462 2674.44348075 0.002 128 100 0.01 +58 2670.24028601 2675.63693908 0.002 128 100 0.01 +59 2670.89533622 2675.66919272 0.002 128 100 0.01 +60 2670.69581118 2672.41805978 0.002 128 100 0.01 +61 2669.56540743 2672.63113759 0.002 128 100 0.01 +62 2669.89443134 2673.71529935 0.002 128 100 0.01 +63 2669.4440385 2673.4774275 0.002 128 100 0.01 +64 2670.20817002 2673.81201032 0.002 128 100 0.01 +65 2669.17298301 2673.89060073 0.002 128 100 0.01 +66 2669.0438606 2669.95602948 0.002 128 100 0.01 +67 2669.19242239 2671.80282914 0.002 128 100 0.01 +68 2669.76653906 2675.59798302 0.002 128 100 0.01 +69 2669.08693811 2672.58595617 0.002 128 100 0.01 +70 2668.39684295 2670.06109818 0.002 128 100 0.01 +71 2668.04547946 2670.71865664 0.002 128 100 0.01 +72 2667.73179655 2669.10545848 0.002 128 100 0.01 +73 2668.75614686 2671.81663452 0.002 128 100 0.01 +74 2667.59055208 2671.95339248 0.002 128 100 0.01 +75 2667.35294357 2671.99950145 0.002 128 100 0.01 +76 2668.00302111 2673.25621182 0.002 128 100 0.01 +77 2667.22569964 2667.79517162 0.002 128 100 0.01 +78 2667.61379023 2667.8308633 0.002 128 100 0.01 +79 2666.86219785 2669.85351562 0.002 128 100 0.01 +80 2666.77224572 2669.17093952 0.002 128 100 0.01 +81 2666.5639616 2667.77311494 0.002 128 100 0.01 +82 2665.85164158 2669.56025325 0.002 128 100 0.01 +83 2667.21862042 2669.19154583 0.002 128 100 0.01 +84 2667.21629716 2670.72328551 0.002 128 100 0.01 +85 2666.9338948 2670.03079486 0.002 128 100 0.01 +86 2667.23066945 2672.82495817 0.002 128 100 0.01 +87 2666.44183145 2667.38175798 0.002 128 100 0.01 +88 2666.90187043 2671.56455629 0.002 128 100 0.01 +89 2666.17296586 2669.158444 0.002 128 100 0.01 +90 2666.54492258 2667.27330913 0.002 128 100 0.01 +91 2665.75745146 2671.69442556 0.002 128 100 0.01 +92 2665.80732193 2669.35045616 0.002 128 100 0.01 +93 2665.58397314 2668.62527448 0.002 128 100 0.01 +94 2666.51865563 2668.65533972 0.002 128 100 0.01 +95 2666.32403102 2667.29475803 0.002 128 100 0.01 +96 2665.76351348 2669.33964349 0.002 128 100 0.01 +97 2666.2802122 2667.80829406 0.002 128 100 0.01 +98 2665.08429359 2671.77503678 0.002 128 100 0.01 +99 2666.29191842 2666.61956962 0.002 128 100 0.01 diff --git a/param_sweep/paramsweep_0.002lr_128bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_128bs_100e_0.05k.tsv new file mode 100644 index 0000000..446a026 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2937.39491993 3167.28875581 0.002 128 100 0.05 +1 2789.40679117 2797.85521714 0.002 128 100 0.05 +2 2761.21423227 2777.72395071 0.002 128 100 0.05 +3 2746.70827581 2762.90270879 0.002 128 100 0.05 +4 2737.32876304 2743.93614952 0.002 128 100 0.05 +5 2729.42737949 2736.71810254 0.002 128 100 0.05 +6 2723.24181386 2727.20645614 0.002 128 100 0.05 +7 2718.44500349 2723.54112579 0.002 128 100 0.05 +8 2714.62689887 2716.80466136 0.002 128 100 0.05 +9 2711.25791518 2719.23396561 0.002 128 100 0.05 +10 2707.75287888 2712.24010367 0.002 128 100 0.05 +11 2705.320516 2710.20495722 0.002 128 100 0.05 +12 2702.82491668 2712.61184862 0.002 128 100 0.05 +13 2700.83080326 2702.79428842 0.002 128 100 0.05 +14 2698.19681827 2703.01292265 0.002 128 100 0.05 +15 2696.48179802 2699.29408115 0.002 128 100 0.05 +16 2695.07395923 2699.65889167 0.002 128 100 0.05 +17 2693.36219067 2701.11845022 0.002 128 100 0.05 +18 2691.69196578 2694.5554666 0.002 128 100 0.05 +19 2690.24082469 2694.67479022 0.002 128 100 0.05 +20 2689.61222151 2691.80269936 0.002 128 100 0.05 +21 2688.1713724 2689.94112243 0.002 128 100 0.05 +22 2687.66700391 2692.09690889 0.002 128 100 0.05 +23 2686.40196987 2691.6808013 0.002 128 100 0.05 +24 2684.87281269 2687.05363998 0.002 128 100 0.05 +25 2684.78251677 2691.5498411 0.002 128 100 0.05 +26 2683.76101849 2688.59695931 0.002 128 100 0.05 +27 2682.3693837 2683.63059423 0.002 128 100 0.05 +28 2682.07753326 2686.87328962 0.002 128 100 0.05 +29 2681.49612609 2687.2370274 0.002 128 100 0.05 +30 2680.14532172 2683.76634295 0.002 128 100 0.05 +31 2679.73205355 2682.00979363 0.002 128 100 0.05 +32 2679.14912679 2684.56616398 0.002 128 100 0.05 +33 2679.5911986 2684.90513526 0.002 128 100 0.05 +34 2678.35257125 2684.27357661 0.002 128 100 0.05 +35 2677.67797214 2680.36584496 0.002 128 100 0.05 +36 2677.86903187 2682.09105558 0.002 128 100 0.05 +37 2677.0107286 2678.22900251 0.002 128 100 0.05 +38 2677.11659718 2682.37439128 0.002 128 100 0.05 +39 2676.29510263 2681.98478999 0.002 128 100 0.05 +40 2675.89956813 2679.62125947 0.002 128 100 0.05 +41 2675.32694468 2678.84299004 0.002 128 100 0.05 +42 2674.54915052 2677.9609515 0.002 128 100 0.05 +43 2674.13218507 2676.07719138 0.002 128 100 0.05 +44 2674.06273141 2679.87211046 0.002 128 100 0.05 +45 2673.84778282 2675.63880118 0.002 128 100 0.05 +46 2673.1132168 2675.21017987 0.002 128 100 0.05 +47 2673.40689172 2675.82687255 0.002 128 100 0.05 +48 2672.54991497 2677.32687069 0.002 128 100 0.05 +49 2672.84257648 2677.65210381 0.002 128 100 0.05 +50 2671.75619601 2674.61987165 0.002 128 100 0.05 +51 2671.21742677 2674.48338677 0.002 128 100 0.05 +52 2671.90504452 2674.84768239 0.002 128 100 0.05 +53 2671.95352598 2674.58607708 0.002 128 100 0.05 +54 2671.4685941 2673.77632798 0.002 128 100 0.05 +55 2671.37183891 2671.52264299 0.002 128 100 0.05 +56 2670.19339003 2675.35070964 0.002 128 100 0.05 +57 2670.90940806 2674.65908959 0.002 128 100 0.05 +58 2670.28973353 2675.83799239 0.002 128 100 0.05 +59 2670.92072562 2675.24096353 0.002 128 100 0.05 +60 2670.75511946 2671.86766551 0.002 128 100 0.05 +61 2669.59744105 2672.08124094 0.002 128 100 0.05 +62 2669.99830144 2674.05735624 0.002 128 100 0.05 +63 2669.49131279 2674.15144935 0.002 128 100 0.05 +64 2670.2213996 2673.44048197 0.002 128 100 0.05 +65 2669.32904868 2673.75840441 0.002 128 100 0.05 +66 2669.15931373 2670.10433207 0.002 128 100 0.05 +67 2669.24785894 2670.98639021 0.002 128 100 0.05 +68 2669.83368004 2674.29448868 0.002 128 100 0.05 +69 2669.11134695 2673.43698604 0.002 128 100 0.05 +70 2668.40982639 2670.27761403 0.002 128 100 0.05 +71 2668.11698413 2671.00080945 0.002 128 100 0.05 +72 2667.80774757 2669.43327072 0.002 128 100 0.05 +73 2668.74284242 2673.543577 0.002 128 100 0.05 +74 2667.52864675 2671.20813105 0.002 128 100 0.05 +75 2667.46378582 2673.01447712 0.002 128 100 0.05 +76 2667.99975991 2672.09508274 0.002 128 100 0.05 +77 2667.29407056 2667.44971823 0.002 128 100 0.05 +78 2667.58180493 2667.65982342 0.002 128 100 0.05 +79 2666.87946145 2670.28313731 0.002 128 100 0.05 +80 2666.80383657 2669.53590501 0.002 128 100 0.05 +81 2666.50235963 2669.17325068 0.002 128 100 0.05 +82 2665.95240975 2668.48112788 0.002 128 100 0.05 +83 2667.28932018 2668.74975446 0.002 128 100 0.05 +84 2667.25391976 2670.15163794 0.002 128 100 0.05 +85 2666.98029207 2670.94966128 0.002 128 100 0.05 +86 2667.26436537 2673.47712454 0.002 128 100 0.05 +87 2666.41754186 2667.59304185 0.002 128 100 0.05 +88 2666.95493112 2671.59196166 0.002 128 100 0.05 +89 2666.19395379 2669.21479707 0.002 128 100 0.05 +90 2666.60907821 2667.59048048 0.002 128 100 0.05 +91 2665.84436794 2672.64387959 0.002 128 100 0.05 +92 2665.81224211 2668.99901644 0.002 128 100 0.05 +93 2665.71091268 2668.26283722 0.002 128 100 0.05 +94 2666.52511591 2668.30845744 0.002 128 100 0.05 +95 2666.38807173 2668.01559699 0.002 128 100 0.05 +96 2665.86237946 2668.07894798 0.002 128 100 0.05 +97 2666.31053266 2667.29162621 0.002 128 100 0.05 +98 2665.13928906 2670.23143131 0.002 128 100 0.05 +99 2666.42170709 2667.02623928 0.002 128 100 0.05 diff --git a/param_sweep/paramsweep_0.002lr_128bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_128bs_100e_0.1k.tsv new file mode 100644 index 0000000..3773374 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2937.62244616 3149.89833854 0.002 128 100 0.1 +1 2789.3875171 2797.01433894 0.002 128 100 0.1 +2 2761.21694954 2776.20038577 0.002 128 100 0.1 +3 2746.75172685 2762.78660382 0.002 128 100 0.1 +4 2737.27650076 2744.88541449 0.002 128 100 0.1 +5 2729.36529164 2734.34518964 0.002 128 100 0.1 +6 2723.22860931 2727.0447809 0.002 128 100 0.1 +7 2718.35638916 2721.90620332 0.002 128 100 0.1 +8 2714.47758977 2716.80008431 0.002 128 100 0.1 +9 2711.19814814 2718.48971015 0.002 128 100 0.1 +10 2707.66819007 2713.07409971 0.002 128 100 0.1 +11 2705.22650474 2710.10732665 0.002 128 100 0.1 +12 2702.71999493 2714.25106572 0.002 128 100 0.1 +13 2700.77041403 2701.44875101 0.002 128 100 0.1 +14 2698.18211729 2703.22357913 0.002 128 100 0.1 +15 2696.44203638 2699.23969194 0.002 128 100 0.1 +16 2695.19433425 2698.10226925 0.002 128 100 0.1 +17 2693.41054838 2701.75944073 0.002 128 100 0.1 +18 2691.69092749 2693.62636448 0.002 128 100 0.1 +19 2690.26378327 2694.62539492 0.002 128 100 0.1 +20 2689.62979356 2693.0813203 0.002 128 100 0.1 +21 2688.17397687 2690.0462042 0.002 128 100 0.1 +22 2687.77673616 2691.47238924 0.002 128 100 0.1 +23 2686.39404022 2691.12513304 0.002 128 100 0.1 +24 2684.91769932 2686.563386 0.002 128 100 0.1 +25 2684.86309798 2690.98484788 0.002 128 100 0.1 +26 2683.74929173 2688.58208913 0.002 128 100 0.1 +27 2682.31517535 2685.12960833 0.002 128 100 0.1 +28 2682.05461796 2686.89083226 0.002 128 100 0.1 +29 2681.40520657 2685.40848321 0.002 128 100 0.1 +30 2680.13746746 2683.89778817 0.002 128 100 0.1 +31 2679.64422258 2682.07594174 0.002 128 100 0.1 +32 2679.18425521 2684.35907298 0.002 128 100 0.1 +33 2679.58925893 2684.71289203 0.002 128 100 0.1 +34 2678.31338161 2683.27195212 0.002 128 100 0.1 +35 2677.78662856 2679.98692984 0.002 128 100 0.1 +36 2677.88036004 2681.4575102 0.002 128 100 0.1 +37 2676.98266065 2678.96637815 0.002 128 100 0.1 +38 2677.18833539 2682.46092303 0.002 128 100 0.1 +39 2676.25998157 2681.62553076 0.002 128 100 0.1 +40 2675.82441055 2680.95016264 0.002 128 100 0.1 +41 2675.38626502 2680.01264023 0.002 128 100 0.1 +42 2674.51204498 2678.50742085 0.002 128 100 0.1 +43 2674.13127153 2676.68394246 0.002 128 100 0.1 +44 2674.0351216 2679.69202617 0.002 128 100 0.1 +45 2673.75543962 2675.4955952 0.002 128 100 0.1 +46 2673.08231832 2676.29619719 0.002 128 100 0.1 +47 2673.4925911 2675.50915457 0.002 128 100 0.1 +48 2672.53632562 2677.77841041 0.002 128 100 0.1 +49 2672.90150105 2678.74565262 0.002 128 100 0.1 +50 2671.77039426 2675.00705627 0.002 128 100 0.1 +51 2671.25641457 2674.29456103 0.002 128 100 0.1 +52 2672.01641596 2674.98733783 0.002 128 100 0.1 +53 2671.85752165 2673.29344863 0.002 128 100 0.1 +54 2671.583702 2672.33793264 0.002 128 100 0.1 +55 2671.28102811 2674.20258444 0.002 128 100 0.1 +56 2670.29165846 2675.26602692 0.002 128 100 0.1 +57 2670.91922065 2675.54817553 0.002 128 100 0.1 +58 2670.29057317 2677.24764122 0.002 128 100 0.1 +59 2670.91899672 2678.53204591 0.002 128 100 0.1 +60 2670.70666687 2672.26719488 0.002 128 100 0.1 +61 2669.66851254 2671.85645418 0.002 128 100 0.1 +62 2669.97917454 2676.11859073 0.002 128 100 0.1 +63 2669.43492896 2673.24378352 0.002 128 100 0.1 +64 2670.24167541 2673.80820023 0.002 128 100 0.1 +65 2669.22032954 2673.05703881 0.002 128 100 0.1 +66 2669.09003827 2670.93364136 0.002 128 100 0.1 +67 2669.21854212 2672.19451426 0.002 128 100 0.1 +68 2669.79829329 2675.24436703 0.002 128 100 0.1 +69 2668.97558568 2674.90252254 0.002 128 100 0.1 +70 2668.41749536 2670.03192734 0.002 128 100 0.1 +71 2668.08206427 2671.27247447 0.002 128 100 0.1 +72 2667.88931448 2668.46068542 0.002 128 100 0.1 +73 2668.72123768 2672.14697546 0.002 128 100 0.1 +74 2667.56556339 2671.46363518 0.002 128 100 0.1 +75 2667.47639428 2673.91227696 0.002 128 100 0.1 +76 2667.9946259 2672.04687173 0.002 128 100 0.1 +77 2667.33279858 2667.64913351 0.002 128 100 0.1 +78 2667.6764016 2669.64311355 0.002 128 100 0.1 +79 2666.89665903 2671.87824245 0.002 128 100 0.1 +80 2666.76125262 2669.3610317 0.002 128 100 0.1 +81 2666.59874916 2668.28122853 0.002 128 100 0.1 +82 2665.96660961 2669.31144128 0.002 128 100 0.1 +83 2667.34916539 2668.43621674 0.002 128 100 0.1 +84 2667.28371516 2671.9104424 0.002 128 100 0.1 +85 2667.0005 2670.66917358 0.002 128 100 0.1 +86 2667.18088372 2670.6162917 0.002 128 100 0.1 +87 2666.46653681 2667.80961419 0.002 128 100 0.1 +88 2666.98693719 2671.76760567 0.002 128 100 0.1 +89 2666.14838612 2669.81951939 0.002 128 100 0.1 +90 2666.5185143 2666.97352031 0.002 128 100 0.1 +91 2665.79930245 2671.84581236 0.002 128 100 0.1 +92 2665.76068334 2668.82729081 0.002 128 100 0.1 +93 2665.73142651 2668.82963232 0.002 128 100 0.1 +94 2666.63107353 2668.75006862 0.002 128 100 0.1 +95 2666.36032537 2667.16281285 0.002 128 100 0.1 +96 2665.91312098 2667.1408318 0.002 128 100 0.1 +97 2666.39832898 2667.54429308 0.002 128 100 0.1 +98 2665.1633182 2669.18709108 0.002 128 100 0.1 +99 2666.51360716 2667.10127588 0.002 128 100 0.1 diff --git a/param_sweep/paramsweep_0.002lr_128bs_100e_1k.tsv b/param_sweep/paramsweep_0.002lr_128bs_100e_1k.tsv new file mode 100644 index 0000000..902b597 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2937.46220673 3167.92127562 0.002 128 100 1.0 +1 2789.41853603 2798.14412559 0.002 128 100 1.0 +2 2761.20825424 2778.26792683 0.002 128 100 1.0 +3 2746.69482528 2762.10932785 0.002 128 100 1.0 +4 2737.31877934 2743.83820059 0.002 128 100 1.0 +5 2729.4209196 2736.01041962 0.002 128 100 1.0 +6 2723.22219401 2727.6616281 0.002 128 100 1.0 +7 2718.40727089 2722.57289208 0.002 128 100 1.0 +8 2714.61010325 2717.06833603 0.002 128 100 1.0 +9 2711.27728174 2717.71872573 0.002 128 100 1.0 +10 2707.71171822 2712.12887777 0.002 128 100 1.0 +11 2705.32534076 2710.22464952 0.002 128 100 1.0 +12 2702.8308924 2713.71665356 0.002 128 100 1.0 +13 2700.84431627 2704.19801859 0.002 128 100 1.0 +14 2698.2487939 2704.08093939 0.002 128 100 1.0 +15 2696.50034809 2699.19699674 0.002 128 100 1.0 +16 2695.11489733 2699.86196438 0.002 128 100 1.0 +17 2693.38660753 2700.96957672 0.002 128 100 1.0 +18 2691.72388165 2693.75954623 0.002 128 100 1.0 +19 2690.28155322 2693.86865841 0.002 128 100 1.0 +20 2689.63653779 2692.60529696 0.002 128 100 1.0 +21 2688.21322624 2690.09660967 0.002 128 100 1.0 +22 2687.69094144 2692.43768859 0.002 128 100 1.0 +23 2686.45299983 2692.4681002 0.002 128 100 1.0 +24 2684.8973996 2687.42383373 0.002 128 100 1.0 +25 2684.81691985 2691.34346851 0.002 128 100 1.0 +26 2683.83650354 2687.4836155 0.002 128 100 1.0 +27 2682.37073173 2683.28328668 0.002 128 100 1.0 +28 2682.06483125 2686.82088107 0.002 128 100 1.0 +29 2681.51004066 2686.37527775 0.002 128 100 1.0 +30 2680.14761051 2684.11350205 0.002 128 100 1.0 +31 2679.7535046 2682.41374974 0.002 128 100 1.0 +32 2679.19540867 2684.02681252 0.002 128 100 1.0 +33 2679.5570789 2684.3368291 0.002 128 100 1.0 +34 2678.40433674 2684.53767188 0.002 128 100 1.0 +35 2677.73300765 2680.56179885 0.002 128 100 1.0 +36 2677.86583857 2681.45857265 0.002 128 100 1.0 +37 2677.01723851 2679.3016005 0.002 128 100 1.0 +38 2677.18722271 2681.86952387 0.002 128 100 1.0 +39 2676.2822179 2680.28705569 0.002 128 100 1.0 +40 2675.91361935 2681.21197755 0.002 128 100 1.0 +41 2675.43342555 2679.87373962 0.002 128 100 1.0 +42 2674.58640685 2678.84100003 0.002 128 100 1.0 +43 2674.1550847 2676.8608039 0.002 128 100 1.0 +44 2674.07942095 2679.27023566 0.002 128 100 1.0 +45 2673.88787876 2675.73076424 0.002 128 100 1.0 +46 2673.14344013 2675.64809626 0.002 128 100 1.0 +47 2673.44250995 2675.97519148 0.002 128 100 1.0 +48 2672.57140456 2677.6823357 0.002 128 100 1.0 +49 2672.90425883 2677.81274134 0.002 128 100 1.0 +50 2671.75874762 2674.96650325 0.002 128 100 1.0 +51 2671.24822887 2673.60262402 0.002 128 100 1.0 +52 2671.94873672 2675.2084004 0.002 128 100 1.0 +53 2671.96646935 2673.69356477 0.002 128 100 1.0 +54 2671.52777673 2674.12898934 0.002 128 100 1.0 +55 2671.41320984 2672.59942779 0.002 128 100 1.0 +56 2670.30318033 2675.86938943 0.002 128 100 1.0 +57 2670.92774981 2676.0769099 0.002 128 100 1.0 +58 2670.2865825 2676.44002963 0.002 128 100 1.0 +59 2670.9709434 2675.14302066 0.002 128 100 1.0 +60 2670.7375223 2672.44211113 0.002 128 100 1.0 +61 2669.59144751 2672.59235424 0.002 128 100 1.0 +62 2670.05773167 2673.85220996 0.002 128 100 1.0 +63 2669.57945879 2673.84653778 0.002 128 100 1.0 +64 2670.28212723 2673.31080922 0.002 128 100 1.0 +65 2669.34515947 2673.25478245 0.002 128 100 1.0 +66 2669.19329269 2670.03276152 0.002 128 100 1.0 +67 2669.19409789 2671.3509113 0.002 128 100 1.0 +68 2669.83310067 2674.7611287 0.002 128 100 1.0 +69 2669.1729448 2672.18129845 0.002 128 100 1.0 +70 2668.43945442 2669.94354797 0.002 128 100 1.0 +71 2668.15729389 2671.16805231 0.002 128 100 1.0 +72 2667.83616717 2669.15334272 0.002 128 100 1.0 +73 2668.82922116 2674.47128383 0.002 128 100 1.0 +74 2667.54373284 2671.07750134 0.002 128 100 1.0 +75 2667.51414893 2673.38955461 0.002 128 100 1.0 +76 2668.04044772 2672.80849059 0.002 128 100 1.0 +77 2667.29476117 2667.49828775 0.002 128 100 1.0 +78 2667.63004774 2667.82632172 0.002 128 100 1.0 +79 2666.9176116 2670.59222074 0.002 128 100 1.0 +80 2666.7722161 2668.93288934 0.002 128 100 1.0 +81 2666.5753167 2669.409344 0.002 128 100 1.0 +82 2665.9224989 2668.68912403 0.002 128 100 1.0 +83 2667.34969452 2669.39572441 0.002 128 100 1.0 +84 2667.31916473 2671.35287283 0.002 128 100 1.0 +85 2667.01910685 2671.01823119 0.002 128 100 1.0 +86 2667.30842519 2674.43492509 0.002 128 100 1.0 +87 2666.46523928 2667.71280707 0.002 128 100 1.0 +88 2666.97013265 2671.56869641 0.002 128 100 1.0 +89 2666.25158602 2668.63760569 0.002 128 100 1.0 +90 2666.62992312 2666.63397345 0.002 128 100 1.0 +91 2665.84509839 2671.73977037 0.002 128 100 1.0 +92 2665.80508635 2670.042241 0.002 128 100 1.0 +93 2665.80297831 2668.55649778 0.002 128 100 1.0 +94 2666.58352255 2667.68959644 0.002 128 100 1.0 +95 2666.47534242 2667.88134112 0.002 128 100 1.0 +96 2665.9573081 2667.95330239 0.002 128 100 1.0 +97 2666.33047042 2666.73400062 0.002 128 100 1.0 +98 2665.18523735 2671.86691535 0.002 128 100 1.0 +99 2666.49807126 2666.88694422 0.002 128 100 1.0 diff --git a/param_sweep/paramsweep_0.002lr_128bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_128bs_10e_0.01k.tsv new file mode 100644 index 0000000..af9c3d6 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2938.56097063 3150.32023921 0.002 128 10 0.01 +1 2789.56285007 2797.87209365 0.002 128 10 0.01 +2 2761.16945546 2777.55221248 0.002 128 10 0.01 +3 2746.63996323 2763.56944237 0.002 128 10 0.01 +4 2737.22573463 2742.22473215 0.002 128 10 0.01 +5 2729.35487714 2736.68743838 0.002 128 10 0.01 +6 2723.22524944 2727.90960122 0.002 128 10 0.01 +7 2718.39907792 2722.00975629 0.002 128 10 0.01 +8 2714.51509483 2717.0731787 0.002 128 10 0.01 +9 2711.21064224 2715.75560917 0.002 128 10 0.01 diff --git a/param_sweep/paramsweep_0.002lr_128bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_128bs_10e_0.05k.tsv new file mode 100644 index 0000000..89c33c7 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2937.84333616 3158.22864073 0.002 128 10 0.05 +1 2789.54153589 2795.91088634 0.002 128 10 0.05 +2 2761.19789962 2778.00336289 0.002 128 10 0.05 +3 2746.68005253 2763.3382398 0.002 128 10 0.05 +4 2737.30828723 2741.49245638 0.002 128 10 0.05 +5 2729.39278069 2737.55781465 0.002 128 10 0.05 +6 2723.22912023 2727.0439033 0.002 128 10 0.05 +7 2718.36536017 2722.96400163 0.002 128 10 0.05 +8 2714.50429504 2717.04251128 0.002 128 10 0.05 +9 2711.20978257 2717.08849748 0.002 128 10 0.05 diff --git a/param_sweep/paramsweep_0.002lr_128bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_128bs_10e_0.1k.tsv new file mode 100644 index 0000000..8840cba --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2940.67295692 3116.71482788 0.002 128 10 0.1 +1 2789.69592935 2799.40572391 0.002 128 10 0.1 +2 2760.95288179 2781.70141555 0.002 128 10 0.1 +3 2746.61679404 2764.61474609 0.002 128 10 0.1 +4 2737.15273612 2741.72273841 0.002 128 10 0.1 +5 2729.54523013 2736.60779345 0.002 128 10 0.1 +6 2723.27300825 2730.44924489 0.002 128 10 0.1 +7 2718.50530815 2721.66005775 0.002 128 10 0.1 +8 2714.414957 2720.4619136 0.002 128 10 0.1 +9 2711.22048189 2715.56039703 0.002 128 10 0.1 diff --git a/param_sweep/paramsweep_0.002lr_128bs_10e_1k.tsv b/param_sweep/paramsweep_0.002lr_128bs_10e_1k.tsv new file mode 100644 index 0000000..7b2b6ee --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2938.63631679 3127.85841104 0.002 128 10 1.0 +1 2789.4691155 2797.22039923 0.002 128 10 1.0 +2 2761.1983173 2779.27000786 0.002 128 10 1.0 +3 2746.63133912 2765.74151903 0.002 128 10 1.0 +4 2737.33785494 2741.09624322 0.002 128 10 1.0 +5 2729.4279947 2739.07799289 0.002 128 10 1.0 +6 2723.21140246 2727.83690053 0.002 128 10 1.0 +7 2718.3740217 2722.63818033 0.002 128 10 1.0 +8 2714.48502183 2716.55140631 0.002 128 10 1.0 +9 2711.22390496 2715.79408349 0.002 128 10 1.0 diff --git a/param_sweep/paramsweep_0.002lr_128bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_128bs_25e_0.01k.tsv new file mode 100644 index 0000000..09dc576 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2938.93996052 3131.90541301 0.002 128 25 0.01 +1 2789.3960294 2800.1074018 0.002 128 25 0.01 +2 2761.11313432 2777.01852341 0.002 128 25 0.01 +3 2746.59237713 2763.96104113 0.002 128 25 0.01 +4 2737.22276124 2742.41720178 0.002 128 25 0.01 +5 2729.37925152 2737.47664372 0.002 128 25 0.01 +6 2723.15200517 2728.94500767 0.002 128 25 0.01 +7 2718.32223486 2723.24713847 0.002 128 25 0.01 +8 2714.32300808 2718.40154131 0.002 128 25 0.01 +9 2711.12718466 2716.92837484 0.002 128 25 0.01 +10 2707.65732797 2712.29905079 0.002 128 25 0.01 +11 2705.13240527 2711.24654469 0.002 128 25 0.01 +12 2702.7258285 2713.61836572 0.002 128 25 0.01 +13 2700.63158155 2702.21945068 0.002 128 25 0.01 +14 2698.12974218 2703.38521516 0.002 128 25 0.01 +15 2696.35427214 2698.4460944 0.002 128 25 0.01 +16 2695.0438597 2699.43066079 0.002 128 25 0.01 +17 2693.34561248 2700.95749619 0.002 128 25 0.01 +18 2691.47823572 2693.76544154 0.002 128 25 0.01 +19 2690.12573123 2694.40297814 0.002 128 25 0.01 +20 2689.50953557 2691.68247948 0.002 128 25 0.01 +21 2688.0197459 2690.21246443 0.002 128 25 0.01 +22 2687.54625649 2691.812943 0.002 128 25 0.01 +23 2686.21861427 2689.1953083 0.002 128 25 0.01 +24 2684.8204275 2686.96591928 0.002 128 25 0.01 diff --git a/param_sweep/paramsweep_0.002lr_128bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_128bs_25e_0.05k.tsv new file mode 100644 index 0000000..bdc9c36 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2939.50330468 3120.20878505 0.002 128 25 0.05 +1 2789.52419526 2798.78076545 0.002 128 25 0.05 +2 2760.87046528 2777.89569033 0.002 128 25 0.05 +3 2746.45583978 2764.7809307 0.002 128 25 0.05 +4 2737.06260937 2742.89835628 0.002 128 25 0.05 +5 2729.45358493 2737.49796985 0.002 128 25 0.05 +6 2723.1780853 2730.61199846 0.002 128 25 0.05 +7 2718.27378471 2721.86151018 0.002 128 25 0.05 +8 2714.29104014 2719.64915498 0.002 128 25 0.05 +9 2711.01978374 2715.23168665 0.002 128 25 0.05 +10 2707.59643993 2714.30687543 0.002 128 25 0.05 +11 2705.02186494 2711.37177342 0.002 128 25 0.05 +12 2702.58501655 2713.59589545 0.002 128 25 0.05 +13 2700.54149605 2703.18796214 0.002 128 25 0.05 +14 2697.98642526 2702.62297032 0.002 128 25 0.05 +15 2696.07353719 2697.8889697 0.002 128 25 0.05 +16 2694.72614526 2697.36019938 0.002 128 25 0.05 +17 2693.00922044 2699.41293096 0.002 128 25 0.05 +18 2691.44799219 2693.62791148 0.002 128 25 0.05 +19 2689.77211826 2693.61271921 0.002 128 25 0.05 +20 2689.3519377 2693.46503327 0.002 128 25 0.05 +21 2687.85854721 2692.47324349 0.002 128 25 0.05 +22 2687.52053103 2691.01395056 0.002 128 25 0.05 +23 2685.91099164 2689.15538314 0.002 128 25 0.05 +24 2684.58901951 2686.45907027 0.002 128 25 0.05 diff --git a/param_sweep/paramsweep_0.002lr_128bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_128bs_25e_0.1k.tsv new file mode 100644 index 0000000..ea3fcad --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2937.81194387 3144.98167638 0.002 128 25 0.1 +1 2789.45923388 2796.48788493 0.002 128 25 0.1 +2 2761.09771883 2776.58887326 0.002 128 25 0.1 +3 2746.58050574 2764.29007267 0.002 128 25 0.1 +4 2737.19294919 2742.78000316 0.002 128 25 0.1 +5 2729.34028768 2737.43120649 0.002 128 25 0.1 +6 2723.18292705 2728.04899758 0.002 128 25 0.1 +7 2718.39679896 2722.91070662 0.002 128 25 0.1 +8 2714.52335227 2717.22858658 0.002 128 25 0.1 +9 2711.25198565 2718.48947675 0.002 128 25 0.1 +10 2707.6982212 2712.74891701 0.002 128 25 0.1 +11 2705.179905 2710.05465482 0.002 128 25 0.1 +12 2702.69309345 2711.97149903 0.002 128 25 0.1 +13 2700.716819 2703.21008744 0.002 128 25 0.1 +14 2698.16675313 2702.17746176 0.002 128 25 0.1 +15 2696.42971938 2699.27779329 0.002 128 25 0.1 +16 2695.10399913 2698.80973089 0.002 128 25 0.1 +17 2693.34435863 2701.77526599 0.002 128 25 0.1 +18 2691.71903709 2693.44317779 0.002 128 25 0.1 +19 2690.25563412 2695.11775654 0.002 128 25 0.1 +20 2689.65557262 2693.40188254 0.002 128 25 0.1 +21 2688.15401967 2689.69889012 0.002 128 25 0.1 +22 2687.68131242 2690.72285511 0.002 128 25 0.1 +23 2686.37199795 2690.05115003 0.002 128 25 0.1 +24 2684.89342174 2686.83293966 0.002 128 25 0.1 diff --git a/param_sweep/paramsweep_0.002lr_128bs_25e_1k.tsv b/param_sweep/paramsweep_0.002lr_128bs_25e_1k.tsv new file mode 100644 index 0000000..0e78879 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2937.29119555 3175.4401314 0.002 128 25 1.0 +1 2789.51430488 2798.04743003 0.002 128 25 1.0 +2 2761.25363713 2777.31431682 0.002 128 25 1.0 +3 2746.65990254 2763.61609937 0.002 128 25 1.0 +4 2737.23959698 2742.37331062 0.002 128 25 1.0 +5 2729.35419368 2734.93031442 0.002 128 25 1.0 +6 2723.20439522 2728.73800537 0.002 128 25 1.0 +7 2718.30637586 2722.30194687 0.002 128 25 1.0 +8 2714.5800988 2716.47269593 0.002 128 25 1.0 +9 2711.18190645 2717.55429678 0.002 128 25 1.0 +10 2707.71356482 2710.62437448 0.002 128 25 1.0 +11 2705.31437827 2709.87939033 0.002 128 25 1.0 +12 2702.83359452 2713.10349088 0.002 128 25 1.0 +13 2700.77425821 2704.29060997 0.002 128 25 1.0 +14 2698.24699255 2702.14990981 0.002 128 25 1.0 +15 2696.48533068 2699.12571935 0.002 128 25 1.0 +16 2695.25530607 2698.55300559 0.002 128 25 1.0 +17 2693.39465281 2702.54980469 0.002 128 25 1.0 +18 2691.73221524 2694.44220356 0.002 128 25 1.0 +19 2690.24801171 2693.7701395 0.002 128 25 1.0 +20 2689.70764662 2692.36679258 0.002 128 25 1.0 +21 2688.21684626 2690.38866767 0.002 128 25 1.0 +22 2687.80464546 2692.66205476 0.002 128 25 1.0 +23 2686.48619188 2691.59999169 0.002 128 25 1.0 +24 2684.9898425 2687.88308838 0.002 128 25 1.0 diff --git a/param_sweep/paramsweep_0.002lr_128bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_128bs_50e_0.01k.tsv new file mode 100644 index 0000000..2f93c3f --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2938.19912564 3150.70244673 0.002 128 50 0.01 +1 2789.55700576 2798.30191699 0.002 128 50 0.01 +2 2761.15883141 2776.41529721 0.002 128 50 0.01 +3 2746.60979126 2763.29629242 0.002 128 50 0.01 +4 2737.18866284 2742.50976843 0.002 128 50 0.01 +5 2729.37711761 2737.51955272 0.002 128 50 0.01 +6 2723.18628119 2728.43291735 0.002 128 50 0.01 +7 2718.40317149 2722.85734532 0.002 128 50 0.01 +8 2714.57748255 2717.34275803 0.002 128 50 0.01 +9 2711.25020944 2718.40892621 0.002 128 50 0.01 +10 2707.74683963 2714.56036622 0.002 128 50 0.01 +11 2705.202643 2710.00992807 0.002 128 50 0.01 +12 2702.73936345 2711.73517978 0.002 128 50 0.01 +13 2700.76205491 2704.21680621 0.002 128 50 0.01 +14 2698.16005632 2702.67463337 0.002 128 50 0.01 +15 2696.43839665 2699.99740408 0.002 128 50 0.01 +16 2695.12419083 2699.08502069 0.002 128 50 0.01 +17 2693.35617591 2702.48086694 0.002 128 50 0.01 +18 2691.70835469 2694.0373059 0.002 128 50 0.01 +19 2690.27929265 2695.10156857 0.002 128 50 0.01 +20 2689.67276102 2692.65161039 0.002 128 50 0.01 +21 2688.19008489 2689.66795801 0.002 128 50 0.01 +22 2687.68278692 2691.44315491 0.002 128 50 0.01 +23 2686.35228849 2689.89786099 0.002 128 50 0.01 +24 2684.88526654 2686.81564068 0.002 128 50 0.01 +25 2684.77318545 2690.94536712 0.002 128 50 0.01 +26 2683.79419692 2687.94000536 0.002 128 50 0.01 +27 2682.27584 2684.79470201 0.002 128 50 0.01 +28 2682.04878154 2687.74003038 0.002 128 50 0.01 +29 2681.45344415 2684.4278016 0.002 128 50 0.01 +30 2680.18953861 2684.50841748 0.002 128 50 0.01 +31 2679.66680856 2681.51111797 0.002 128 50 0.01 +32 2679.15967764 2684.1461422 0.002 128 50 0.01 +33 2679.58397719 2685.05613787 0.002 128 50 0.01 +34 2678.30024556 2683.80293837 0.002 128 50 0.01 +35 2677.71804123 2681.05747761 0.002 128 50 0.01 +36 2677.7781074 2681.41506427 0.002 128 50 0.01 +37 2676.96290831 2679.02854111 0.002 128 50 0.01 +38 2677.1330299 2682.80318858 0.002 128 50 0.01 +39 2676.28450413 2682.32163543 0.002 128 50 0.01 +40 2675.86602401 2680.64878387 0.002 128 50 0.01 +41 2675.35558871 2679.08036148 0.002 128 50 0.01 +42 2674.40598342 2679.26330776 0.002 128 50 0.01 +43 2674.12435581 2675.59282945 0.002 128 50 0.01 +44 2674.0219807 2680.30689504 0.002 128 50 0.01 +45 2673.72807144 2673.75594667 0.002 128 50 0.01 +46 2673.0408114 2675.92838651 0.002 128 50 0.01 +47 2673.40850565 2676.84625676 0.002 128 50 0.01 +48 2672.54205664 2676.97771552 0.002 128 50 0.01 +49 2672.81784319 2679.81301396 0.002 128 50 0.01 diff --git a/param_sweep/paramsweep_0.002lr_128bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_128bs_50e_0.05k.tsv new file mode 100644 index 0000000..4b31a38 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2939.82040045 3135.66411525 0.002 128 50 0.05 +1 2789.59311837 2798.4838349 0.002 128 50 0.05 +2 2761.22229412 2776.76793757 0.002 128 50 0.05 +3 2746.70467681 2766.52544524 0.002 128 50 0.05 +4 2737.23335953 2742.36493842 0.002 128 50 0.05 +5 2729.43580953 2736.56519628 0.002 128 50 0.05 +6 2723.1668971 2728.2694869 0.002 128 50 0.05 +7 2718.35283731 2722.23452064 0.002 128 50 0.05 +8 2714.40022694 2718.82845923 0.002 128 50 0.05 +9 2711.24895273 2717.53552223 0.002 128 50 0.05 +10 2707.68591118 2714.1219172 0.002 128 50 0.05 +11 2705.19178819 2711.6425011 0.002 128 50 0.05 +12 2702.76093928 2713.33486478 0.002 128 50 0.05 +13 2700.72877777 2703.52182561 0.002 128 50 0.05 +14 2698.12633926 2701.78983553 0.002 128 50 0.05 +15 2696.48584501 2698.726 0.002 128 50 0.05 +16 2695.08277555 2699.24880824 0.002 128 50 0.05 +17 2693.41862064 2699.95976441 0.002 128 50 0.05 +18 2691.60098181 2693.99392776 0.002 128 50 0.05 +19 2690.2229428 2693.9590572 0.002 128 50 0.05 +20 2689.69320835 2691.52638493 0.002 128 50 0.05 +21 2688.25792514 2689.66960865 0.002 128 50 0.05 +22 2687.70063823 2690.82489936 0.002 128 50 0.05 +23 2686.41912433 2689.88845808 0.002 128 50 0.05 +24 2684.90256068 2686.87165205 0.002 128 50 0.05 +25 2684.65016132 2689.47360574 0.002 128 50 0.05 +26 2683.71721103 2687.67911426 0.002 128 50 0.05 +27 2682.29419332 2683.29353032 0.002 128 50 0.05 +28 2682.01800232 2685.77692969 0.002 128 50 0.05 +29 2681.39188163 2685.43031116 0.002 128 50 0.05 +30 2680.19598304 2682.88497709 0.002 128 50 0.05 +31 2679.69078735 2682.25435158 0.002 128 50 0.05 +32 2679.23609236 2684.81746917 0.002 128 50 0.05 +33 2679.60358366 2683.10357724 0.002 128 50 0.05 +34 2678.36687235 2685.72646074 0.002 128 50 0.05 +35 2677.65982395 2680.09529233 0.002 128 50 0.05 +36 2677.88935048 2682.08661857 0.002 128 50 0.05 +37 2676.9805395 2678.48522833 0.002 128 50 0.05 +38 2677.07269586 2682.61132252 0.002 128 50 0.05 +39 2676.38817337 2681.95839993 0.002 128 50 0.05 +40 2675.83193679 2680.83034794 0.002 128 50 0.05 +41 2675.37545493 2678.60314918 0.002 128 50 0.05 +42 2674.5118656 2678.37759592 0.002 128 50 0.05 +43 2674.13967884 2675.85242516 0.002 128 50 0.05 +44 2674.13808083 2680.31846021 0.002 128 50 0.05 +45 2673.85130368 2676.41683161 0.002 128 50 0.05 +46 2673.12927909 2676.52546251 0.002 128 50 0.05 +47 2673.57905083 2676.95301063 0.002 128 50 0.05 +48 2672.59195483 2676.7394366 0.002 128 50 0.05 +49 2672.81243451 2678.95681325 0.002 128 50 0.05 diff --git a/param_sweep/paramsweep_0.002lr_128bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_128bs_50e_0.1k.tsv new file mode 100644 index 0000000..3c5aaf3 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2938.00194337 3162.17186006 0.002 128 50 0.1 +1 2789.55612016 2797.85016301 0.002 128 50 0.1 +2 2761.17492641 2778.17142453 0.002 128 50 0.1 +3 2746.61694004 2762.16194459 0.002 128 50 0.1 +4 2737.19304051 2742.56864833 0.002 128 50 0.1 +5 2729.27794797 2736.18453017 0.002 128 50 0.1 +6 2723.0674281 2727.40538594 0.002 128 50 0.1 +7 2718.27051526 2722.20284632 0.002 128 50 0.1 +8 2714.42179278 2717.58356005 0.002 128 50 0.1 +9 2711.10820905 2717.63662539 0.002 128 50 0.1 +10 2707.66747653 2712.49437076 0.002 128 50 0.1 +11 2705.15585086 2709.02852291 0.002 128 50 0.1 +12 2702.68778969 2713.46152381 0.002 128 50 0.1 +13 2700.67650701 2703.55542086 0.002 128 50 0.1 +14 2698.10536187 2703.06277122 0.002 128 50 0.1 +15 2696.38803181 2698.28377637 0.002 128 50 0.1 +16 2695.08177365 2698.95378367 0.002 128 50 0.1 +17 2693.29927911 2700.78055306 0.002 128 50 0.1 +18 2691.68196737 2693.29484579 0.002 128 50 0.1 +19 2690.25220074 2693.03369327 0.002 128 50 0.1 +20 2689.64238822 2692.08000484 0.002 128 50 0.1 +21 2688.09685603 2689.36391658 0.002 128 50 0.1 +22 2687.65486675 2692.07044087 0.002 128 50 0.1 +23 2686.3740493 2690.25111987 0.002 128 50 0.1 +24 2684.83491516 2687.29552779 0.002 128 50 0.1 +25 2684.74237964 2690.4537776 0.002 128 50 0.1 +26 2683.7342109 2687.45149911 0.002 128 50 0.1 +27 2682.35285637 2683.92573037 0.002 128 50 0.1 +28 2682.03046729 2688.26625799 0.002 128 50 0.1 +29 2681.41825532 2685.33348722 0.002 128 50 0.1 +30 2680.17597043 2683.67823339 0.002 128 50 0.1 +31 2679.58284991 2681.34991 0.002 128 50 0.1 +32 2679.13048996 2682.91076683 0.002 128 50 0.1 +33 2679.47738246 2684.60097619 0.002 128 50 0.1 +34 2678.20276601 2682.61197092 0.002 128 50 0.1 +35 2677.56696474 2679.90372457 0.002 128 50 0.1 +36 2677.77214773 2681.2997482 0.002 128 50 0.1 +37 2676.90633795 2678.61527685 0.002 128 50 0.1 +38 2676.97757387 2683.77170984 0.002 128 50 0.1 +39 2676.18079066 2681.69776744 0.002 128 50 0.1 +40 2675.82023697 2680.23482827 0.002 128 50 0.1 +41 2675.3446827 2679.70809371 0.002 128 50 0.1 +42 2674.45630933 2679.76437535 0.002 128 50 0.1 +43 2674.00748394 2676.75476004 0.002 128 50 0.1 +44 2674.12334839 2679.95804189 0.002 128 50 0.1 +45 2673.63453637 2675.30057912 0.002 128 50 0.1 +46 2673.04752546 2677.13902758 0.002 128 50 0.1 +47 2673.38736646 2678.79592318 0.002 128 50 0.1 +48 2672.50432925 2678.47630996 0.002 128 50 0.1 +49 2672.80032713 2678.36289147 0.002 128 50 0.1 diff --git a/param_sweep/paramsweep_0.002lr_128bs_50e_1k.tsv b/param_sweep/paramsweep_0.002lr_128bs_50e_1k.tsv new file mode 100644 index 0000000..66d26f0 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_128bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2937.47870608 3155.02922779 0.002 128 50 1.0 +1 2789.44046696 2796.89070109 0.002 128 50 1.0 +2 2761.2205486 2777.19975978 0.002 128 50 1.0 +3 2746.74068798 2764.23222582 0.002 128 50 1.0 +4 2737.31855372 2744.07372487 0.002 128 50 1.0 +5 2729.41257016 2736.24700356 0.002 128 50 1.0 +6 2723.24248465 2727.66698472 0.002 128 50 1.0 +7 2718.43159863 2722.19733144 0.002 128 50 1.0 +8 2714.56982043 2716.93903673 0.002 128 50 1.0 +9 2711.27931485 2718.16298417 0.002 128 50 1.0 +10 2707.70375847 2711.70745184 0.002 128 50 1.0 +11 2705.29832519 2709.56532139 0.002 128 50 1.0 +12 2702.80425483 2713.79890935 0.002 128 50 1.0 +13 2700.8246369 2702.71311749 0.002 128 50 1.0 +14 2698.26584074 2702.89804631 0.002 128 50 1.0 +15 2696.47014528 2698.40729378 0.002 128 50 1.0 +16 2695.13525723 2699.08595477 0.002 128 50 1.0 +17 2693.33716845 2700.50793434 0.002 128 50 1.0 +18 2691.66997543 2693.70561542 0.002 128 50 1.0 +19 2690.24795356 2693.57942693 0.002 128 50 1.0 +20 2689.61628981 2691.83638377 0.002 128 50 1.0 +21 2688.1540713 2690.4003164 0.002 128 50 1.0 +22 2687.72741283 2692.48675572 0.002 128 50 1.0 +23 2686.39944838 2690.53089336 0.002 128 50 1.0 +24 2684.90508817 2687.2825832 0.002 128 50 1.0 +25 2684.78505935 2692.10732244 0.002 128 50 1.0 +26 2683.80775673 2687.10522881 0.002 128 50 1.0 +27 2682.3286118 2683.06938028 0.002 128 50 1.0 +28 2682.04907035 2686.95872156 0.002 128 50 1.0 +29 2681.46481356 2686.78663323 0.002 128 50 1.0 +30 2680.11563675 2684.36701478 0.002 128 50 1.0 +31 2679.73260849 2681.17958994 0.002 128 50 1.0 +32 2679.19020342 2683.37060874 0.002 128 50 1.0 +33 2679.6139882 2684.18143336 0.002 128 50 1.0 +34 2678.34391511 2683.03227885 0.002 128 50 1.0 +35 2677.68671908 2680.81802654 0.002 128 50 1.0 +36 2677.84862986 2681.63465032 0.002 128 50 1.0 +37 2677.00070825 2678.18646555 0.002 128 50 1.0 +38 2677.1167638 2683.59324351 0.002 128 50 1.0 +39 2676.19161527 2680.01668325 0.002 128 50 1.0 +40 2675.87595159 2680.63540982 0.002 128 50 1.0 +41 2675.32099582 2678.59444181 0.002 128 50 1.0 +42 2674.57371771 2678.7114776 0.002 128 50 1.0 +43 2674.16375082 2676.54498676 0.002 128 50 1.0 +44 2674.03752898 2679.44523501 0.002 128 50 1.0 +45 2673.83060853 2675.57724227 0.002 128 50 1.0 +46 2673.09421722 2676.93957403 0.002 128 50 1.0 +47 2673.43968303 2677.54805836 0.002 128 50 1.0 +48 2672.59256561 2677.80648284 0.002 128 50 1.0 +49 2672.90729371 2678.55709109 0.002 128 50 1.0 diff --git a/param_sweep/paramsweep_0.002lr_200bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_200bs_100e_0.01k.tsv new file mode 100644 index 0000000..b868105 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2989.69844141 4022.87107228 0.002 200 100 0.01 +1 2811.76203468 2912.79844301 0.002 200 100 0.01 +2 2779.13370441 2796.99617311 0.002 200 100 0.01 +3 2761.39608716 2778.46851239 0.002 200 100 0.01 +4 2750.41868312 2763.01979966 0.002 200 100 0.01 +5 2742.44404104 2749.46267403 0.002 200 100 0.01 +6 2736.22411049 2745.91222188 0.002 200 100 0.01 +7 2730.64704816 2736.89834507 0.002 200 100 0.01 +8 2726.80709174 2731.53932485 0.002 200 100 0.01 +9 2722.54671933 2726.19504549 0.002 200 100 0.01 +10 2718.8698559 2734.78823532 0.002 200 100 0.01 +11 2715.61855376 2722.81816145 0.002 200 100 0.01 +12 2712.98272027 2718.16434679 0.002 200 100 0.01 +13 2711.24878329 2714.76492339 0.002 200 100 0.01 +14 2708.35015684 2714.04718776 0.002 200 100 0.01 +15 2706.41318447 2710.92236935 0.002 200 100 0.01 +16 2704.38404918 2708.36736722 0.002 200 100 0.01 +17 2702.46625109 2706.11536928 0.002 200 100 0.01 +18 2700.86488156 2702.65582194 0.002 200 100 0.01 +19 2698.69197623 2701.83527463 0.002 200 100 0.01 +20 2698.22773073 2702.65225552 0.002 200 100 0.01 +21 2696.7150743 2699.88964097 0.002 200 100 0.01 +22 2695.62417836 2701.49308891 0.002 200 100 0.01 +23 2694.50702393 2697.23317857 0.002 200 100 0.01 +24 2692.89212003 2697.06136146 0.002 200 100 0.01 +25 2692.67299408 2696.54045265 0.002 200 100 0.01 +26 2690.39103503 2694.7829954 0.002 200 100 0.01 +27 2689.62566169 2692.81443819 0.002 200 100 0.01 +28 2689.06880037 2696.92775165 0.002 200 100 0.01 +29 2688.21149993 2693.57444609 0.002 200 100 0.01 +30 2688.14763448 2694.86562603 0.002 200 100 0.01 +31 2685.72379274 2691.58525643 0.002 200 100 0.01 +32 2685.86129744 2689.19919774 0.002 200 100 0.01 +33 2684.73770063 2687.57253124 0.002 200 100 0.01 +34 2683.89509215 2689.86372238 0.002 200 100 0.01 +35 2683.69040401 2688.10145187 0.002 200 100 0.01 +36 2682.51631626 2687.05406851 0.002 200 100 0.01 +37 2683.20656981 2684.29344816 0.002 200 100 0.01 +38 2681.27107178 2690.97361367 0.002 200 100 0.01 +39 2682.33961748 2684.0503798 0.002 200 100 0.01 +40 2681.10334909 2689.17704863 0.002 200 100 0.01 +41 2680.56720852 2685.86307912 0.002 200 100 0.01 +42 2679.77985887 2681.95255129 0.002 200 100 0.01 +43 2679.86947329 2684.90978234 0.002 200 100 0.01 +44 2679.45707485 2680.67899616 0.002 200 100 0.01 +45 2678.26724349 2682.85046924 0.002 200 100 0.01 +46 2676.94940088 2683.1978552 0.002 200 100 0.01 +47 2678.08320428 2682.77011663 0.002 200 100 0.01 +48 2677.00077753 2680.97812771 0.002 200 100 0.01 +49 2676.04660456 2681.91309294 0.002 200 100 0.01 +50 2676.72289046 2685.89333856 0.002 200 100 0.01 +51 2676.33911548 2677.73016999 0.002 200 100 0.01 +52 2676.27683529 2678.9193295 0.002 200 100 0.01 +53 2675.58965299 2690.6707738 0.002 200 100 0.01 +54 2675.66706219 2679.24435582 0.002 200 100 0.01 +55 2675.46318449 2681.56049319 0.002 200 100 0.01 +56 2674.91457804 2681.42424639 0.002 200 100 0.01 +57 2675.17044221 2679.75962185 0.002 200 100 0.01 +58 2674.20377606 2674.94811708 0.002 200 100 0.01 +59 2673.82494972 2677.69346021 0.002 200 100 0.01 +60 2672.77255278 2676.87858229 0.002 200 100 0.01 +61 2672.92104537 2677.29478837 0.002 200 100 0.01 +62 2672.62339515 2676.95644261 0.002 200 100 0.01 +63 2672.69921774 2681.55712424 0.002 200 100 0.01 +64 2672.57544954 2674.97510653 0.002 200 100 0.01 +65 2671.223165 2675.73115542 0.002 200 100 0.01 +66 2671.70532924 2676.55004369 0.002 200 100 0.01 +67 2670.64071663 2672.8224094 0.002 200 100 0.01 +68 2671.25984247 2676.06912727 0.002 200 100 0.01 +69 2670.70297874 2674.15674622 0.002 200 100 0.01 +70 2669.97089622 2674.81236416 0.002 200 100 0.01 +71 2670.09383206 2677.24843293 0.002 200 100 0.01 +72 2669.88526573 2677.91965019 0.002 200 100 0.01 +73 2672.40781527 2676.75950421 0.002 200 100 0.01 +74 2670.64458865 2676.64935151 0.002 200 100 0.01 +75 2669.48040051 2674.47370377 0.002 200 100 0.01 +76 2669.09514523 2677.24837271 0.002 200 100 0.01 +77 2668.75763066 2674.08303349 0.002 200 100 0.01 +78 2669.06058723 2674.87572215 0.002 200 100 0.01 +79 2668.73171977 2674.37478947 0.002 200 100 0.01 +80 2668.3056825 2681.20431863 0.002 200 100 0.01 +81 2668.97304219 2674.5931987 0.002 200 100 0.01 +82 2667.62537478 2672.9431101 0.002 200 100 0.01 +83 2668.00972011 2672.19879489 0.002 200 100 0.01 +84 2668.49020854 2673.88119501 0.002 200 100 0.01 +85 2667.47433644 2673.01575384 0.002 200 100 0.01 +86 2668.46527754 2671.02903219 0.002 200 100 0.01 +87 2667.11270227 2672.94818664 0.002 200 100 0.01 +88 2667.61149474 2675.03729937 0.002 200 100 0.01 +89 2666.84183739 2676.35260535 0.002 200 100 0.01 +90 2667.05875967 2671.49398004 0.002 200 100 0.01 +91 2667.70998568 2671.80347333 0.002 200 100 0.01 +92 2666.84596967 2670.33246211 0.002 200 100 0.01 +93 2667.02760638 2672.5895744 0.002 200 100 0.01 +94 2667.08326645 2670.41733529 0.002 200 100 0.01 +95 2667.16621853 2674.58457582 0.002 200 100 0.01 +96 2666.35290435 2670.20949086 0.002 200 100 0.01 +97 2666.31610365 2672.71497632 0.002 200 100 0.01 +98 2667.14079131 2670.14126359 0.002 200 100 0.01 +99 2666.56369438 2670.9789927 0.002 200 100 0.01 diff --git a/param_sweep/paramsweep_0.002lr_200bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_200bs_100e_0.05k.tsv new file mode 100644 index 0000000..6281696 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2995.3214757 4038.5600642 0.002 200 100 0.05 +1 2812.68124859 2917.83588428 0.002 200 100 0.05 +2 2779.41498213 2792.86601908 0.002 200 100 0.05 +3 2761.47031094 2781.67311811 0.002 200 100 0.05 +4 2750.40163003 2762.50880167 0.002 200 100 0.05 +5 2742.28062052 2751.19316658 0.002 200 100 0.05 +6 2736.02534638 2746.93575974 0.002 200 100 0.05 +7 2730.47294186 2736.6006709 0.002 200 100 0.05 +8 2726.904274 2732.57975649 0.002 200 100 0.05 +9 2722.59774853 2727.80755183 0.002 200 100 0.05 +10 2718.5144162 2734.1033275 0.002 200 100 0.05 +11 2715.52233891 2722.17563187 0.002 200 100 0.05 +12 2712.8389755 2716.5980255 0.002 200 100 0.05 +13 2711.16585702 2717.34345218 0.002 200 100 0.05 +14 2708.2786225 2713.02798234 0.002 200 100 0.05 +15 2706.29121783 2709.64663002 0.002 200 100 0.05 +16 2704.24026218 2707.53762146 0.002 200 100 0.05 +17 2702.31441868 2704.77920305 0.002 200 100 0.05 +18 2700.70772638 2705.18699585 0.002 200 100 0.05 +19 2698.75247896 2704.00553634 0.002 200 100 0.05 +20 2698.05417051 2701.33288971 0.002 200 100 0.05 +21 2696.70715331 2700.40333992 0.002 200 100 0.05 +22 2695.54632937 2699.03404058 0.002 200 100 0.05 +23 2694.30672839 2696.91896305 0.002 200 100 0.05 +24 2692.54270404 2695.61397866 0.002 200 100 0.05 +25 2693.05968568 2694.32898113 0.002 200 100 0.05 +26 2690.34542586 2694.43159301 0.002 200 100 0.05 +27 2689.70781451 2692.62538325 0.002 200 100 0.05 +28 2689.03773943 2697.1247638 0.002 200 100 0.05 +29 2688.13757593 2694.29541996 0.002 200 100 0.05 +30 2688.12239068 2693.53122806 0.002 200 100 0.05 +31 2685.78812884 2691.98373314 0.002 200 100 0.05 +32 2685.75979535 2688.89253751 0.002 200 100 0.05 +33 2684.87608726 2688.3939146 0.002 200 100 0.05 +34 2683.79841617 2688.95168443 0.002 200 100 0.05 +35 2683.69641112 2687.9321037 0.002 200 100 0.05 +36 2682.55470921 2686.49852535 0.002 200 100 0.05 +37 2683.1151444 2684.96493758 0.002 200 100 0.05 +38 2681.29984051 2690.3299913 0.002 200 100 0.05 +39 2682.18479754 2684.24336899 0.002 200 100 0.05 +40 2681.21565354 2696.12499113 0.002 200 100 0.05 +41 2680.47571484 2685.03726856 0.002 200 100 0.05 +42 2679.62378365 2682.35695833 0.002 200 100 0.05 +43 2680.06818773 2685.09230289 0.002 200 100 0.05 +44 2679.59934498 2680.91829131 0.002 200 100 0.05 +45 2678.28434368 2683.1416235 0.002 200 100 0.05 +46 2677.07903623 2682.94843218 0.002 200 100 0.05 +47 2677.98625828 2686.03736379 0.002 200 100 0.05 +48 2677.12235738 2681.23110361 0.002 200 100 0.05 +49 2676.14468303 2680.75887449 0.002 200 100 0.05 +50 2676.93596036 2683.59785791 0.002 200 100 0.05 +51 2676.54694563 2679.06529758 0.002 200 100 0.05 +52 2676.47422891 2680.01788015 0.002 200 100 0.05 +53 2675.75001691 2696.00853138 0.002 200 100 0.05 +54 2675.76909142 2681.79090032 0.002 200 100 0.05 +55 2675.57352557 2684.58446612 0.002 200 100 0.05 +56 2674.89114007 2678.78428705 0.002 200 100 0.05 +57 2675.63055973 2680.18769886 0.002 200 100 0.05 +58 2674.03666513 2675.36990339 0.002 200 100 0.05 +59 2673.66593125 2677.29306351 0.002 200 100 0.05 +60 2672.89398085 2676.9676376 0.002 200 100 0.05 +61 2673.06891992 2676.06829356 0.002 200 100 0.05 +62 2672.75736172 2676.4959355 0.002 200 100 0.05 +63 2672.86504226 2685.44095905 0.002 200 100 0.05 +64 2672.76098604 2675.43154026 0.002 200 100 0.05 +65 2671.31293908 2675.64553302 0.002 200 100 0.05 +66 2671.7973625 2674.80011325 0.002 200 100 0.05 +67 2670.84586365 2672.33550897 0.002 200 100 0.05 +68 2671.59125765 2676.4116463 0.002 200 100 0.05 +69 2670.91646404 2675.01214448 0.002 200 100 0.05 +70 2670.03361163 2675.00235831 0.002 200 100 0.05 +71 2669.99261636 2675.0846015 0.002 200 100 0.05 +72 2670.01437439 2676.75854539 0.002 200 100 0.05 +73 2672.49443246 2676.63781715 0.002 200 100 0.05 +74 2670.66679056 2675.496477 0.002 200 100 0.05 +75 2669.30394003 2674.67673914 0.002 200 100 0.05 +76 2669.33089985 2677.28508436 0.002 200 100 0.05 +77 2668.69311819 2674.10287236 0.002 200 100 0.05 +78 2669.11790963 2673.96794989 0.002 200 100 0.05 +79 2668.87864953 2672.59566671 0.002 200 100 0.05 +80 2668.28790417 2680.42837297 0.002 200 100 0.05 +81 2668.6492733 2675.19975605 0.002 200 100 0.05 +82 2667.78572675 2673.40966704 0.002 200 100 0.05 +83 2668.08841192 2673.12367473 0.002 200 100 0.05 +84 2668.7529216 2675.19710271 0.002 200 100 0.05 +85 2667.66255442 2674.06354565 0.002 200 100 0.05 +86 2668.65462054 2671.83585721 0.002 200 100 0.05 +87 2667.11093381 2671.43239172 0.002 200 100 0.05 +88 2667.77630497 2674.65051946 0.002 200 100 0.05 +89 2667.04003634 2676.40236662 0.002 200 100 0.05 +90 2667.19408469 2673.19148421 0.002 200 100 0.05 +91 2667.48085155 2673.63463165 0.002 200 100 0.05 +92 2666.7897028 2671.24289752 0.002 200 100 0.05 +93 2667.31318125 2671.48741532 0.002 200 100 0.05 +94 2667.16066549 2672.72190656 0.002 200 100 0.05 +95 2667.15982758 2673.82474064 0.002 200 100 0.05 +96 2666.56148324 2670.99907899 0.002 200 100 0.05 +97 2666.19506283 2674.33907865 0.002 200 100 0.05 +98 2667.49380838 2670.77862234 0.002 200 100 0.05 +99 2666.76870167 2670.10276453 0.002 200 100 0.05 diff --git a/param_sweep/paramsweep_0.002lr_200bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_200bs_100e_0.1k.tsv new file mode 100644 index 0000000..3aa2175 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2995.27525135 3973.21746348 0.002 200 100 0.1 +1 2812.46042224 2918.43670736 0.002 200 100 0.1 +2 2779.27958373 2793.33737527 0.002 200 100 0.1 +3 2761.38716138 2780.19922482 0.002 200 100 0.1 +4 2750.33223433 2762.88404114 0.002 200 100 0.1 +5 2742.32718968 2749.40304069 0.002 200 100 0.1 +6 2735.99273193 2745.20100616 0.002 200 100 0.1 +7 2730.45757065 2736.65425206 0.002 200 100 0.1 +8 2726.85568449 2734.49232101 0.002 200 100 0.1 +9 2722.52238131 2726.16049095 0.002 200 100 0.1 +10 2718.49203759 2734.35835082 0.002 200 100 0.1 +11 2715.44664102 2722.96494318 0.002 200 100 0.1 +12 2712.74275497 2716.81933454 0.002 200 100 0.1 +13 2711.20040791 2718.79528832 0.002 200 100 0.1 +14 2708.13146136 2712.25491922 0.002 200 100 0.1 +15 2706.09641114 2709.89120664 0.002 200 100 0.1 +16 2704.10201603 2707.51278821 0.002 200 100 0.1 +17 2702.15532648 2704.21339991 0.002 200 100 0.1 +18 2700.57026732 2704.72091085 0.002 200 100 0.1 +19 2698.54546649 2702.15545176 0.002 200 100 0.1 +20 2697.90892681 2700.65851449 0.002 200 100 0.1 +21 2696.60907484 2700.82017059 0.002 200 100 0.1 +22 2695.45566154 2699.1820052 0.002 200 100 0.1 +23 2694.37694195 2697.23398895 0.002 200 100 0.1 +24 2692.520961 2695.6273037 0.002 200 100 0.1 +25 2692.87967011 2695.03916286 0.002 200 100 0.1 +26 2690.17661573 2695.13236997 0.002 200 100 0.1 +27 2689.60466498 2692.09823369 0.002 200 100 0.1 +28 2689.02897137 2697.45806243 0.002 200 100 0.1 +29 2688.01368155 2695.27112773 0.002 200 100 0.1 +30 2688.02985835 2694.02951394 0.002 200 100 0.1 +31 2685.60818324 2691.99694848 0.002 200 100 0.1 +32 2685.65083668 2689.6559139 0.002 200 100 0.1 +33 2684.64378747 2687.61401227 0.002 200 100 0.1 +34 2683.67499955 2690.28264062 0.002 200 100 0.1 +35 2683.54345161 2689.46304887 0.002 200 100 0.1 +36 2682.65506709 2686.82555616 0.002 200 100 0.1 +37 2683.12314691 2684.42732872 0.002 200 100 0.1 +38 2681.13514155 2690.60228605 0.002 200 100 0.1 +39 2682.01148651 2684.83451607 0.002 200 100 0.1 +40 2681.21617074 2693.34238785 0.002 200 100 0.1 +41 2680.41194312 2685.32362404 0.002 200 100 0.1 +42 2679.60901736 2681.82236132 0.002 200 100 0.1 +43 2680.03094011 2685.42705003 0.002 200 100 0.1 +44 2679.56495124 2680.74279015 0.002 200 100 0.1 +45 2678.36050511 2682.34606817 0.002 200 100 0.1 +46 2677.07396029 2682.57653458 0.002 200 100 0.1 +47 2677.86757043 2683.61601581 0.002 200 100 0.1 +48 2676.95594127 2680.10031752 0.002 200 100 0.1 +49 2676.03802623 2681.13991825 0.002 200 100 0.1 +50 2676.75041524 2685.65163047 0.002 200 100 0.1 +51 2676.38887086 2678.5512798 0.002 200 100 0.1 +52 2676.37963133 2680.08927564 0.002 200 100 0.1 +53 2675.76612845 2692.99432828 0.002 200 100 0.1 +54 2675.74589129 2680.90766723 0.002 200 100 0.1 +55 2675.58773763 2682.93042646 0.002 200 100 0.1 +56 2674.93601161 2679.4163844 0.002 200 100 0.1 +57 2675.42091032 2680.43542831 0.002 200 100 0.1 +58 2673.94984577 2675.892151 0.002 200 100 0.1 +59 2673.69452351 2678.05302566 0.002 200 100 0.1 +60 2672.85682015 2677.08870614 0.002 200 100 0.1 +61 2673.06578191 2676.21499079 0.002 200 100 0.1 +62 2672.75094853 2676.15104789 0.002 200 100 0.1 +63 2672.97703016 2686.69963421 0.002 200 100 0.1 +64 2672.78136077 2676.78902375 0.002 200 100 0.1 +65 2671.24754537 2675.56286925 0.002 200 100 0.1 +66 2671.61086023 2675.11656478 0.002 200 100 0.1 +67 2670.89495155 2672.6485346 0.002 200 100 0.1 +68 2671.60857042 2676.02279891 0.002 200 100 0.1 +69 2670.87493848 2675.47844187 0.002 200 100 0.1 +70 2669.95831724 2674.90243244 0.002 200 100 0.1 +71 2670.08487732 2676.89481227 0.002 200 100 0.1 +72 2670.17014171 2677.64572441 0.002 200 100 0.1 +73 2672.62835961 2676.15226066 0.002 200 100 0.1 +74 2670.88929697 2676.26418303 0.002 200 100 0.1 +75 2669.50233491 2675.51893934 0.002 200 100 0.1 +76 2669.41504002 2677.98906922 0.002 200 100 0.1 +77 2668.73872264 2674.25511948 0.002 200 100 0.1 +78 2669.11209886 2673.14213279 0.002 200 100 0.1 +79 2668.82978961 2672.30972249 0.002 200 100 0.1 +80 2668.1114494 2677.53496019 0.002 200 100 0.1 +81 2668.73217177 2673.75006675 0.002 200 100 0.1 +82 2667.80879634 2673.81918656 0.002 200 100 0.1 +83 2668.08974465 2671.63928853 0.002 200 100 0.1 +84 2668.83299334 2675.26239189 0.002 200 100 0.1 +85 2667.73089803 2674.89340718 0.002 200 100 0.1 +86 2668.70000865 2672.05225263 0.002 200 100 0.1 +87 2667.20741143 2672.95247567 0.002 200 100 0.1 +88 2667.65675636 2677.08165687 0.002 200 100 0.1 +89 2666.95147352 2676.28139424 0.002 200 100 0.1 +90 2667.5357585 2674.5093511 0.002 200 100 0.1 +91 2667.75664717 2674.01844592 0.002 200 100 0.1 +92 2666.76495057 2671.7032515 0.002 200 100 0.1 +93 2667.18355692 2670.84240886 0.002 200 100 0.1 +94 2667.21806847 2672.30448677 0.002 200 100 0.1 +95 2667.16829646 2673.15776433 0.002 200 100 0.1 +96 2666.56933604 2670.51909105 0.002 200 100 0.1 +97 2666.28848266 2673.91402002 0.002 200 100 0.1 +98 2667.67690384 2671.4589615 0.002 200 100 0.1 +99 2666.74841183 2669.90208607 0.002 200 100 0.1 diff --git a/param_sweep/paramsweep_0.002lr_200bs_100e_1k.tsv b/param_sweep/paramsweep_0.002lr_200bs_100e_1k.tsv new file mode 100644 index 0000000..caa15c1 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2988.68304737 3975.76481089 0.002 200 100 1.0 +1 2811.45598061 2917.55886637 0.002 200 100 1.0 +2 2778.94026458 2798.07659574 0.002 200 100 1.0 +3 2761.28354824 2775.60945482 0.002 200 100 1.0 +4 2750.25621193 2760.79406995 0.002 200 100 1.0 +5 2742.17523767 2749.02139942 0.002 200 100 1.0 +6 2736.00272025 2746.11084545 0.002 200 100 1.0 +7 2730.40924181 2736.83002584 0.002 200 100 1.0 +8 2726.57766841 2730.01899675 0.002 200 100 1.0 +9 2722.38744209 2725.34756009 0.002 200 100 1.0 +10 2718.5320566 2731.77518196 0.002 200 100 1.0 +11 2715.40004769 2722.52876938 0.002 200 100 1.0 +12 2712.8343639 2718.27321297 0.002 200 100 1.0 +13 2711.06618143 2715.06461371 0.002 200 100 1.0 +14 2708.17394092 2714.55064401 0.002 200 100 1.0 +15 2706.41123648 2709.86468027 0.002 200 100 1.0 +16 2704.23278167 2708.0423591 0.002 200 100 1.0 +17 2702.2438098 2704.37371068 0.002 200 100 1.0 +18 2700.57307933 2702.68899752 0.002 200 100 1.0 +19 2698.56446306 2701.42523648 0.002 200 100 1.0 +20 2698.0267102 2703.05282307 0.002 200 100 1.0 +21 2696.5243084 2698.8686122 0.002 200 100 1.0 +22 2695.44673795 2701.54673636 0.002 200 100 1.0 +23 2694.22260383 2697.54448448 0.002 200 100 1.0 +24 2692.77542289 2696.74859351 0.002 200 100 1.0 +25 2692.69368535 2694.86157787 0.002 200 100 1.0 +26 2690.33711966 2694.08918555 0.002 200 100 1.0 +27 2689.52032392 2691.36426108 0.002 200 100 1.0 +28 2688.93109215 2695.18473043 0.002 200 100 1.0 +29 2688.03994699 2695.15818772 0.002 200 100 1.0 +30 2688.16804433 2693.79338188 0.002 200 100 1.0 +31 2685.62352416 2691.48653912 0.002 200 100 1.0 +32 2685.83720315 2687.6861822 0.002 200 100 1.0 +33 2684.58973041 2688.08089737 0.002 200 100 1.0 +34 2683.78084526 2688.75455231 0.002 200 100 1.0 +35 2683.63729527 2688.39099938 0.002 200 100 1.0 +36 2682.44786315 2686.57651171 0.002 200 100 1.0 +37 2683.10321761 2684.00150779 0.002 200 100 1.0 +38 2681.23632421 2690.61949867 0.002 200 100 1.0 +39 2682.21438719 2684.52216311 0.002 200 100 1.0 +40 2681.02896663 2690.36970126 0.002 200 100 1.0 +41 2680.42952265 2685.33124234 0.002 200 100 1.0 +42 2679.5819315 2680.61788491 0.002 200 100 1.0 +43 2679.79564182 2685.23279579 0.002 200 100 1.0 +44 2679.49269604 2680.90006993 0.002 200 100 1.0 +45 2678.17548293 2682.70503798 0.002 200 100 1.0 +46 2676.86788906 2683.34827991 0.002 200 100 1.0 +47 2678.13813182 2682.77298423 0.002 200 100 1.0 +48 2677.01834777 2682.54184608 0.002 200 100 1.0 +49 2676.11964172 2681.30499279 0.002 200 100 1.0 +50 2676.63009381 2684.53351775 0.002 200 100 1.0 +51 2676.46119536 2678.54292674 0.002 200 100 1.0 +52 2676.29058508 2678.84462106 0.002 200 100 1.0 +53 2675.55629759 2690.42369835 0.002 200 100 1.0 +54 2675.62167686 2681.66594234 0.002 200 100 1.0 +55 2675.35500568 2681.34847596 0.002 200 100 1.0 +56 2674.75556385 2681.35495713 0.002 200 100 1.0 +57 2675.16097722 2681.08005198 0.002 200 100 1.0 +58 2674.08120789 2675.27759116 0.002 200 100 1.0 +59 2673.72700495 2677.54597966 0.002 200 100 1.0 +60 2672.86343264 2676.84316416 0.002 200 100 1.0 +61 2673.0574645 2676.04595632 0.002 200 100 1.0 +62 2672.65329684 2675.94025183 0.002 200 100 1.0 +63 2672.87221859 2682.82246869 0.002 200 100 1.0 +64 2672.69860859 2675.70144169 0.002 200 100 1.0 +65 2671.32919431 2676.12583325 0.002 200 100 1.0 +66 2671.75991053 2676.13712721 0.002 200 100 1.0 +67 2670.77650989 2673.2997426 0.002 200 100 1.0 +68 2671.51027704 2676.2408515 0.002 200 100 1.0 +69 2670.77647809 2673.97132351 0.002 200 100 1.0 +70 2669.95234384 2674.02609084 0.002 200 100 1.0 +71 2670.10872545 2675.00642888 0.002 200 100 1.0 +72 2669.99071897 2677.72074934 0.002 200 100 1.0 +73 2672.44678593 2677.36419059 0.002 200 100 1.0 +74 2670.73186136 2677.36996174 0.002 200 100 1.0 +75 2669.53999012 2673.31909553 0.002 200 100 1.0 +76 2668.99976527 2675.14997937 0.002 200 100 1.0 +77 2668.69397521 2674.3131596 0.002 200 100 1.0 +78 2669.13087948 2673.89459567 0.002 200 100 1.0 +79 2668.71875278 2673.88137987 0.002 200 100 1.0 +80 2668.36025427 2677.34379808 0.002 200 100 1.0 +81 2668.91240687 2673.48065314 0.002 200 100 1.0 +82 2667.65144357 2671.28114077 0.002 200 100 1.0 +83 2668.09461262 2671.08956367 0.002 200 100 1.0 +84 2668.74446797 2673.48273884 0.002 200 100 1.0 +85 2667.51140328 2671.80302473 0.002 200 100 1.0 +86 2668.43508331 2671.43526959 0.002 200 100 1.0 +87 2667.11139673 2671.84137815 0.002 200 100 1.0 +88 2667.47175418 2675.73763239 0.002 200 100 1.0 +89 2666.94789508 2675.34951835 0.002 200 100 1.0 +90 2667.11833042 2670.72791671 0.002 200 100 1.0 +91 2667.75415916 2670.97769824 0.002 200 100 1.0 +92 2666.9588867 2670.15939582 0.002 200 100 1.0 +93 2667.19087621 2670.49452948 0.002 200 100 1.0 +94 2667.16756663 2670.50407103 0.002 200 100 1.0 +95 2667.1904225 2673.40578226 0.002 200 100 1.0 +96 2666.44797732 2670.63262391 0.002 200 100 1.0 +97 2666.3665202 2673.41578269 0.002 200 100 1.0 +98 2667.21469625 2670.77217432 0.002 200 100 1.0 +99 2666.75361522 2670.18711348 0.002 200 100 1.0 diff --git a/param_sweep/paramsweep_0.002lr_200bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_200bs_10e_0.01k.tsv new file mode 100644 index 0000000..0693775 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2988.66169711 3924.70595526 0.002 200 10 0.01 +1 2811.50616216 2919.75041032 0.002 200 10 0.01 +2 2779.01097582 2798.46012012 0.002 200 10 0.01 +3 2761.2878404 2776.36985297 0.002 200 10 0.01 +4 2750.23061399 2761.09095102 0.002 200 10 0.01 +5 2742.33591558 2750.02556428 0.002 200 10 0.01 +6 2736.07696914 2746.71434473 0.002 200 10 0.01 +7 2730.53862612 2736.91819188 0.002 200 10 0.01 +8 2726.57415777 2732.3881047 0.002 200 10 0.01 +9 2722.49596752 2725.98234765 0.002 200 10 0.01 diff --git a/param_sweep/paramsweep_0.002lr_200bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_200bs_10e_0.05k.tsv new file mode 100644 index 0000000..aa17768 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2989.76194365 4015.38787083 0.002 200 10 0.05 +1 2811.54648489 2913.36978575 0.002 200 10 0.05 +2 2778.91512535 2798.93757236 0.002 200 10 0.05 +3 2761.23120021 2777.30911284 0.002 200 10 0.05 +4 2750.18817443 2761.59863795 0.002 200 10 0.05 +5 2742.3070325 2750.24528524 0.002 200 10 0.05 +6 2736.00019569 2745.71703541 0.002 200 10 0.05 +7 2730.44091659 2736.76559512 0.002 200 10 0.05 +8 2726.43975337 2730.33268525 0.002 200 10 0.05 +9 2722.40727198 2726.27410784 0.002 200 10 0.05 diff --git a/param_sweep/paramsweep_0.002lr_200bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_200bs_10e_0.1k.tsv new file mode 100644 index 0000000..8591fe5 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2990.24730846 4087.22131371 0.002 200 10 0.1 +1 2811.6088502 2922.29596426 0.002 200 10 0.1 +2 2778.94805635 2796.56066404 0.002 200 10 0.1 +3 2761.22660535 2776.01054473 0.002 200 10 0.1 +4 2750.23474441 2762.09005942 0.002 200 10 0.1 +5 2742.35050751 2749.83740888 0.002 200 10 0.1 +6 2736.08047389 2745.8098616 0.002 200 10 0.1 +7 2730.49080635 2736.93894244 0.002 200 10 0.1 +8 2726.52899139 2730.47981849 0.002 200 10 0.1 +9 2722.37424735 2726.38218744 0.002 200 10 0.1 diff --git a/param_sweep/paramsweep_0.002lr_200bs_10e_1k.tsv b/param_sweep/paramsweep_0.002lr_200bs_10e_1k.tsv new file mode 100644 index 0000000..f6c1b24 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2988.83708543 4027.44293831 0.002 200 10 1.0 +1 2811.48922329 2921.7419611 0.002 200 10 1.0 +2 2778.9637485 2797.7989789 0.002 200 10 1.0 +3 2761.27714941 2776.08704757 0.002 200 10 1.0 +4 2750.18609494 2761.16433372 0.002 200 10 1.0 +5 2742.2681693 2750.46922521 0.002 200 10 1.0 +6 2736.03577857 2745.67877302 0.002 200 10 1.0 +7 2730.44658412 2736.59100657 0.002 200 10 1.0 +8 2726.52499717 2730.8498988 0.002 200 10 1.0 +9 2722.41118619 2725.97478489 0.002 200 10 1.0 diff --git a/param_sweep/paramsweep_0.002lr_200bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_200bs_25e_0.01k.tsv new file mode 100644 index 0000000..be0828c --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2990.45328817 4054.38236156 0.002 200 25 0.01 +1 2811.71623359 2914.867968 0.002 200 25 0.01 +2 2779.019773 2797.55518839 0.002 200 25 0.01 +3 2761.21213644 2776.81309845 0.002 200 25 0.01 +4 2750.23569333 2761.15104182 0.002 200 25 0.01 +5 2742.34515156 2749.82118403 0.002 200 25 0.01 +6 2736.02631137 2744.50736296 0.002 200 25 0.01 +7 2730.56364435 2737.99420691 0.002 200 25 0.01 +8 2726.43638221 2730.66406577 0.002 200 25 0.01 +9 2722.42825713 2725.44572703 0.002 200 25 0.01 +10 2718.70166711 2734.48674639 0.002 200 25 0.01 +11 2715.45900087 2722.01004711 0.002 200 25 0.01 +12 2712.91434516 2719.3090965 0.002 200 25 0.01 +13 2711.13061964 2714.36665207 0.002 200 25 0.01 +14 2708.16577011 2713.31059169 0.002 200 25 0.01 +15 2706.28217334 2710.28162531 0.002 200 25 0.01 +16 2704.2806816 2707.21586186 0.002 200 25 0.01 +17 2702.3472138 2706.49607274 0.002 200 25 0.01 +18 2700.60851051 2701.7277818 0.002 200 25 0.01 +19 2698.59520963 2700.77963624 0.002 200 25 0.01 +20 2698.10977966 2703.4752405 0.002 200 25 0.01 +21 2696.63943501 2700.17751638 0.002 200 25 0.01 +22 2695.56344425 2700.47431622 0.002 200 25 0.01 +23 2694.2271691 2697.85666331 0.002 200 25 0.01 +24 2692.73856422 2696.30263074 0.002 200 25 0.01 diff --git a/param_sweep/paramsweep_0.002lr_200bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_200bs_25e_0.05k.tsv new file mode 100644 index 0000000..7c99a13 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2991.23016786 3958.27709728 0.002 200 25 0.05 +1 2811.54562564 2919.5520463 0.002 200 25 0.05 +2 2778.97601957 2796.29896723 0.002 200 25 0.05 +3 2761.27323426 2778.7096127 0.002 200 25 0.05 +4 2750.22693274 2761.64651658 0.002 200 25 0.05 +5 2742.35361556 2749.73192939 0.002 200 25 0.05 +6 2736.04643693 2746.2310826 0.002 200 25 0.05 +7 2730.54391673 2736.60171608 0.002 200 25 0.05 +8 2726.63271443 2731.05407832 0.002 200 25 0.05 +9 2722.5659119 2724.97747091 0.002 200 25 0.05 +10 2718.65889796 2733.39848651 0.002 200 25 0.05 +11 2715.52521825 2721.69713352 0.002 200 25 0.05 +12 2712.90284391 2717.92360639 0.002 200 25 0.05 +13 2711.14436204 2714.6961915 0.002 200 25 0.05 +14 2708.28358229 2713.32770441 0.002 200 25 0.05 +15 2706.51269772 2710.68432991 0.002 200 25 0.05 +16 2704.40051206 2707.2760899 0.002 200 25 0.05 +17 2702.40347095 2705.72800447 0.002 200 25 0.05 +18 2700.6897793 2701.86053408 0.002 200 25 0.05 +19 2698.58317007 2701.62288536 0.002 200 25 0.05 +20 2698.04482417 2702.24335032 0.002 200 25 0.05 +21 2696.49363927 2699.42635916 0.002 200 25 0.05 +22 2695.58703111 2701.28405692 0.002 200 25 0.05 +23 2694.47542145 2696.61383348 0.002 200 25 0.05 +24 2692.81877947 2697.25063252 0.002 200 25 0.05 diff --git a/param_sweep/paramsweep_0.002lr_200bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_200bs_25e_0.1k.tsv new file mode 100644 index 0000000..cc50107 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2989.27285219 4020.33879063 0.002 200 25 0.1 +1 2811.51214045 2918.97160827 0.002 200 25 0.1 +2 2778.98814825 2798.32090348 0.002 200 25 0.1 +3 2761.29358262 2775.3639838 0.002 200 25 0.1 +4 2750.25921214 2760.41102171 0.002 200 25 0.1 +5 2742.27126137 2751.77873344 0.002 200 25 0.1 +6 2736.01398036 2745.36504345 0.002 200 25 0.1 +7 2730.51422565 2736.98664649 0.002 200 25 0.1 +8 2726.57791097 2729.4360697 0.002 200 25 0.1 +9 2722.55978092 2725.83818005 0.002 200 25 0.1 +10 2718.68292485 2733.26775038 0.002 200 25 0.1 +11 2715.43310848 2722.84899506 0.002 200 25 0.1 +12 2712.85071375 2717.46138517 0.002 200 25 0.1 +13 2711.06055276 2716.08365341 0.002 200 25 0.1 +14 2708.14096189 2713.90800333 0.002 200 25 0.1 +15 2706.3617062 2710.55316991 0.002 200 25 0.1 +16 2704.31103186 2707.4085649 0.002 200 25 0.1 +17 2702.32756062 2705.16699919 0.002 200 25 0.1 +18 2700.60378697 2702.24748811 0.002 200 25 0.1 +19 2698.57031354 2701.75462233 0.002 200 25 0.1 +20 2698.06237003 2703.09585157 0.002 200 25 0.1 +21 2696.60929553 2699.82544832 0.002 200 25 0.1 +22 2695.49620133 2703.00570113 0.002 200 25 0.1 +23 2694.35873538 2697.17921322 0.002 200 25 0.1 +24 2692.74697572 2696.73047762 0.002 200 25 0.1 diff --git a/param_sweep/paramsweep_0.002lr_200bs_25e_1k.tsv b/param_sweep/paramsweep_0.002lr_200bs_25e_1k.tsv new file mode 100644 index 0000000..9d03a89 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2989.65787568 4026.28001202 0.002 200 25 1.0 +1 2811.54309607 2922.54736702 0.002 200 25 1.0 +2 2778.89243384 2798.02317375 0.002 200 25 1.0 +3 2761.17585034 2778.51518107 0.002 200 25 1.0 +4 2750.21534324 2761.74182619 0.002 200 25 1.0 +5 2742.30686 2749.5143072 0.002 200 25 1.0 +6 2736.05620756 2746.55588393 0.002 200 25 1.0 +7 2730.51488472 2737.36889695 0.002 200 25 1.0 +8 2726.62673762 2730.42438923 0.002 200 25 1.0 +9 2722.50922109 2725.57564298 0.002 200 25 1.0 +10 2718.56776823 2733.69177876 0.002 200 25 1.0 +11 2715.47781041 2722.87513537 0.002 200 25 1.0 +12 2712.87187462 2719.4923084 0.002 200 25 1.0 +13 2711.17505145 2715.28714158 0.002 200 25 1.0 +14 2708.16334906 2713.52270134 0.002 200 25 1.0 +15 2706.45503634 2710.11864487 0.002 200 25 1.0 +16 2704.22247008 2706.49371956 0.002 200 25 1.0 +17 2702.30774998 2705.16539617 0.002 200 25 1.0 +18 2700.69233205 2702.30663782 0.002 200 25 1.0 +19 2698.65288064 2701.2982899 0.002 200 25 1.0 +20 2698.17451181 2703.21751296 0.002 200 25 1.0 +21 2696.74604649 2700.08268852 0.002 200 25 1.0 +22 2695.62108143 2702.28513524 0.002 200 25 1.0 +23 2694.43441246 2697.48011911 0.002 200 25 1.0 +24 2692.82474962 2696.3979959 0.002 200 25 1.0 diff --git a/param_sweep/paramsweep_0.002lr_200bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_200bs_50e_0.01k.tsv new file mode 100644 index 0000000..5285a70 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2991.19032649 4077.21668111 0.002 200 50 0.01 +1 2811.56117363 2919.09216239 0.002 200 50 0.01 +2 2778.97566214 2797.23717351 0.002 200 50 0.01 +3 2761.3451341 2776.91419041 0.002 200 50 0.01 +4 2750.26179653 2761.61727946 0.002 200 50 0.01 +5 2742.49080796 2749.07824824 0.002 200 50 0.01 +6 2736.11386876 2745.24518861 0.002 200 50 0.01 +7 2730.56681475 2736.00434365 0.002 200 50 0.01 +8 2726.60978469 2730.76269671 0.002 200 50 0.01 +9 2722.67620272 2724.9229888 0.002 200 50 0.01 +10 2718.83047812 2734.85395909 0.002 200 50 0.01 +11 2715.53127078 2723.31766943 0.002 200 50 0.01 +12 2712.94508418 2719.51755152 0.002 200 50 0.01 +13 2711.06816335 2715.09330233 0.002 200 50 0.01 +14 2708.3168798 2712.52726533 0.002 200 50 0.01 +15 2706.55395612 2711.60139165 0.002 200 50 0.01 +16 2704.37175726 2707.89753796 0.002 200 50 0.01 +17 2702.34744199 2705.90824094 0.002 200 50 0.01 +18 2700.70253481 2701.71079326 0.002 200 50 0.01 +19 2698.59582565 2701.86754321 0.002 200 50 0.01 +20 2698.06990055 2702.04151138 0.002 200 50 0.01 +21 2696.59069172 2700.37334423 0.002 200 50 0.01 +22 2695.60750964 2701.16020993 0.002 200 50 0.01 +23 2694.32130849 2696.78217055 0.002 200 50 0.01 +24 2692.82591723 2696.8509029 0.002 200 50 0.01 +25 2692.85704958 2696.71579977 0.002 200 50 0.01 +26 2690.44590017 2693.82035685 0.002 200 50 0.01 +27 2689.60519061 2692.4861316 0.002 200 50 0.01 +28 2689.10511848 2695.42658416 0.002 200 50 0.01 +29 2688.1717469 2694.81656216 0.002 200 50 0.01 +30 2688.4728993 2695.96228704 0.002 200 50 0.01 +31 2685.68793688 2690.85078947 0.002 200 50 0.01 +32 2685.84804296 2689.20409829 0.002 200 50 0.01 +33 2684.77258209 2687.41202302 0.002 200 50 0.01 +34 2683.97596873 2690.42337999 0.002 200 50 0.01 +35 2683.66464807 2688.17499981 0.002 200 50 0.01 +36 2682.67659561 2686.07014725 0.002 200 50 0.01 +37 2683.0920331 2683.58751018 0.002 200 50 0.01 +38 2681.22344511 2691.05495265 0.002 200 50 0.01 +39 2682.30715074 2684.83749384 0.002 200 50 0.01 +40 2681.119646 2687.91753789 0.002 200 50 0.01 +41 2680.59523871 2685.38431329 0.002 200 50 0.01 +42 2679.59600803 2681.8094214 0.002 200 50 0.01 +43 2679.93766535 2684.96517425 0.002 200 50 0.01 +44 2679.45621342 2679.9187922 0.002 200 50 0.01 +45 2678.3191223 2680.71950763 0.002 200 50 0.01 +46 2676.87135843 2682.65973706 0.002 200 50 0.01 +47 2677.99198221 2682.70807223 0.002 200 50 0.01 +48 2677.1405766 2681.45057343 0.002 200 50 0.01 +49 2676.24550538 2680.14838849 0.002 200 50 0.01 diff --git a/param_sweep/paramsweep_0.002lr_200bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_200bs_50e_0.05k.tsv new file mode 100644 index 0000000..951a246 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2988.93669641 3926.33292519 0.002 200 50 0.05 +1 2811.41185566 2920.82793314 0.002 200 50 0.05 +2 2778.94892777 2798.56463378 0.002 200 50 0.05 +3 2761.2236186 2776.82339763 0.002 200 50 0.05 +4 2750.20980148 2761.5906826 0.002 200 50 0.05 +5 2742.30063676 2751.23816175 0.002 200 50 0.05 +6 2735.9970755 2743.47560648 0.002 200 50 0.05 +7 2730.45531181 2736.17520241 0.002 200 50 0.05 +8 2726.50872251 2730.57279685 0.002 200 50 0.05 +9 2722.45463466 2725.69714379 0.002 200 50 0.05 +10 2718.64192535 2734.59715396 0.002 200 50 0.05 +11 2715.44596247 2723.82353674 0.002 200 50 0.05 +12 2712.84337789 2718.87772896 0.002 200 50 0.05 +13 2711.19113804 2714.19890739 0.002 200 50 0.05 +14 2708.20489392 2712.96956085 0.002 200 50 0.05 +15 2706.33777173 2710.33876822 0.002 200 50 0.05 +16 2704.19033632 2707.59508274 0.002 200 50 0.05 +17 2702.29811303 2705.45552766 0.002 200 50 0.05 +18 2700.57583978 2701.88067825 0.002 200 50 0.05 +19 2698.53176762 2701.20593565 0.002 200 50 0.05 +20 2698.03851648 2702.49407854 0.002 200 50 0.05 +21 2696.70682573 2700.22960375 0.002 200 50 0.05 +22 2695.51409472 2701.11853051 0.002 200 50 0.05 +23 2694.30728069 2697.84632445 0.002 200 50 0.05 +24 2692.71925646 2696.92343927 0.002 200 50 0.05 +25 2692.74369768 2697.24803007 0.002 200 50 0.05 +26 2690.32796064 2694.36707267 0.002 200 50 0.05 +27 2689.56073419 2691.85000289 0.002 200 50 0.05 +28 2688.84506192 2695.77697871 0.002 200 50 0.05 +29 2687.9431385 2694.38682658 0.002 200 50 0.05 +30 2688.10968463 2695.32123911 0.002 200 50 0.05 +31 2685.63027282 2692.16908069 0.002 200 50 0.05 +32 2685.94213789 2688.52986965 0.002 200 50 0.05 +33 2684.53101683 2688.30331648 0.002 200 50 0.05 +34 2683.80551205 2689.46374909 0.002 200 50 0.05 +35 2683.68545254 2688.1153114 0.002 200 50 0.05 +36 2682.34151909 2687.04170417 0.002 200 50 0.05 +37 2683.03538789 2683.52480198 0.002 200 50 0.05 +38 2681.10862709 2691.5727357 0.002 200 50 0.05 +39 2682.19282692 2683.80514824 0.002 200 50 0.05 +40 2681.02437861 2690.63253942 0.002 200 50 0.05 +41 2680.49151427 2684.68950821 0.002 200 50 0.05 +42 2679.54525366 2681.09608824 0.002 200 50 0.05 +43 2679.77946437 2685.5305946 0.002 200 50 0.05 +44 2679.39088281 2680.59320057 0.002 200 50 0.05 +45 2678.18315208 2681.6624254 0.002 200 50 0.05 +46 2676.96095008 2683.82570273 0.002 200 50 0.05 +47 2678.08406639 2683.60668805 0.002 200 50 0.05 +48 2676.95387936 2680.68101137 0.002 200 50 0.05 +49 2675.99417605 2681.08061262 0.002 200 50 0.05 diff --git a/param_sweep/paramsweep_0.002lr_200bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_200bs_50e_0.1k.tsv new file mode 100644 index 0000000..1f9d634 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2992.33704027 3940.07289021 0.002 200 50 0.1 +1 2811.70180478 2915.50751141 0.002 200 50 0.1 +2 2778.98340687 2795.42565428 0.002 200 50 0.1 +3 2761.31571885 2776.773993 0.002 200 50 0.1 +4 2750.22685763 2761.63122022 0.002 200 50 0.1 +5 2742.28678846 2749.96397502 0.002 200 50 0.1 +6 2735.98042914 2745.70061264 0.002 200 50 0.1 +7 2730.44983474 2736.03148247 0.002 200 50 0.1 +8 2726.45817075 2730.00687375 0.002 200 50 0.1 +9 2722.61434908 2725.13092099 0.002 200 50 0.1 +10 2718.65584549 2732.96148787 0.002 200 50 0.1 +11 2715.43922063 2721.20636138 0.002 200 50 0.1 +12 2712.8601241 2718.2153283 0.002 200 50 0.1 +13 2710.84878802 2714.70604348 0.002 200 50 0.1 +14 2708.15256802 2712.32503053 0.002 200 50 0.1 +15 2706.35489343 2711.07370853 0.002 200 50 0.1 +16 2704.19985025 2707.84973075 0.002 200 50 0.1 +17 2702.22528583 2706.12315798 0.002 200 50 0.1 +18 2700.62951493 2702.63769438 0.002 200 50 0.1 +19 2698.45467053 2701.28520386 0.002 200 50 0.1 +20 2697.95900129 2703.10225664 0.002 200 50 0.1 +21 2696.41088452 2700.67753458 0.002 200 50 0.1 +22 2695.52072223 2699.97416777 0.002 200 50 0.1 +23 2694.23470828 2696.92724983 0.002 200 50 0.1 +24 2692.72910661 2696.94490544 0.002 200 50 0.1 +25 2692.84458189 2695.60767022 0.002 200 50 0.1 +26 2690.27501527 2693.80365212 0.002 200 50 0.1 +27 2689.56482941 2691.8978722 0.002 200 50 0.1 +28 2688.99053801 2695.84243313 0.002 200 50 0.1 +29 2688.28241603 2695.24338766 0.002 200 50 0.1 +30 2688.21617149 2694.64958865 0.002 200 50 0.1 +31 2685.74246072 2691.63587663 0.002 200 50 0.1 +32 2685.7954821 2689.56549784 0.002 200 50 0.1 +33 2684.70297174 2686.98736957 0.002 200 50 0.1 +34 2683.78585667 2690.24055134 0.002 200 50 0.1 +35 2683.60829464 2688.26554191 0.002 200 50 0.1 +36 2682.64758769 2686.91269429 0.002 200 50 0.1 +37 2683.17304845 2683.90987476 0.002 200 50 0.1 +38 2681.18804856 2691.29401627 0.002 200 50 0.1 +39 2682.19446816 2684.28692825 0.002 200 50 0.1 +40 2681.16158911 2690.90248519 0.002 200 50 0.1 +41 2680.64885108 2685.39026883 0.002 200 50 0.1 +42 2679.59870751 2682.12861683 0.002 200 50 0.1 +43 2679.8929907 2684.98370373 0.002 200 50 0.1 +44 2679.44799003 2679.66635546 0.002 200 50 0.1 +45 2678.12998148 2682.56297848 0.002 200 50 0.1 +46 2676.95098835 2683.20065652 0.002 200 50 0.1 +47 2677.99505432 2683.24243117 0.002 200 50 0.1 +48 2677.00446783 2681.17006425 0.002 200 50 0.1 +49 2676.17198627 2680.99562601 0.002 200 50 0.1 diff --git a/param_sweep/paramsweep_0.002lr_200bs_50e_1k.tsv b/param_sweep/paramsweep_0.002lr_200bs_50e_1k.tsv new file mode 100644 index 0000000..c9d7b2a --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_200bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2990.91675712 4165.38212256 0.002 200 50 1.0 +1 2811.47525149 2920.93900172 0.002 200 50 1.0 +2 2778.89086709 2796.20472102 0.002 200 50 1.0 +3 2761.2813483 2777.60760953 0.002 200 50 1.0 +4 2750.3209869 2761.5925307 0.002 200 50 1.0 +5 2742.41015433 2750.56630542 0.002 200 50 1.0 +6 2736.03180725 2745.28393461 0.002 200 50 1.0 +7 2730.55551547 2737.26631821 0.002 200 50 1.0 +8 2726.68210323 2731.34235331 0.002 200 50 1.0 +9 2722.74010726 2726.01921382 0.002 200 50 1.0 +10 2718.7725507 2733.60836903 0.002 200 50 1.0 +11 2715.54961455 2721.40950552 0.002 200 50 1.0 +12 2712.94352682 2717.93392565 0.002 200 50 1.0 +13 2710.96563404 2714.09963972 0.002 200 50 1.0 +14 2708.18727622 2714.09085952 0.002 200 50 1.0 +15 2706.53821196 2709.55312649 0.002 200 50 1.0 +16 2704.319123 2708.3508903 0.002 200 50 1.0 +17 2702.25690293 2705.88029827 0.002 200 50 1.0 +18 2700.6580293 2703.08112284 0.002 200 50 1.0 +19 2698.54391144 2700.69275953 0.002 200 50 1.0 +20 2698.03190186 2702.67436402 0.002 200 50 1.0 +21 2696.40080862 2700.34829251 0.002 200 50 1.0 +22 2695.5952428 2701.22076754 0.002 200 50 1.0 +23 2694.30879953 2697.05387572 0.002 200 50 1.0 +24 2692.707576 2696.9588448 0.002 200 50 1.0 +25 2692.71303058 2694.65402473 0.002 200 50 1.0 +26 2690.44964779 2693.92697394 0.002 200 50 1.0 +27 2689.6630675 2692.90399905 0.002 200 50 1.0 +28 2689.10505291 2695.9578575 0.002 200 50 1.0 +29 2688.24846993 2695.49718701 0.002 200 50 1.0 +30 2688.24401444 2695.82751395 0.002 200 50 1.0 +31 2685.6713711 2690.83360206 0.002 200 50 1.0 +32 2685.77339279 2689.17065336 0.002 200 50 1.0 +33 2684.62363493 2687.20667414 0.002 200 50 1.0 +34 2683.82782074 2689.79077242 0.002 200 50 1.0 +35 2683.56292188 2687.87999578 0.002 200 50 1.0 +36 2682.61378989 2686.70275996 0.002 200 50 1.0 +37 2683.08890487 2684.28559552 0.002 200 50 1.0 +38 2681.13579416 2690.16003301 0.002 200 50 1.0 +39 2682.09831613 2684.39054284 0.002 200 50 1.0 +40 2681.02223656 2687.88348144 0.002 200 50 1.0 +41 2680.43173112 2684.74696761 0.002 200 50 1.0 +42 2679.37891613 2681.324152 0.002 200 50 1.0 +43 2679.81027926 2685.68141236 0.002 200 50 1.0 +44 2679.2933176 2679.70846668 0.002 200 50 1.0 +45 2678.09116166 2682.00812433 0.002 200 50 1.0 +46 2676.82682781 2683.11159654 0.002 200 50 1.0 +47 2677.93158795 2681.76855282 0.002 200 50 1.0 +48 2676.96830732 2681.35020736 0.002 200 50 1.0 +49 2676.10035684 2681.55476172 0.002 200 50 1.0 diff --git a/param_sweep/paramsweep_0.002lr_50bs_100e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_50bs_100e_0.01k.tsv new file mode 100644 index 0000000..2857670 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_100e_0.01k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.02424986 2798.99277428 0.002 50 100 0.01 +1 2760.76094789 2761.68292621 0.002 50 100 0.01 +2 2741.01440248 2740.83446659 0.002 50 100 0.01 +3 2730.24707662 2728.93565517 0.002 50 100 0.01 +4 2722.74355869 2723.96051737 0.002 50 100 0.01 +5 2716.7549821 2714.97100608 0.002 50 100 0.01 +6 2712.02116473 2710.95869215 0.002 50 100 0.01 +7 2708.76921734 2707.85133563 0.002 50 100 0.01 +8 2706.44405787 2706.75121837 0.002 50 100 0.01 +9 2704.22305157 2702.68083585 0.002 50 100 0.01 +10 2701.11341062 2699.00225142 0.002 50 100 0.01 +11 2699.99842661 2703.55009084 0.002 50 100 0.01 +12 2698.19048117 2697.04392804 0.002 50 100 0.01 +13 2696.28202965 2706.52922125 0.002 50 100 0.01 +14 2695.59515158 2698.56100061 0.002 50 100 0.01 +15 2694.2220248 2694.02203101 0.002 50 100 0.01 +16 2693.32307181 2693.03917267 0.002 50 100 0.01 +17 2692.38856279 2692.57163683 0.002 50 100 0.01 +18 2691.56371347 2691.45322116 0.002 50 100 0.01 +19 2690.52487187 2689.87618383 0.002 50 100 0.01 +20 2689.60253271 2689.8232856 0.002 50 100 0.01 +21 2689.4856128 2685.60469572 0.002 50 100 0.01 +22 2688.44457463 2692.32285334 0.002 50 100 0.01 +23 2687.46707704 2687.8370247 0.002 50 100 0.01 +24 2687.3190295 2687.30866937 0.002 50 100 0.01 +25 2686.62913587 2686.15418904 0.002 50 100 0.01 +26 2686.02417731 2684.61752267 0.002 50 100 0.01 +27 2685.68966057 2689.16221487 0.002 50 100 0.01 +28 2686.83987067 2687.67399991 0.002 50 100 0.01 +29 2685.43287365 2686.66675645 0.002 50 100 0.01 +30 2684.95682363 2692.08987082 0.002 50 100 0.01 +31 2684.63325832 2683.98662361 0.002 50 100 0.01 +32 2683.69363231 2684.30838415 0.002 50 100 0.01 +33 2684.0741633 2686.15026365 0.002 50 100 0.01 +34 2683.72021676 2681.96486102 0.002 50 100 0.01 +35 2683.73409647 2680.76041636 0.002 50 100 0.01 +36 2683.69910204 2682.23659467 0.002 50 100 0.01 +37 2683.87620955 2679.64553489 0.002 50 100 0.01 +38 2683.09239782 2681.37026236 0.002 50 100 0.01 +39 2683.81662816 2680.51558625 0.002 50 100 0.01 +40 2682.86908995 2681.70162748 0.002 50 100 0.01 +41 2683.17813714 2682.33072465 0.002 50 100 0.01 +42 2681.94795004 2679.66765459 0.002 50 100 0.01 +43 2682.46772131 2679.26933239 0.002 50 100 0.01 +44 2682.46368724 2685.06465992 0.002 50 100 0.01 +45 2681.28122837 2682.31158692 0.002 50 100 0.01 +46 2682.0079273 2681.57997356 0.002 50 100 0.01 +47 2682.08019863 2681.18735389 0.002 50 100 0.01 +48 2681.13110912 2680.47307824 0.002 50 100 0.01 +49 2681.13524597 2678.70772959 0.002 50 100 0.01 +50 2681.80069286 2684.04279463 0.002 50 100 0.01 +51 2680.7471323 2677.78798791 0.002 50 100 0.01 +52 2682.31004467 2680.66219994 0.002 50 100 0.01 +53 2681.0213508 2683.90339453 0.002 50 100 0.01 +54 2681.13660906 2684.83837377 0.002 50 100 0.01 +55 2681.66913781 2679.70653363 0.002 50 100 0.01 +56 2680.59579344 2683.43558889 0.002 50 100 0.01 +57 2681.41506479 2681.19306249 0.002 50 100 0.01 +58 2680.67491515 2685.04524537 0.002 50 100 0.01 +59 2681.11315893 2678.54316948 0.002 50 100 0.01 +60 2681.07963588 2680.14940426 0.002 50 100 0.01 +61 2680.75392415 2678.64634947 0.002 50 100 0.01 +62 2679.97298388 2681.65067258 0.002 50 100 0.01 +63 2680.52838388 2678.90066838 0.002 50 100 0.01 +64 2680.2157895 2681.92149689 0.002 50 100 0.01 +65 2680.1846199 2678.38124963 0.002 50 100 0.01 +66 2680.25258009 2677.48928956 0.002 50 100 0.01 +67 2680.54372177 2680.5638164 0.002 50 100 0.01 +68 2681.16615049 2677.81610002 0.002 50 100 0.01 +69 2680.55475382 2682.37815796 0.002 50 100 0.01 +70 2680.25943877 2682.6899148 0.002 50 100 0.01 +71 2680.19234775 2679.01452193 0.002 50 100 0.01 +72 2679.95335449 2681.10965789 0.002 50 100 0.01 +73 2680.56589841 2676.31395551 0.002 50 100 0.01 +74 2679.46848057 2680.52555261 0.002 50 100 0.01 +75 2679.55171556 2678.16249356 0.002 50 100 0.01 +76 2680.02374957 2680.1531854 0.002 50 100 0.01 +77 2679.89551956 2678.28840757 0.002 50 100 0.01 +78 2680.09843927 2678.42685538 0.002 50 100 0.01 +79 2679.33131953 2680.43898305 0.002 50 100 0.01 +80 2679.85230387 2678.84680946 0.002 50 100 0.01 +81 2679.47658032 2679.85217635 0.002 50 100 0.01 +82 2678.84446185 2680.42168641 0.002 50 100 0.01 +83 2680.32109412 2682.07574148 0.002 50 100 0.01 +84 2680.4649538 2678.24341194 0.002 50 100 0.01 +85 2679.20563013 2677.93777075 0.002 50 100 0.01 +86 2679.4346531 2677.0896701 0.002 50 100 0.01 +87 2679.30789756 2678.18950354 0.002 50 100 0.01 +88 2679.63686532 2681.77871383 0.002 50 100 0.01 +89 2679.3255057 2677.62421436 0.002 50 100 0.01 +90 2680.72703052 2677.11304505 0.002 50 100 0.01 +91 2679.47939407 2679.14018433 0.002 50 100 0.01 +92 2678.56618026 2678.67786975 0.002 50 100 0.01 +93 2678.58225939 2676.14433286 0.002 50 100 0.01 +94 2678.87997297 2679.67625459 0.002 50 100 0.01 +95 2679.33389238 2677.25093222 0.002 50 100 0.01 +96 2679.47846502 2678.01369895 0.002 50 100 0.01 +97 2679.20705695 2675.84083758 0.002 50 100 0.01 +98 2678.51768319 2676.43159208 0.002 50 100 0.01 +99 2679.55139971 2677.09872617 0.002 50 100 0.01 diff --git a/param_sweep/paramsweep_0.002lr_50bs_100e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_50bs_100e_0.05k.tsv new file mode 100644 index 0000000..627310f --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_100e_0.05k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.03965549 2797.21239067 0.002 50 100 0.05 +1 2760.71083949 2760.19308349 0.002 50 100 0.05 +2 2740.96123382 2741.73127073 0.002 50 100 0.05 +3 2730.25966022 2728.6647389 0.002 50 100 0.05 +4 2722.73138122 2726.67006659 0.002 50 100 0.05 +5 2716.60300117 2715.18323057 0.002 50 100 0.05 +6 2711.86556981 2710.61278643 0.002 50 100 0.05 +7 2708.56146806 2707.68682826 0.002 50 100 0.05 +8 2706.38824934 2706.82458379 0.002 50 100 0.05 +9 2704.11130792 2702.22807869 0.002 50 100 0.05 +10 2700.96504554 2700.34191965 0.002 50 100 0.05 +11 2699.9454564 2705.64746981 0.002 50 100 0.05 +12 2698.09279567 2697.07056458 0.002 50 100 0.05 +13 2696.30063105 2706.68555855 0.002 50 100 0.05 +14 2695.63791059 2697.1222337 0.002 50 100 0.05 +15 2694.2739885 2696.33713626 0.002 50 100 0.05 +16 2693.37779518 2693.88635557 0.002 50 100 0.05 +17 2692.30722435 2692.32568173 0.002 50 100 0.05 +18 2691.60903725 2691.54322223 0.002 50 100 0.05 +19 2690.53450815 2690.69017341 0.002 50 100 0.05 +20 2689.68317298 2688.31096327 0.002 50 100 0.05 +21 2689.53354505 2687.75732655 0.002 50 100 0.05 +22 2688.56653098 2688.90420211 0.002 50 100 0.05 +23 2687.61552336 2687.85987168 0.002 50 100 0.05 +24 2687.29916022 2688.02933702 0.002 50 100 0.05 +25 2686.67576151 2687.76604419 0.002 50 100 0.05 +26 2686.13264046 2684.08218203 0.002 50 100 0.05 +27 2685.75904404 2693.20910808 0.002 50 100 0.05 +28 2687.04218938 2685.56621206 0.002 50 100 0.05 +29 2685.5285873 2687.70733468 0.002 50 100 0.05 +30 2685.13191043 2689.5927711 0.002 50 100 0.05 +31 2684.84708619 2684.94549269 0.002 50 100 0.05 +32 2683.86102845 2682.52654131 0.002 50 100 0.05 +33 2684.22250162 2683.58658356 0.002 50 100 0.05 +34 2683.87424618 2681.64658334 0.002 50 100 0.05 +35 2683.85940965 2680.56850875 0.002 50 100 0.05 +36 2683.90642416 2681.36475823 0.002 50 100 0.05 +37 2683.98167093 2679.89993315 0.002 50 100 0.05 +38 2683.21431695 2682.76104468 0.002 50 100 0.05 +39 2684.07097705 2681.32315023 0.002 50 100 0.05 +40 2683.0471202 2679.54174851 0.002 50 100 0.05 +41 2683.37213808 2680.58008139 0.002 50 100 0.05 +42 2682.07877551 2682.36867755 0.002 50 100 0.05 +43 2682.6320197 2680.06420992 0.002 50 100 0.05 +44 2682.55401333 2683.73249283 0.002 50 100 0.05 +45 2681.42275306 2683.00806784 0.002 50 100 0.05 +46 2682.16238749 2683.69720447 0.002 50 100 0.05 +47 2682.21279118 2682.70135907 0.002 50 100 0.05 +48 2681.27209438 2681.40796365 0.002 50 100 0.05 +49 2681.47546546 2680.06023785 0.002 50 100 0.05 +50 2681.93119353 2683.14630886 0.002 50 100 0.05 +51 2680.89368442 2678.83860764 0.002 50 100 0.05 +52 2682.46911498 2684.05282774 0.002 50 100 0.05 +53 2681.27912494 2683.52302671 0.002 50 100 0.05 +54 2681.31736748 2683.8754318 0.002 50 100 0.05 +55 2681.83689326 2680.84712689 0.002 50 100 0.05 +56 2680.71669471 2683.18866609 0.002 50 100 0.05 +57 2681.58197551 2683.11825369 0.002 50 100 0.05 +58 2680.84569332 2686.16034904 0.002 50 100 0.05 +59 2681.25025755 2678.96481948 0.002 50 100 0.05 +60 2681.19829743 2677.62186165 0.002 50 100 0.05 +61 2680.9418354 2679.39088034 0.002 50 100 0.05 +62 2679.99059619 2680.81663078 0.002 50 100 0.05 +63 2680.95721159 2679.45280617 0.002 50 100 0.05 +64 2680.40484896 2680.60356277 0.002 50 100 0.05 +65 2680.26575933 2678.3443998 0.002 50 100 0.05 +66 2680.34531332 2677.85394462 0.002 50 100 0.05 +67 2680.64690154 2680.74600086 0.002 50 100 0.05 +68 2681.58825794 2678.41394767 0.002 50 100 0.05 +69 2680.63074505 2680.84349232 0.002 50 100 0.05 +70 2680.50124825 2679.86834612 0.002 50 100 0.05 +71 2680.55152882 2678.79810924 0.002 50 100 0.05 +72 2680.00321605 2679.96664516 0.002 50 100 0.05 +73 2680.68430488 2677.11783543 0.002 50 100 0.05 +74 2679.69535708 2682.0610627 0.002 50 100 0.05 +75 2679.64701413 2677.90764996 0.002 50 100 0.05 +76 2680.23853628 2679.84037124 0.002 50 100 0.05 +77 2680.13824052 2679.10453093 0.002 50 100 0.05 +78 2680.19851722 2677.17781607 0.002 50 100 0.05 +79 2679.69083321 2679.68422394 0.002 50 100 0.05 +80 2680.0408653 2677.35194668 0.002 50 100 0.05 +81 2679.64462096 2679.2249184 0.002 50 100 0.05 +82 2679.02587626 2681.17868153 0.002 50 100 0.05 +83 2680.48350488 2684.38956021 0.002 50 100 0.05 +84 2680.68112202 2677.12688217 0.002 50 100 0.05 +85 2679.3006926 2677.48140517 0.002 50 100 0.05 +86 2679.6006008 2678.0410483 0.002 50 100 0.05 +87 2679.45821497 2679.17006192 0.002 50 100 0.05 +88 2679.92943371 2679.58683284 0.002 50 100 0.05 +89 2679.32989662 2679.3587084 0.002 50 100 0.05 +90 2680.79805428 2677.32105052 0.002 50 100 0.05 +91 2679.52690537 2677.64314716 0.002 50 100 0.05 +92 2678.76775543 2679.22430968 0.002 50 100 0.05 +93 2678.89033337 2676.02976135 0.002 50 100 0.05 +94 2678.91305258 2679.49827561 0.002 50 100 0.05 +95 2679.56445725 2676.77993407 0.002 50 100 0.05 +96 2679.49995041 2677.08205926 0.002 50 100 0.05 +97 2679.3874429 2676.15778066 0.002 50 100 0.05 +98 2678.84908289 2675.94530223 0.002 50 100 0.05 +99 2679.71637504 2678.28412227 0.002 50 100 0.05 diff --git a/param_sweep/paramsweep_0.002lr_50bs_100e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_50bs_100e_0.1k.tsv new file mode 100644 index 0000000..640f855 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_100e_0.1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.03627165 2796.53269104 0.002 50 100 0.1 +1 2760.66580588 2759.22441892 0.002 50 100 0.1 +2 2740.94702205 2743.11572312 0.002 50 100 0.1 +3 2730.23420135 2726.97472281 0.002 50 100 0.1 +4 2722.69013129 2724.76120946 0.002 50 100 0.1 +5 2716.53307562 2714.88742877 0.002 50 100 0.1 +6 2711.80904224 2711.65205573 0.002 50 100 0.1 +7 2708.54750697 2707.65268872 0.002 50 100 0.1 +8 2706.42194518 2705.02661413 0.002 50 100 0.1 +9 2704.02328183 2703.0619655 0.002 50 100 0.1 +10 2701.0073756 2699.5227919 0.002 50 100 0.1 +11 2699.91043489 2703.65843513 0.002 50 100 0.1 +12 2698.02214967 2697.38603908 0.002 50 100 0.1 +13 2696.250968 2707.70284165 0.002 50 100 0.1 +14 2695.60673816 2697.69225351 0.002 50 100 0.1 +15 2694.33664941 2696.47694295 0.002 50 100 0.1 +16 2693.4328058 2693.41186103 0.002 50 100 0.1 +17 2692.31691502 2692.70270954 0.002 50 100 0.1 +18 2691.63815517 2692.6171847 0.002 50 100 0.1 +19 2690.58962713 2690.99265524 0.002 50 100 0.1 +20 2689.73755119 2690.3287958 0.002 50 100 0.1 +21 2689.49712919 2686.82919819 0.002 50 100 0.1 +22 2688.57158126 2691.12736532 0.002 50 100 0.1 +23 2687.53249506 2687.63872976 0.002 50 100 0.1 +24 2687.35757591 2686.77691195 0.002 50 100 0.1 +25 2686.65070264 2687.3056888 0.002 50 100 0.1 +26 2686.10665623 2685.00694797 0.002 50 100 0.1 +27 2685.74816528 2690.95316888 0.002 50 100 0.1 +28 2687.06142037 2687.224256 0.002 50 100 0.1 +29 2685.5172499 2689.31892001 0.002 50 100 0.1 +30 2685.16797127 2689.14691057 0.002 50 100 0.1 +31 2684.82687569 2684.84972281 0.002 50 100 0.1 +32 2683.80011442 2683.57157755 0.002 50 100 0.1 +33 2684.16100728 2683.08812263 0.002 50 100 0.1 +34 2683.77105149 2681.70713862 0.002 50 100 0.1 +35 2683.84341988 2681.82898626 0.002 50 100 0.1 +36 2683.78207421 2681.57799056 0.002 50 100 0.1 +37 2683.97762616 2679.22797506 0.002 50 100 0.1 +38 2683.06523711 2682.3048014 0.002 50 100 0.1 +39 2683.97928859 2680.90929966 0.002 50 100 0.1 +40 2682.96245829 2678.90764109 0.002 50 100 0.1 +41 2683.22578443 2680.52220326 0.002 50 100 0.1 +42 2682.05029299 2682.71701768 0.002 50 100 0.1 +43 2682.55109648 2679.62954951 0.002 50 100 0.1 +44 2682.42395895 2682.63750766 0.002 50 100 0.1 +45 2681.28634313 2682.08726137 0.002 50 100 0.1 +46 2682.10079045 2681.87174495 0.002 50 100 0.1 +47 2681.96029801 2682.74576932 0.002 50 100 0.1 +48 2681.08349864 2680.35888765 0.002 50 100 0.1 +49 2681.3162298 2680.17598104 0.002 50 100 0.1 +50 2681.76614542 2681.76921896 0.002 50 100 0.1 +51 2680.73045487 2678.57082692 0.002 50 100 0.1 +52 2682.30061562 2681.0942887 0.002 50 100 0.1 +53 2681.10673015 2681.23185984 0.002 50 100 0.1 +54 2681.19828924 2682.05312603 0.002 50 100 0.1 +55 2681.62163518 2680.5689905 0.002 50 100 0.1 +56 2680.60973342 2684.95273335 0.002 50 100 0.1 +57 2681.27980352 2683.06264378 0.002 50 100 0.1 +58 2680.63783003 2684.30646137 0.002 50 100 0.1 +59 2681.23641244 2679.49202879 0.002 50 100 0.1 +60 2681.13108137 2677.26819431 0.002 50 100 0.1 +61 2680.80335862 2678.09836767 0.002 50 100 0.1 +62 2679.94714891 2680.5609656 0.002 50 100 0.1 +63 2680.62696384 2678.44205045 0.002 50 100 0.1 +64 2680.10992179 2680.72174737 0.002 50 100 0.1 +65 2680.04620568 2679.30037186 0.002 50 100 0.1 +66 2680.09380307 2676.01326482 0.002 50 100 0.1 +67 2680.49221058 2681.19765541 0.002 50 100 0.1 +68 2681.35019258 2677.80176295 0.002 50 100 0.1 +69 2680.47911076 2681.42605947 0.002 50 100 0.1 +70 2680.25815121 2680.3921664 0.002 50 100 0.1 +71 2680.31440019 2678.41413486 0.002 50 100 0.1 +72 2679.85182251 2679.75181542 0.002 50 100 0.1 +73 2680.53400799 2676.79693428 0.002 50 100 0.1 +74 2679.4241135 2680.32323285 0.002 50 100 0.1 +75 2679.49302738 2677.03503488 0.002 50 100 0.1 +76 2680.0050458 2679.42835523 0.002 50 100 0.1 +77 2680.01727168 2677.67673447 0.002 50 100 0.1 +78 2680.01152638 2677.83123021 0.002 50 100 0.1 +79 2679.31954493 2679.78552409 0.002 50 100 0.1 +80 2679.79386893 2677.95940264 0.002 50 100 0.1 +81 2679.41415068 2680.16785158 0.002 50 100 0.1 +82 2678.82208295 2682.80928603 0.002 50 100 0.1 +83 2680.3199898 2686.00501259 0.002 50 100 0.1 +84 2680.46793917 2677.71751343 0.002 50 100 0.1 +85 2679.22702583 2677.11359541 0.002 50 100 0.1 +86 2679.40408422 2677.73554622 0.002 50 100 0.1 +87 2679.25880076 2677.52025107 0.002 50 100 0.1 +88 2679.71371434 2679.93137268 0.002 50 100 0.1 +89 2679.13029378 2677.69980226 0.002 50 100 0.1 +90 2680.6500859 2678.08445492 0.002 50 100 0.1 +91 2679.34851797 2678.16636853 0.002 50 100 0.1 +92 2678.64100959 2678.23912757 0.002 50 100 0.1 +93 2678.65270704 2676.42391308 0.002 50 100 0.1 +94 2678.75380702 2680.50054336 0.002 50 100 0.1 +95 2679.26660958 2676.87636775 0.002 50 100 0.1 +96 2679.27935469 2677.11292414 0.002 50 100 0.1 +97 2679.27735171 2677.2541868 0.002 50 100 0.1 +98 2678.58214254 2676.6150906 0.002 50 100 0.1 +99 2679.65825401 2677.86178326 0.002 50 100 0.1 diff --git a/param_sweep/paramsweep_0.002lr_50bs_100e_1k.tsv b/param_sweep/paramsweep_0.002lr_50bs_100e_1k.tsv new file mode 100644 index 0000000..93293d1 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_100e_1k.tsv @@ -0,0 +1,101 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.57082729 2797.17155944 0.002 50 100 1.0 +1 2760.83231437 2761.61757728 0.002 50 100 1.0 +2 2740.9086594 2743.85060181 0.002 50 100 1.0 +3 2730.06988413 2729.94951797 0.002 50 100 1.0 +4 2722.63554663 2724.66129853 0.002 50 100 1.0 +5 2716.57439398 2714.30063607 0.002 50 100 1.0 +6 2711.84102477 2712.07921686 0.002 50 100 1.0 +7 2708.5736434 2707.93176573 0.002 50 100 1.0 +8 2706.39246346 2705.04167756 0.002 50 100 1.0 +9 2704.12613278 2703.301277 0.002 50 100 1.0 +10 2700.91126493 2699.28703562 0.002 50 100 1.0 +11 2699.75009399 2703.12731023 0.002 50 100 1.0 +12 2697.97242477 2696.81026912 0.002 50 100 1.0 +13 2696.14442213 2709.00635746 0.002 50 100 1.0 +14 2695.28265026 2695.52041725 0.002 50 100 1.0 +15 2694.2441772 2693.3117391 0.002 50 100 1.0 +16 2693.1684375 2694.74902017 0.002 50 100 1.0 +17 2692.26091415 2691.17503109 0.002 50 100 1.0 +18 2691.36881655 2691.53590641 0.002 50 100 1.0 +19 2690.40684047 2690.9452168 0.002 50 100 1.0 +20 2689.3786598 2689.60165166 0.002 50 100 1.0 +21 2689.48545868 2685.3868924 0.002 50 100 1.0 +22 2688.39642641 2691.48743213 0.002 50 100 1.0 +23 2687.62213412 2689.00834419 0.002 50 100 1.0 +24 2687.31645607 2688.21900254 0.002 50 100 1.0 +25 2686.45557665 2684.08064296 0.002 50 100 1.0 +26 2685.97472082 2684.68195012 0.002 50 100 1.0 +27 2685.71142166 2692.47862112 0.002 50 100 1.0 +28 2686.82435629 2686.36072734 0.002 50 100 1.0 +29 2685.50283214 2686.96382798 0.002 50 100 1.0 +30 2685.07955374 2687.15186387 0.002 50 100 1.0 +31 2684.65087351 2685.52338522 0.002 50 100 1.0 +32 2683.86906188 2682.60247604 0.002 50 100 1.0 +33 2684.132726 2681.44036807 0.002 50 100 1.0 +34 2683.74757597 2682.11130105 0.002 50 100 1.0 +35 2683.70847713 2681.10716793 0.002 50 100 1.0 +36 2683.75223913 2683.00406403 0.002 50 100 1.0 +37 2684.05733808 2682.22044825 0.002 50 100 1.0 +38 2683.17244861 2682.52991633 0.002 50 100 1.0 +39 2684.05891733 2679.50447482 0.002 50 100 1.0 +40 2683.04780553 2681.84619981 0.002 50 100 1.0 +41 2683.23312953 2684.75028522 0.002 50 100 1.0 +42 2682.17392814 2678.8967878 0.002 50 100 1.0 +43 2682.56974724 2682.73654706 0.002 50 100 1.0 +44 2682.61675317 2681.48781724 0.002 50 100 1.0 +45 2681.26030936 2681.09897592 0.002 50 100 1.0 +46 2682.05682169 2680.51716967 0.002 50 100 1.0 +47 2682.15081038 2682.00725233 0.002 50 100 1.0 +48 2681.17276799 2679.56781041 0.002 50 100 1.0 +49 2681.31879475 2678.07741265 0.002 50 100 1.0 +50 2681.8030591 2682.85238688 0.002 50 100 1.0 +51 2681.00590357 2678.04968845 0.002 50 100 1.0 +52 2682.41490484 2680.99652041 0.002 50 100 1.0 +53 2681.081728 2682.9146082 0.002 50 100 1.0 +54 2681.25350029 2683.81554125 0.002 50 100 1.0 +55 2681.69966271 2680.24191255 0.002 50 100 1.0 +56 2680.68107674 2681.51281948 0.002 50 100 1.0 +57 2681.39749172 2682.17114631 0.002 50 100 1.0 +58 2680.67157891 2686.3205221 0.002 50 100 1.0 +59 2681.23021717 2678.80496012 0.002 50 100 1.0 +60 2681.34971426 2681.21542633 0.002 50 100 1.0 +61 2680.8601442 2681.2859965 0.002 50 100 1.0 +62 2679.96532529 2678.6236794 0.002 50 100 1.0 +63 2680.64323992 2678.16298417 0.002 50 100 1.0 +64 2680.3366251 2681.79141801 0.002 50 100 1.0 +65 2680.3847802 2678.59014297 0.002 50 100 1.0 +66 2680.23006453 2678.58851475 0.002 50 100 1.0 +67 2680.53865831 2680.7168809 0.002 50 100 1.0 +68 2681.41670211 2678.14933984 0.002 50 100 1.0 +69 2680.7252193 2680.80669291 0.002 50 100 1.0 +70 2680.42491751 2680.29768445 0.002 50 100 1.0 +71 2680.44030019 2679.53713925 0.002 50 100 1.0 +72 2679.99337135 2680.30384958 0.002 50 100 1.0 +73 2680.53817111 2678.92959367 0.002 50 100 1.0 +74 2679.48177712 2678.89283534 0.002 50 100 1.0 +75 2679.69570484 2678.00563624 0.002 50 100 1.0 +76 2680.09038725 2679.97372851 0.002 50 100 1.0 +77 2680.17034205 2678.69377437 0.002 50 100 1.0 +78 2680.20162815 2678.67367081 0.002 50 100 1.0 +79 2679.3707733 2680.16320731 0.002 50 100 1.0 +80 2680.01049999 2677.90119494 0.002 50 100 1.0 +81 2679.56409917 2680.64808693 0.002 50 100 1.0 +82 2678.97026246 2681.28375489 0.002 50 100 1.0 +83 2680.30598671 2679.21169793 0.002 50 100 1.0 +84 2680.65502644 2677.09164563 0.002 50 100 1.0 +85 2679.45064191 2679.40184146 0.002 50 100 1.0 +86 2679.57352526 2676.4306846 0.002 50 100 1.0 +87 2679.47006765 2678.97510419 0.002 50 100 1.0 +88 2679.77355639 2681.63599333 0.002 50 100 1.0 +89 2679.49910939 2678.93447742 0.002 50 100 1.0 +90 2680.78043551 2678.11313701 0.002 50 100 1.0 +91 2679.52304822 2677.60080207 0.002 50 100 1.0 +92 2678.79711349 2682.14077204 0.002 50 100 1.0 +93 2678.62926908 2675.80340658 0.002 50 100 1.0 +94 2678.94701469 2679.54980422 0.002 50 100 1.0 +95 2679.3595932 2677.78268684 0.002 50 100 1.0 +96 2679.51808334 2677.47254795 0.002 50 100 1.0 +97 2679.38476277 2676.16595354 0.002 50 100 1.0 +98 2678.73850072 2675.8269141 0.002 50 100 1.0 +99 2679.66662534 2676.24525723 0.002 50 100 1.0 diff --git a/param_sweep/paramsweep_0.002lr_50bs_10e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_50bs_10e_0.01k.tsv new file mode 100644 index 0000000..5a7e93e --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_10e_0.01k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.63617343 2798.14122532 0.002 50 10 0.01 +1 2760.84562233 2761.39956017 0.002 50 10 0.01 +2 2740.96335214 2740.42151509 0.002 50 10 0.01 +3 2730.10600299 2731.30780344 0.002 50 10 0.01 +4 2722.71862252 2724.69506789 0.002 50 10 0.01 +5 2716.62470362 2713.25363223 0.002 50 10 0.01 +6 2711.83652437 2711.69379351 0.002 50 10 0.01 +7 2708.57813029 2708.21586139 0.002 50 10 0.01 +8 2706.34162689 2705.73755536 0.002 50 10 0.01 +9 2704.18198817 2703.1635252 0.002 50 10 0.01 diff --git a/param_sweep/paramsweep_0.002lr_50bs_10e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_50bs_10e_0.05k.tsv new file mode 100644 index 0000000..e29dd36 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_10e_0.05k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.87945929 2798.68202574 0.002 50 10 0.05 +1 2760.7520744 2761.56921643 0.002 50 10 0.05 +2 2740.85786759 2741.97898337 0.002 50 10 0.05 +3 2730.04134953 2731.12187472 0.002 50 10 0.05 +4 2722.57354762 2721.47517095 0.002 50 10 0.05 +5 2716.54813624 2713.8675292 0.002 50 10 0.05 +6 2711.83308282 2713.05267322 0.002 50 10 0.05 +7 2708.53413575 2709.48682574 0.002 50 10 0.05 +8 2706.31584161 2703.64635507 0.002 50 10 0.05 +9 2704.15800253 2701.40118093 0.002 50 10 0.05 diff --git a/param_sweep/paramsweep_0.002lr_50bs_10e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_50bs_10e_0.1k.tsv new file mode 100644 index 0000000..d598a92 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_10e_0.1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.87039118 2798.27556008 0.002 50 10 0.1 +1 2760.79855037 2762.13734241 0.002 50 10 0.1 +2 2740.90887771 2742.90047885 0.002 50 10 0.1 +3 2730.17208732 2729.10064382 0.002 50 10 0.1 +4 2722.58462532 2725.40886226 0.002 50 10 0.1 +5 2716.56125009 2714.41901253 0.002 50 10 0.1 +6 2711.78337397 2711.79493261 0.002 50 10 0.1 +7 2708.47414949 2706.6976162 0.002 50 10 0.1 +8 2706.3977333 2704.63846881 0.002 50 10 0.1 +9 2704.04978993 2703.70357594 0.002 50 10 0.1 diff --git a/param_sweep/paramsweep_0.002lr_50bs_10e_1k.tsv b/param_sweep/paramsweep_0.002lr_50bs_10e_1k.tsv new file mode 100644 index 0000000..1390933 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_10e_1k.tsv @@ -0,0 +1,11 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.27744275 2799.40914281 0.002 50 10 1.0 +1 2760.73084571 2760.74495801 0.002 50 10 1.0 +2 2740.94497732 2740.60734112 0.002 50 10 1.0 +3 2730.23997291 2731.29226947 0.002 50 10 1.0 +4 2722.69559178 2723.77394305 0.002 50 10 1.0 +5 2716.64751857 2715.20040258 0.002 50 10 1.0 +6 2711.89707438 2711.71539178 0.002 50 10 1.0 +7 2708.56380134 2707.99971525 0.002 50 10 1.0 +8 2706.32363673 2706.74376624 0.002 50 10 1.0 +9 2704.10544559 2702.52301457 0.002 50 10 1.0 diff --git a/param_sweep/paramsweep_0.002lr_50bs_25e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_50bs_25e_0.01k.tsv new file mode 100644 index 0000000..dddeaae --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_25e_0.01k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.02566944 2800.5604087 0.002 50 25 0.01 +1 2760.75607429 2759.34892363 0.002 50 25 0.01 +2 2740.99861717 2740.00322938 0.002 50 25 0.01 +3 2730.22529428 2728.20301343 0.002 50 25 0.01 +4 2722.60363851 2726.62015407 0.002 50 25 0.01 +5 2716.63323744 2715.24105362 0.002 50 25 0.01 +6 2711.95531513 2713.13217344 0.002 50 25 0.01 +7 2708.64427334 2707.77931788 0.002 50 25 0.01 +8 2706.3362117 2704.28461569 0.002 50 25 0.01 +9 2704.07036043 2701.95376079 0.002 50 25 0.01 +10 2700.96189689 2698.77170658 0.002 50 25 0.01 +11 2699.8894743 2702.29465906 0.002 50 25 0.01 +12 2698.04203747 2697.35480635 0.002 50 25 0.01 +13 2696.14671254 2705.55560291 0.002 50 25 0.01 +14 2695.4734408 2697.64673225 0.002 50 25 0.01 +15 2694.07311533 2696.09448849 0.002 50 25 0.01 +16 2693.29090112 2693.79397379 0.002 50 25 0.01 +17 2692.29267214 2694.20881259 0.002 50 25 0.01 +18 2691.31965055 2693.88558441 0.002 50 25 0.01 +19 2690.51470752 2690.86830504 0.002 50 25 0.01 +20 2689.49369742 2690.07019533 0.002 50 25 0.01 +21 2689.33400515 2686.24266224 0.002 50 25 0.01 +22 2688.31370086 2691.36445527 0.002 50 25 0.01 +23 2687.43086543 2689.31177131 0.002 50 25 0.01 +24 2687.28662804 2687.079672 0.002 50 25 0.01 diff --git a/param_sweep/paramsweep_0.002lr_50bs_25e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_50bs_25e_0.05k.tsv new file mode 100644 index 0000000..246251d --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_25e_0.05k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2860.92912027 2798.71668111 0.002 50 25 0.05 +1 2760.72006052 2760.57612519 0.002 50 25 0.05 +2 2740.99289751 2740.57874259 0.002 50 25 0.05 +3 2730.18390431 2729.9825045 0.002 50 25 0.05 +4 2722.69034529 2727.41158048 0.002 50 25 0.05 +5 2716.76541063 2714.81010341 0.002 50 25 0.05 +6 2712.06561482 2710.37101066 0.002 50 25 0.05 +7 2708.84221017 2708.12660162 0.002 50 25 0.05 +8 2706.41048261 2706.01495513 0.002 50 25 0.05 +9 2704.22042288 2701.93175219 0.002 50 25 0.05 +10 2701.10229547 2699.60145467 0.002 50 25 0.05 +11 2699.99104012 2702.89436973 0.002 50 25 0.05 +12 2698.23976103 2699.42572056 0.002 50 25 0.05 +13 2696.41306345 2705.48377795 0.002 50 25 0.05 +14 2695.7001438 2699.08898342 0.002 50 25 0.05 +15 2694.29494268 2695.50820042 0.002 50 25 0.05 +16 2693.45466374 2691.85694433 0.002 50 25 0.05 +17 2692.47129658 2693.23248583 0.002 50 25 0.05 +18 2691.57270455 2691.71563966 0.002 50 25 0.05 +19 2690.62698721 2693.05422676 0.002 50 25 0.05 +20 2689.64571193 2689.40333805 0.002 50 25 0.05 +21 2689.63810042 2686.28276573 0.002 50 25 0.05 +22 2688.61319128 2689.42754952 0.002 50 25 0.05 +23 2687.62352852 2687.90812797 0.002 50 25 0.05 +24 2687.40877679 2687.53856021 0.002 50 25 0.05 diff --git a/param_sweep/paramsweep_0.002lr_50bs_25e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_50bs_25e_0.1k.tsv new file mode 100644 index 0000000..8d421c2 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_25e_0.1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.40318282 2799.64817749 0.002 50 25 0.1 +1 2760.75134621 2761.26289464 0.002 50 25 0.1 +2 2740.97172352 2739.39911344 0.002 50 25 0.1 +3 2730.21565458 2730.25867796 0.002 50 25 0.1 +4 2722.66577924 2723.90037662 0.002 50 25 0.1 +5 2716.57440165 2714.39540325 0.002 50 25 0.1 +6 2711.84812316 2712.06216903 0.002 50 25 0.1 +7 2708.55185028 2707.91359896 0.002 50 25 0.1 +8 2706.28865172 2707.02780729 0.002 50 25 0.1 +9 2704.1322774 2702.83502909 0.002 50 25 0.1 +10 2701.01465886 2699.28095498 0.002 50 25 0.1 +11 2699.89712646 2706.37485716 0.002 50 25 0.1 +12 2698.05851075 2696.98032637 0.002 50 25 0.1 +13 2696.18128488 2705.84458325 0.002 50 25 0.1 +14 2695.3892471 2698.38035242 0.002 50 25 0.1 +15 2694.09081372 2695.01500041 0.002 50 25 0.1 +16 2693.18919791 2690.96802271 0.002 50 25 0.1 +17 2692.25161525 2692.51684057 0.002 50 25 0.1 +18 2691.37721278 2690.23638461 0.002 50 25 0.1 +19 2690.44160687 2690.8830319 0.002 50 25 0.1 +20 2689.56954924 2691.00617447 0.002 50 25 0.1 +21 2689.44616433 2687.74252967 0.002 50 25 0.1 +22 2688.41261576 2693.15670514 0.002 50 25 0.1 +23 2687.41513713 2688.63748385 0.002 50 25 0.1 +24 2687.3667002 2687.58906605 0.002 50 25 0.1 diff --git a/param_sweep/paramsweep_0.002lr_50bs_25e_1k.tsv b/param_sweep/paramsweep_0.002lr_50bs_25e_1k.tsv new file mode 100644 index 0000000..7ab65fc --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_25e_1k.tsv @@ -0,0 +1,26 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2860.85298665 2799.73356135 0.002 50 25 1.0 +1 2760.66979943 2758.98120771 0.002 50 25 1.0 +2 2740.99566206 2740.73986746 0.002 50 25 1.0 +3 2730.24491133 2730.39305427 0.002 50 25 1.0 +4 2722.67903784 2727.25344878 0.002 50 25 1.0 +5 2716.62084772 2714.74531325 0.002 50 25 1.0 +6 2711.95562788 2710.3919344 0.002 50 25 1.0 +7 2708.68272643 2707.580333 0.002 50 25 1.0 +8 2706.35535995 2704.28006291 0.002 50 25 1.0 +9 2704.12831746 2703.50250256 0.002 50 25 1.0 +10 2700.87064308 2699.4436502 0.002 50 25 1.0 +11 2699.92953007 2703.01231113 0.002 50 25 1.0 +12 2698.08156369 2697.10445391 0.002 50 25 1.0 +13 2696.1625193 2706.25377881 0.002 50 25 1.0 +14 2695.50187283 2696.37124173 0.002 50 25 1.0 +15 2694.15839542 2696.08805868 0.002 50 25 1.0 +16 2693.15996847 2692.95519856 0.002 50 25 1.0 +17 2692.31092233 2692.78418622 0.002 50 25 1.0 +18 2691.47156632 2693.1668022 0.002 50 25 1.0 +19 2690.60298107 2691.57752282 0.002 50 25 1.0 +20 2689.70630186 2688.19764047 0.002 50 25 1.0 +21 2689.51909329 2686.95294808 0.002 50 25 1.0 +22 2688.65396943 2689.64069549 0.002 50 25 1.0 +23 2687.56211946 2687.07909129 0.002 50 25 1.0 +24 2687.29885354 2686.49033007 0.002 50 25 1.0 diff --git a/param_sweep/paramsweep_0.002lr_50bs_50e_0.01k.tsv b/param_sweep/paramsweep_0.002lr_50bs_50e_0.01k.tsv new file mode 100644 index 0000000..0e0fabb --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_50e_0.01k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.2538848 2797.47082776 0.002 50 50 0.01 +1 2760.70265026 2762.21447077 0.002 50 50 0.01 +2 2740.93023782 2740.03936919 0.002 50 50 0.01 +3 2730.25233278 2726.88649468 0.002 50 50 0.01 +4 2722.7200696 2724.37601111 0.002 50 50 0.01 +5 2716.613408 2714.39708002 0.002 50 50 0.01 +6 2711.8151054 2710.02041678 0.002 50 50 0.01 +7 2708.52677857 2708.15619118 0.002 50 50 0.01 +8 2706.36971055 2707.23745873 0.002 50 50 0.01 +9 2704.10553027 2704.45131752 0.002 50 50 0.01 +10 2700.89620872 2699.00325179 0.002 50 50 0.01 +11 2699.81005634 2706.56715688 0.002 50 50 0.01 +12 2697.96424477 2697.060074 0.002 50 50 0.01 +13 2696.17161872 2707.38838432 0.002 50 50 0.01 +14 2695.42291277 2696.60382979 0.002 50 50 0.01 +15 2694.14229134 2696.49589442 0.002 50 50 0.01 +16 2693.2635619 2691.69922342 0.002 50 50 0.01 +17 2692.14817925 2692.07062479 0.002 50 50 0.01 +18 2691.40242519 2691.42394576 0.002 50 50 0.01 +19 2690.4363424 2690.3521124 0.002 50 50 0.01 +20 2689.44034415 2688.41841969 0.002 50 50 0.01 +21 2689.34904417 2686.53510864 0.002 50 50 0.01 +22 2688.3379148 2688.77961944 0.002 50 50 0.01 +23 2687.49411477 2687.4248579 0.002 50 50 0.01 +24 2687.21283831 2687.79271481 0.002 50 50 0.01 +25 2686.38867141 2685.58651541 0.002 50 50 0.01 +26 2685.89641559 2683.70715402 0.002 50 50 0.01 +27 2685.65174742 2692.64657727 0.002 50 50 0.01 +28 2686.83844953 2684.97354178 0.002 50 50 0.01 +29 2685.3591914 2689.62533003 0.002 50 50 0.01 +30 2684.91950445 2689.13018577 0.002 50 50 0.01 +31 2684.7309325 2684.90701837 0.002 50 50 0.01 +32 2683.66479339 2683.28615475 0.002 50 50 0.01 +33 2683.92705198 2683.0298183 0.002 50 50 0.01 +34 2683.67627459 2681.96975224 0.002 50 50 0.01 +35 2683.64349835 2681.5842836 0.002 50 50 0.01 +36 2683.65440119 2682.59588005 0.002 50 50 0.01 +37 2683.80075793 2680.10207365 0.002 50 50 0.01 +38 2683.00902591 2682.6171903 0.002 50 50 0.01 +39 2683.72957202 2680.59224361 0.002 50 50 0.01 +40 2682.78602136 2679.39875026 0.002 50 50 0.01 +41 2683.04643322 2681.02635692 0.002 50 50 0.01 +42 2681.92743756 2680.31863339 0.002 50 50 0.01 +43 2682.44890886 2679.34229869 0.002 50 50 0.01 +44 2682.27345405 2683.03944528 0.002 50 50 0.01 +45 2681.19126025 2681.77158147 0.002 50 50 0.01 +46 2681.87159352 2685.02372552 0.002 50 50 0.01 +47 2681.99116062 2681.14177615 0.002 50 50 0.01 +48 2680.9970824 2680.85600791 0.002 50 50 0.01 +49 2681.16104432 2678.31506138 0.002 50 50 0.01 diff --git a/param_sweep/paramsweep_0.002lr_50bs_50e_0.05k.tsv b/param_sweep/paramsweep_0.002lr_50bs_50e_0.05k.tsv new file mode 100644 index 0000000..70bc9ad --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_50e_0.05k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2860.89466275 2797.58702049 0.002 50 50 0.05 +1 2760.72157444 2761.10204938 0.002 50 50 0.05 +2 2740.98581635 2741.41309574 0.002 50 50 0.05 +3 2730.26171745 2729.27253236 0.002 50 50 0.05 +4 2722.68360584 2727.11583796 0.002 50 50 0.05 +5 2716.69791611 2714.16563891 0.002 50 50 0.05 +6 2712.02381226 2711.26616136 0.002 50 50 0.05 +7 2708.73128119 2706.50722292 0.002 50 50 0.05 +8 2706.36448245 2705.33630488 0.002 50 50 0.05 +9 2704.08157269 2702.10834009 0.002 50 50 0.05 +10 2700.9093122 2698.62104894 0.002 50 50 0.05 +11 2699.90914945 2704.3483784 0.002 50 50 0.05 +12 2698.07145856 2696.63022265 0.002 50 50 0.05 +13 2696.15094969 2707.98910377 0.002 50 50 0.05 +14 2695.49324758 2696.39742686 0.002 50 50 0.05 +15 2694.13635185 2695.28789221 0.002 50 50 0.05 +16 2693.26543662 2693.55684135 0.002 50 50 0.05 +17 2692.36338624 2692.77315041 0.002 50 50 0.05 +18 2691.47168327 2692.1075059 0.002 50 50 0.05 +19 2690.60452417 2690.10052245 0.002 50 50 0.05 +20 2689.63557062 2690.39871899 0.002 50 50 0.05 +21 2689.47901659 2686.72982642 0.002 50 50 0.05 +22 2688.62838539 2689.81804475 0.002 50 50 0.05 +23 2687.50979496 2688.3943744 0.002 50 50 0.05 +24 2687.35701273 2687.17841125 0.002 50 50 0.05 +25 2686.60938722 2686.22140474 0.002 50 50 0.05 +26 2686.09320437 2685.85051825 0.002 50 50 0.05 +27 2685.8142004 2689.86108258 0.002 50 50 0.05 +28 2687.08052919 2686.15266631 0.002 50 50 0.05 +29 2685.4393916 2688.73182856 0.002 50 50 0.05 +30 2685.06010237 2690.52675791 0.002 50 50 0.05 +31 2684.76543382 2685.53787821 0.002 50 50 0.05 +32 2683.70750081 2683.30309288 0.002 50 50 0.05 +33 2684.07112724 2685.69555524 0.002 50 50 0.05 +34 2683.67006056 2681.38624167 0.002 50 50 0.05 +35 2683.80534797 2682.17371002 0.002 50 50 0.05 +36 2683.64775973 2683.74434415 0.002 50 50 0.05 +37 2683.95185001 2680.63735501 0.002 50 50 0.05 +38 2683.19639657 2681.80326 0.002 50 50 0.05 +39 2683.80536618 2681.29332726 0.002 50 50 0.05 +40 2683.05319851 2681.01302535 0.002 50 50 0.05 +41 2683.09972334 2681.87792362 0.002 50 50 0.05 +42 2682.02353894 2682.55795842 0.002 50 50 0.05 +43 2682.53342156 2680.51025904 0.002 50 50 0.05 +44 2682.46938389 2680.81472154 0.002 50 50 0.05 +45 2681.25112653 2681.24392963 0.002 50 50 0.05 +46 2681.98706817 2680.15758881 0.002 50 50 0.05 +47 2682.0015293 2681.68139088 0.002 50 50 0.05 +48 2681.150322 2682.082084 0.002 50 50 0.05 +49 2681.21709035 2680.25387311 0.002 50 50 0.05 diff --git a/param_sweep/paramsweep_0.002lr_50bs_50e_0.1k.tsv b/param_sweep/paramsweep_0.002lr_50bs_50e_0.1k.tsv new file mode 100644 index 0000000..f02b608 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_50e_0.1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.13740218 2798.26095692 0.002 50 50 0.1 +1 2760.77844909 2761.21706109 0.002 50 50 0.1 +2 2741.02598665 2742.8034836 0.002 50 50 0.1 +3 2730.3607702 2730.47320755 0.002 50 50 0.1 +4 2722.82730732 2725.8186488 0.002 50 50 0.1 +5 2716.69342544 2714.49859958 0.002 50 50 0.1 +6 2712.00397975 2710.13941643 0.002 50 50 0.1 +7 2708.68205602 2707.75149472 0.002 50 50 0.1 +8 2706.38414172 2707.52923899 0.002 50 50 0.1 +9 2704.083533 2701.57761805 0.002 50 50 0.1 +10 2700.90204991 2698.64492337 0.002 50 50 0.1 +11 2699.91071269 2706.23240974 0.002 50 50 0.1 +12 2698.0488911 2697.02447755 0.002 50 50 0.1 +13 2696.10271901 2706.50696758 0.002 50 50 0.1 +14 2695.45539211 2698.25211231 0.002 50 50 0.1 +15 2694.1604221 2694.74755906 0.002 50 50 0.1 +16 2693.29005338 2692.25587805 0.002 50 50 0.1 +17 2692.31430417 2693.88315747 0.002 50 50 0.1 +18 2691.35625535 2690.33608921 0.002 50 50 0.1 +19 2690.40773552 2691.21823604 0.002 50 50 0.1 +20 2689.45092058 2689.75617307 0.002 50 50 0.1 +21 2689.27533061 2686.35765528 0.002 50 50 0.1 +22 2688.38732297 2693.13443139 0.002 50 50 0.1 +23 2687.39077452 2688.6484501 0.002 50 50 0.1 +24 2687.39155231 2687.49369202 0.002 50 50 0.1 +25 2686.46708835 2686.58112891 0.002 50 50 0.1 +26 2685.9914848 2686.01035987 0.002 50 50 0.1 +27 2685.62245176 2693.24268558 0.002 50 50 0.1 +28 2686.90619463 2686.12414061 0.002 50 50 0.1 +29 2685.31874147 2687.03080933 0.002 50 50 0.1 +30 2684.93556768 2687.0525878 0.002 50 50 0.1 +31 2684.73985072 2684.78685543 0.002 50 50 0.1 +32 2683.69186094 2682.96750596 0.002 50 50 0.1 +33 2683.99773499 2684.6487554 0.002 50 50 0.1 +34 2683.73002031 2681.40038642 0.002 50 50 0.1 +35 2683.67232995 2679.3153732 0.002 50 50 0.1 +36 2683.67242963 2682.45817493 0.002 50 50 0.1 +37 2683.71837044 2678.64020674 0.002 50 50 0.1 +38 2683.12371526 2682.24487585 0.002 50 50 0.1 +39 2683.6847445 2680.14978564 0.002 50 50 0.1 +40 2682.8095277 2681.05584472 0.002 50 50 0.1 +41 2683.127608 2682.07957164 0.002 50 50 0.1 +42 2682.06715646 2681.40978654 0.002 50 50 0.1 +43 2682.43984956 2680.94737859 0.002 50 50 0.1 +44 2682.30704171 2682.05884116 0.002 50 50 0.1 +45 2681.16841849 2683.29942144 0.002 50 50 0.1 +46 2681.93569689 2683.03811768 0.002 50 50 0.1 +47 2681.8749175 2684.20889895 0.002 50 50 0.1 +48 2681.09700994 2680.27505732 0.002 50 50 0.1 +49 2681.181712 2680.07769834 0.002 50 50 0.1 diff --git a/param_sweep/paramsweep_0.002lr_50bs_50e_1k.tsv b/param_sweep/paramsweep_0.002lr_50bs_50e_1k.tsv new file mode 100644 index 0000000..7230e51 --- /dev/null +++ b/param_sweep/paramsweep_0.002lr_50bs_50e_1k.tsv @@ -0,0 +1,51 @@ + loss val_loss learning_rate batch_size epochs kappa +0 2861.22585122 2797.81298361 0.002 50 50 1.0 +1 2760.74127788 2760.46462435 0.002 50 50 1.0 +2 2741.06840871 2740.16964179 0.002 50 50 1.0 +3 2730.2912525 2729.43244867 0.002 50 50 1.0 +4 2722.68442419 2725.35524562 0.002 50 50 1.0 +5 2716.64462548 2713.92158324 0.002 50 50 1.0 +6 2711.93705669 2711.0295933 0.002 50 50 1.0 +7 2708.59491043 2709.6254542 0.002 50 50 1.0 +8 2706.3449893 2706.3544217 0.002 50 50 1.0 +9 2704.04439822 2702.01635275 0.002 50 50 1.0 +10 2701.03182016 2698.95562289 0.002 50 50 1.0 +11 2700.01136744 2706.55284548 0.002 50 50 1.0 +12 2698.08295835 2697.43350552 0.002 50 50 1.0 +13 2696.24039018 2708.06932613 0.002 50 50 1.0 +14 2695.48226361 2696.85540293 0.002 50 50 1.0 +15 2694.20014658 2695.14756177 0.002 50 50 1.0 +16 2693.31353637 2690.47770104 0.002 50 50 1.0 +17 2692.39070032 2691.59061725 0.002 50 50 1.0 +18 2691.54157155 2693.63405328 0.002 50 50 1.0 +19 2690.5078582 2689.52807944 0.002 50 50 1.0 +20 2689.62891131 2689.989663 0.002 50 50 1.0 +21 2689.37872067 2686.64779797 0.002 50 50 1.0 +22 2688.37478805 2691.65378665 0.002 50 50 1.0 +23 2687.45423179 2688.31980928 0.002 50 50 1.0 +24 2687.31781935 2687.36522504 0.002 50 50 1.0 +25 2686.55001553 2683.66608518 0.002 50 50 1.0 +26 2685.99050754 2682.77824376 0.002 50 50 1.0 +27 2685.6853406 2692.95975508 0.002 50 50 1.0 +28 2686.88264806 2686.72169696 0.002 50 50 1.0 +29 2685.48665114 2687.48699473 0.002 50 50 1.0 +30 2685.03773787 2687.67057961 0.002 50 50 1.0 +31 2684.66852109 2685.0610809 0.002 50 50 1.0 +32 2683.80474492 2683.90726764 0.002 50 50 1.0 +33 2684.04819548 2683.00669263 0.002 50 50 1.0 +34 2683.75396692 2681.75902247 0.002 50 50 1.0 +35 2683.74918663 2680.10711051 0.002 50 50 1.0 +36 2683.72863984 2684.34286773 0.002 50 50 1.0 +37 2683.8189153 2678.58589409 0.002 50 50 1.0 +38 2683.11521155 2682.24682477 0.002 50 50 1.0 +39 2683.93588255 2680.2208511 0.002 50 50 1.0 +40 2682.90763187 2680.72031147 0.002 50 50 1.0 +41 2683.11451049 2683.86966718 0.002 50 50 1.0 +42 2681.96807617 2681.26495886 0.002 50 50 1.0 +43 2682.48311959 2681.03331329 0.002 50 50 1.0 +44 2682.45458427 2681.62117497 0.002 50 50 1.0 +45 2681.36020175 2681.55270263 0.002 50 50 1.0 +46 2682.01302626 2680.20018037 0.002 50 50 1.0 +47 2681.94706054 2680.2315032 0.002 50 50 1.0 +48 2681.16967413 2679.14576549 0.002 50 50 1.0 +49 2681.24565555 2678.96900254 0.002 50 50 1.0 diff --git a/results/background_genes.txt b/results/background_genes.txt new file mode 100644 index 0000000..1eba78a --- /dev/null +++ b/results/background_genes.txt @@ -0,0 +1,5000 @@ +"RPS4Y1" +"XIST" +"KRT5" +"AGR2" +"CEACAM5" +"KRT6A" +"KRT14" +"CEACAM6" +"DDX3Y" +"KDM5D" +"SLC34A2" +"TMPRSS4" +"KRT6B" +"GPX2" +"SERPINB5" +"HMGCS2" +"PIGR" +"KRT16" +"KRT17" +"UGT1A6" +"FOXA1" +"FXYD3" +"HNF1B" +"KRT19" +"RAB25" +"DSG3" +"USP9Y" +"EIF1AY" +"LCN2" +"KRT15" +"PRAME" +"KRT13" +"CALML3" +"KLK11" +"AZGP1" +"GRHL2" +"KRT7" +"AKR1B10" +"DSC3" +"PTPRZ1" +"CXCL17" +"LRP2" +"UTY" +"AGR3" +"USH1C" +"HNF4A" +"GJB1" +"SPDEF" +"LOC642587" +"S100P" +"TNS4" +"SFTPB" +"GSTA1" +"MUC5B" +"KIF1A" +"KCNJ16" +"TFF1" +"MSLN" +"SLC44A4" +"TRIM29" +"PI3" +"GSTM1" +"TSPAN8" +"SOX2" +"S100A14" +"COL17A1" +"PKP1" +"ANXA8" +"TACSTD2" +"KRT6C" +"KLK10" +"CLDN3" +"SPINK1" +"PPP1R1B" +"ALDH3B2" +"CTSE" +"HGD" +"LY6D" +"CA9" +"PLA2G2A" +"HPN" +"OLFM4" +"CDHR5" +"SCEL" +"MUC13" +"ZFY" +"FAM83A" +"GDA" +"EHF" +"WDR72" +"CLCA2" +"SFN" +"ITGB6" +"CYorf15A" +"KRT23" +"SLC6A14" +"KLK6" +"VIL1" +"ESRP1" +"CLDN2" +"TMPRSS2" +"PCK1" +"SPRR1B" +"HOXB13" +"HOXC10" +"FGFBP1" +"DDC" +"FGG" +"UGT1A9" +"PKP3" +"MUC16" +"TMC5" +"PITX1" +"C9orf152" +"PLP1" +"SERPINB3" +"C4BPA" +"COL11A1" +"SDR16C5" +"KLK7" +"C20orf114" +"UGT2B7" +"CST1" +"GGT6" +"SLC5A1" +"A2ML1" +"C19orf33" +"CBLC" +"MMP1" +"FGA" +"IYD" +"FOXA2" +"C19orf21" +"DES" +"SFTPA2" +"ADH1B" +"TFF3" +"PDZK1IP1" +"MUC15" +"DMBT1" +"C10orf81" +"MMP7" +"AP1M2" +"ANXA8L2" +"WFDC2" +"GPR110" +"PRSS8" +"FOXE1" +"FOLR1" +"SYT13" +"LGALS4" +"GJB6" +"TP63" +"POF1B" +"TOX3" +"CYorf15B" +"TTTY15" +"DUOX2" +"TNNT1" +"SLPI" +"AQP4" +"COMP" +"SERPINA3" +"ABP1" +"PRR15L" +"PRAP1" +"CP" +"IVL" +"MMP12" +"PVRL4" +"GPR87" +"NEFL" +"CHGA" +"PCSK9" +"VTCN1" +"CDH16" +"MUC4" +"MMP13" +"LTF" +"HP" +"BCAS1" +"SPRR3" +"PGC" +"CACNG4" +"SAA1" +"CLDN10" +"EPCAM" +"EPN3" +"CFTR" +"B3GNT3" +"CLDN8" +"PRSS22" +"CYP4B1" +"RHCG" +"MMP3" +"CTNND2" +"LAD1" +"PROM1" +"EEF1A2" +"GABRP" +"CALML5" +"C1orf116" +"S100A7" +"OGDHL" +"PROM2" +"TSPAN1" +"DEFB1" +"TF" +"C10orf99" +"HMGA2" +"PCSK2" +"SPRR1A" +"ZG16B" +"FGB" +"LAMC2" +"UPK1B" +"PLA2G4F" +"SCNN1A" +"ZNF750" +"CLDN4" +"ADH1C" +"PPP2R2C" +"GJB3" +"TSIX" +"MYBPC1" +"KIAA1324" +"SFRP2" +"ATP10B" +"FAM83E" +"KLK8" +"SERPINA5" +"KRT4" +"SOX10" +"ALDH1L1" +"SALL1" +"TJP3" +"BBOX1" +"CAPN13" +"GSTT1" +"PSCA" +"S100A2" +"IRX2" +"KRT8" +"C20orf56" +"FUT6" +"ALDOB" +"UGT2A3" +"LRRC15" +"COL10A1" +"HABP2" +"FAM83B" +"SLC4A4" +"BMP7" +"GLYATL1" +"SLC39A5" +"ADAM6" +"C19orf77" +"ELF3" +"VSIG2" +"CAPN8" +"PRSS3" +"CHGB" +"PCP4" +"SERPINA6" +"AQP5" +"CYP2C18" +"KLHDC7A" +"CHST9" +"LMO3" +"GCNT3" +"REG1A" +"TCN1" +"SCNN1G" +"EPS8L3" +"EMX2OS" +"ORM1" +"WNT7B" +"FUT3" +"MSMB" +"ST6GALNAC1" +"C7" +"KIF12" +"HKDC1" +"CPLX2" +"FAM3B" +"NKX2-1" +"GATA4" +"CCL21" +"KLK5" +"NLRP2" +"ANKS4B" +"FABP7" +"BEX1" +"ERBB4" +"RBP4" +"ATP13A4" +"C16orf89" +"FAM3D" +"CNTN1" +"BARX2" +"MLPH" +"EMX2" +"SPRR2A" +"XDH" +"NLGN4Y" +"AMN" +"C2orf54" +"CES1" +"SAA2" +"C20orf151" +"HSD17B2" +"IGJ" +"SLITRK6" +"GPRC5A" +"FOXJ1" +"SOX21" +"CNTNAP2" +"MMP10" +"GP2" +"ALB" +"CCDC64B" +"ERN2" +"PTPRT" +"TRIM15" +"DNER" +"CRABP2" +"BNC1" +"B4GALNT4" +"NTRK2" +"FAM83F" +"DPP6" +"KCNJ15" +"ELF5" +"CYP24A1" +"EVPL" +"ACADL" +"PPAN-P2RY11" +"PCSK1N" +"TFAP2C" +"ZIC1" +"CXCL14" +"TCF21" +"SLC6A15" +"TM4SF5" +"MAL2" +"DUOXA1" +"DUOXA2" +"MASP1" +"RNF128" +"ZIC2" +"ABCA12" +"GRIK3" +"C2orf72" +"LIPH" +"TMEM40" +"GLDC" +"OVOL2" +"CWH43" +"MAGEA6" +"HOXC13" +"GABRB3" +"SPRR2D" +"PPP1R1A" +"SPINK5" +"FABP1" +"GREM1" +"SERPINB2" +"PRKY" +"SCNN1B" +"CYP4F3" +"CDHR2" +"C4orf7" +"CCL20" +"AGT" +"LGI3" +"LGALS7" +"SULT1C2" +"CDH3" +"DAPL1" +"FXYD2" +"S100A1" +"BHMT" +"MAL" +"CLRN3" +"PHYHIPL" +"TM4SF4" +"SERPINB4" +"LYPD6B" +"HHLA2" +"ATP2B2" +"SMOC1" +"CAPN6" +"FAT2" +"CRABP1" +"ALDH3A1" +"IHH" +"CXCL13" +"TFAP2A" +"PAH" +"AKR1C2" +"SLC3A1" +"NR1H4" +"SLCO4C1" +"BMPR1B" +"GFAP" +"FREM2" +"EDN3" +"HOXB9" +"AADAC" +"SBSN" +"SHISA9" +"UGT8" +"FERMT1" +"MAPK4" +"PDZK1" +"C14orf105" +"GPR115" +"SPOCK3" +"CHRDL1" +"NMU" +"NAPSA" +"MFAP5" +"CRTAC1" +"FOXQ1" +"GPM6A" +"GSTA2" +"EPHA7" +"CRYM" +"FOXA3" +"SYT8" +"SLC15A1" +"CYP3A5" +"CEACAM7" +"MUC1" +"RIMS4" +"S100A8" +"ATP1A2" +"MYEOV" +"NKAIN4" +"RORC" +"LPAR3" +"LGR5" +"IGF2BP1" +"LGALS7B" +"CCL15" +"SFTA3" +"CNTFR" +"SERPINB13" +"LMX1B" +"DCDC2" +"GAL3ST1" +"BCAN" +"POU3F3" +"ORM2" +"UCA1" +"SFTPA1" +"TTR" +"C6orf223" +"PRR15" +"INA" +"DPT" +"POSTN" +"MAGEA3" +"LYPD3" +"PCDH10" +"HOXA9" +"CXCL1" +"ARSE" +"PPP1R14C" +"FBN3" +"IRX4" +"RHOV" +"PAX9" +"CTNNA2" +"AMBP" +"SULT2B1" +"TMEM45B" +"CCL18" +"PON3" +"CCL19" +"S100A9" +"ZBED2" +"VSNL1" +"ADCY2" +"VGLL1" +"SCGB1D2" +"TCEAL2" +"SLCO1A2" +"FABP4" +"PRSS21" +"IGSF9" +"PRLR" +"PTPRH" +"SLC38A3" +"GJB5" +"CDH2" +"CST6" +"SCRG1" +"SEMA3E" +"CHIT1" +"DLK1" +"FUT9" +"PART1" +"GABBR2" +"ATP2C2" +"HNF4G" +"IL20RA" +"PKHD1" +"ABCC8" +"AIM1L" +"EREG" +"CLCA4" +"SFTA2" +"SLC9A2" +"LONRF2" +"SFRP1" +"CDH17" +"SLC6A11" +"SFTPC" +"GRIA2" +"KRT80" +"C6" +"CYP2B7P1" +"CLDN1" +"CXCL5" +"HBA1" +"CA12" +"MAPT" +"SCG3" +"OVOL1" +"ACE2" +"C19orf46" +"TRPV6" +"L1CAM" +"ADH6" +"ACSM2A" +"C2orf40" +"B3GAT1" +"CAMK2B" +"PNCK" +"KNDC1" +"HOXA13" +"TMPRSS3" +"BNIPL" +"CKMT1B" +"WNK4" +"NPY" +"AREG" +"LPPR1" +"NCCRP1" +"MT3" +"GRB7" +"CKMT1A" +"MGC29506" +"SLC6A13" +"TMPRSS13" +"CA4" +"DACT2" +"KLK3" +"LIX1" +"CHRM1" +"PITX2" +"HOXC11" +"OGN" +"CLDN7" +"PADI3" +"C3orf57" +"UGT1A10" +"GJB4" +"GALNT5" +"ASTN1" +"ELFN2" +"PAX2" +"GABRA3" +"GFRA1" +"FABP6" +"ANXA13" +"C1orf210" +"HOXB8" +"MUC2" +"SST" +"C12orf36" +"LOC339535" +"ODZ1" +"CHL1" +"GNG4" +"ACTG2" +"CYP4F11" +"BCHE" +"SOSTDC1" +"SERPINA1" +"APOB" +"RPS28" +"AKR1C1" +"GRHL3" +"RASAL1" +"CXCL6" +"WNT7A" +"C4BPB" +"KCNJ3" +"TMEM125" +"DPYS" +"HS6ST2" +"HOXD13" +"MARCO" +"ODZ2" +"GJB2" +"TMC4" +"AQP3" +"LBP" +"GPD1" +"STAC2" +"DHRS2" +"DMKN" +"METTL7B" +"NCAM1" +"CRYAB" +"MYB" +"PI16" +"TFAP2B" +"SLC26A9" +"CRISP3" +"MS4A8B" +"HOXA10" +"APOD" +"SCGB2A1" +"C1orf64" +"CPA3" +"APOH" +"FNDC1" +"DIRAS2" +"HOXD11" +"D4S234E" +"BHMT2" +"CDHR1" +"SORCS1" +"PEBP4" +"MUC6" +"NLGN1" +"TRPM8" +"PAX8" +"UGT2B15" +"C1orf106" +"WIF1" +"ABCA13" +"TRIM31" +"DPYSL5" +"DLL3" +"GAL3ST3" +"STMN2" +"GPRIN2" +"C5orf38" +"CADM3" +"PIP" +"CADPS" +"CDO1" +"ZIC5" +"ATP6V0A4" +"CLIC6" +"EGFL6" +"RASSF6" +"KLK4" +"MUC21" +"SCGN" +"GBP6" +"APOA1" +"SLC5A8" +"COL2A1" +"OLIG1" +"GBA3" +"HOXA11" +"RXRG" +"TUBB2B" +"KRT18" +"ACMSD" +"KCNH2" +"LRRN1" +"NRXN1" +"LY6K" +"HS6ST3" +"RGN" +"CDX2" +"SLC17A4" +"CUX2" +"TBX5" +"FAIM2" +"IGSF1" +"GRIK5" +"STK32A" +"HHATL" +"ENPP3" +"COL4A6" +"AGXT2L1" +"TFPI2" +"MB" +"ALOX15B" +"SERPINA4" +"CILP" +"GPR158" +"NTS" +"DKK1" +"SPP1" +"UBD" +"CYP4F12" +"SLC1A2" +"CPNE4" +"TG" +"CACNA1B" +"SSTR1" +"SLC30A2" +"WNK2" +"PTPRN" +"H19" +"ACSM2B" +"KLK13" +"VTN" +"KCNK3" +"GYLTL1B" +"SLC6A20" +"GATA3" +"WT1" +"NKAIN1" +"NEFM" +"CPB1" +"SCGB3A1" +"C1orf172" +"REG4" +"DPP10" +"TMEFF2" +"AKR7A3" +"DPP4" +"SH3GL2" +"FMN2" +"MACC1" +"AR" +"MYH11" +"GALNT14" +"COL7A1" +"SNAP91" +"PKLR" +"DUSP9" +"ACTC1" +"SLC27A6" +"PCDP1" +"CLDN18" +"PEG10" +"WBSCR17" +"LUZP2" +"SLCO1B3" +"MAT1A" +"IRX1" +"SLC28A3" +"NR0B2" +"PMP2" +"GPR98" +"MLXIPL" +"IRX6" +"IL22RA1" +"C11orf9" +"HES2" +"CLGN" +"HAND2" +"KRT20" +"CR2" +"TMEM195" +"IGSF11" +"PLEKHG4B" +"LRRC31" +"SYT9" +"DUOX1" +"PRUNE2" +"ATCAY" +"VSTM2L" +"UGT1A1" +"VGF" +"CHI3L1" +"SPRR2E" +"C8orf47" +"DQX1" +"GOLT1A" +"SOX11" +"C12orf27" +"SHD" +"THBS4" +"TMEM92" +"VWA2" +"A1CF" +"FCRL5" +"CLIC3" +"COL4A3" +"BMP3" +"LSAMP" +"PRIMA1" +"RIMS2" +"HOXC9" +"SLC44A5" +"SULT4A1" +"GSDMC" +"CALB2" +"CDH1" +"ACPP" +"LRRC26" +"TMEM171" +"TMEM132C" +"THRSP" +"DIO1" +"MSI1" +"NRK" +"LOC84740" +"IGF2BP3" +"TAGLN3" +"MST1R" +"CAPN9" +"MYOM3" +"NAT8L" +"S100B" +"CHP2" +"FMO1" +"KLRG2" +"LRG1" +"TMSB4Y" +"CITED1" +"CHI3L2" +"DBC1" +"LASS1" +"C1orf186" +"TMEM139" +"F5" +"LAMB3" +"DSP" +"C2CD4A" +"GLYAT" +"ARL14" +"DSG1" +"ABCA8" +"DSCAML1" +"PNMA2" +"AOX1" +"TRHDE" +"TDRD5" +"EYA1" +"ABO" +"WNT2" +"ZBTB16" +"IGF2BP2" +"STK33" +"CA8" +"MYO7B" +"KIF5C" +"GRIA4" +"RASEF" +"TMEM59L" +"MME" +"PIK3C2G" +"ZNF385B" +"MAG" +"LUM" +"ENTPD3" +"MS4A1" +"TMEM30B" +"MKRN3" +"KLF5" +"EN1" +"TTYH1" +"TPSB2" +"GC" +"FAM5C" +"SERPINB7" +"SERPINA11" +"GDF1" +"MAOB" +"ESPN" +"NPY1R" +"SLC16A12" +"PNMAL1" +"FGFR4" +"LRRTM1" +"INSM1" +"MIA2" +"ACY3" +"HPGD" +"SLITRK2" +"SH3RF2" +"SFRP4" +"GAD1" +"C4orf31" +"ADAM23" +"CD24" +"RNF186" +"GDF15" +"AGTR1" +"ESR1" +"SLC22A3" +"ATP1A3" +"CD79A" +"ETV4" +"PCDHA11" +"UNC80" +"MAGEA4" +"NWD1" +"SPAG17" +"PADI1" +"BARX1" +"CPA4" +"KLK2" +"NCAM2" +"HOXA11AS" +"ILDR1" +"TMEM184A" +"SCGB1A1" +"NAT8" +"GAP43" +"DPEP1" +"HOXC6" +"GALNT13" +"CPS1" +"RELN" +"ADCY8" +"CYP2S1" +"CYP2B6" +"HOXC8" +"KIF5A" +"ELOVL2" +"EYA2" +"KIAA0408" +"LOC100130933" +"SCN7A" +"SLC13A2" +"RANBP3L" +"FOXD1" +"GALNT9" +"TBX1" +"TPSAB1" +"MIA" +"LHFPL4" +"NELL1" +"UCHL1" +"LRP1B" +"COL1A1" +"WISP2" +"NRCAM" +"PPARGC1A" +"CNKSR1" +"TGM3" +"SMPDL3B" +"C12orf56" +"SLC2A2" +"DIRAS1" +"CD177" +"SOX8" +"SGK2" +"SNAP25" +"C15orf48" +"CREB3L3" +"C1QL1" +"C11orf41" +"EDN2" +"SYT1" +"HAPLN1" +"MUCL1" +"GAL" +"IL1F5" +"ARHGEF4" +"ADCY5" +"ONECUT2" +"TMEM130" +"KLK1" +"SLC7A4" +"NTNG1" +"STYK1" +"IDO1" +"CXCL9" +"LAMA1" +"CNNM1" +"ASCL1" +"ITIH2" +"FAM107A" +"CCL14-CCL15" +"GPR81" +"NIPAL4" +"LASS3" +"TMEM63C" +"GDPD2" +"LOC389493" +"CCNA1" +"SHH" +"ASPG" +"TBC1D3G" +"ACSM5" +"FST" +"STRA6" +"ATP6V1B1" +"ABCC6" +"FA2H" +"CSTA" +"KLK12" +"FAM5B" +"ACSM3" +"FGL1" +"TYRP1" +"KRTCAP3" +"RIC3" +"GPR109A" +"PLAC2" +"AFF3" +"UPK3B" +"DSG2" +"ROS1" +"PLA2G2D" +"TMPRSS6" +"CHRDL2" +"FAM83C" +"RPRM" +"EMX1" +"ADH7" +"ATRNL1" +"NOVA1" +"COL22A1" +"LPPR3" +"PTK6" +"KCNQ2" +"KCNG1" +"TRIM55" +"PRSS16" +"EPHA10" +"CADM2" +"PHACTR3" +"MAPK15" +"PENK" +"AK5" +"DMGDH" +"SLITRK5" +"LOC440173" +"NRG3" +"SCARA5" +"ISL1" +"PTN" +"PLEKHG6" +"SCUBE2" +"TINAG" +"TMPRSS11D" +"MUM1L1" +"MMP11" +"CDH22" +"SLC13A5" +"NPTX1" +"GREB1" +"SHISA2" +"PCP4L1" +"MT1G" +"VWDE" +"NDP" +"ANXA3" +"DLGAP1" +"LHFPL3" +"SYT12" +"MYO3A" +"CNTN3" +"AP3B2" +"CREB3L1" +"ADAMDEC1" +"NTRK3" +"SCG2" +"MFSD6L" +"FLJ16779" +"HPD" +"MAP7D2" +"PI15" +"SLIT1" +"ACTN2" +"CSDC2" +"HOXD10" +"POPDC3" +"KIAA2022" +"AMY1A" +"KCNK2" +"ARHGAP36" +"IQCA1" +"VIPR2" +"LGALS2" +"FMO2" +"PHF21B" +"RIMBP2" +"RASSF10" +"PRG4" +"LOC554202" +"ST6GAL2" +"SIX1" +"PLXNB3" +"HOXA7" +"SLC6A17" +"NEU4" +"LOC440905" +"CRB3" +"CRLF1" +"TFCP2L1" +"IL8" +"RAB27B" +"SLC28A1" +"DLX3" +"PTGER3" +"SLC5A12" +"IRF6" +"FAM181B" +"IL1RN" +"FAM189A1" +"SCN2B" +"ANXA10" +"DHDPSL" +"NEFH" +"MMP9" +"EGF" +"IRX5" +"EPPK1" +"LOC389332" +"ZYG11A" +"VSTM2A" +"STEAP4" +"FTCD" +"STXBP5L" +"CYP2C9" +"IGFBP1" +"MNX1" +"SLC27A2" +"PTGDS" +"GALNT3" +"PCDHA12" +"ADIPOQ" +"MYBL2" +"LAMA3" +"PRODH" +"PCDHA10" +"DMRT2" +"DCX" +"RAMP1" +"GPC3" +"C1orf168" +"SEZ6L" +"DNAH11" +"VAT1L" +"PCDH20" +"SCGB2A2" +"LOC286002" +"ARHGEF38" +"BAALC" +"SLC6A19" +"KCND2" +"CAPNS2" +"LOC643763" +"SPON1" +"BAIAP2L2" +"ENTPD8" +"PALM3" +"SYN2" +"SLC47A1" +"DPYSL4" +"LOC96610" +"PTHLH" +"MEGF10" +"NTF4" +"ABCC2" +"SYTL5" +"CYP4F22" +"PEG3" +"PGR" +"PDX1" +"CFB" +"GRIA1" +"IGF2" +"ZNF488" +"HR" +"PLCXD3" +"PHGR1" +"SLC16A9" +"C8orf85" +"NPR3" +"CCL11" +"NELL2" +"NOTUM" +"TNNC1" +"MIOX" +"PKNOX2" +"MLC1" +"C1orf130" +"BPIL1" +"SIX2" +"KLHL14" +"TRIM58" +"KRT1" +"SERPIND1" +"LOC145837" +"MFAP2" +"KIAA1199" +"SLC38A4" +"COL3A1" +"ABCC3" +"CSMD1" +"ESRRG" +"ANPEP" +"HEPACAM2" +"CACNA2D1" +"PLA2G3" +"PLA2G10" +"FAM135B" +"RGS20" +"HIF3A" +"SUSD4" +"SCN2A" +"MYT1" +"XAGE1D" +"ROBO2" +"CALB1" +"TNNT3" +"KRT75" +"C11orf92" +"NXPH4" +"FAM189A2" +"C4A" +"TMEM100" +"POU2AF1" +"CYP2W1" +"NOL4" +"DIO2" +"DLX1" +"SH3GL3" +"EPHA1" +"FOXN1" +"C14orf73" +"SYT14" +"LRRN4" +"PTH2R" +"C1orf61" +"CYP4A11" +"UNC5A" +"GRIN2A" +"CLU" +"POU2F3" +"DACH1" +"ANKRD43" +"IL1A" +"SNORD116-4" +"APLP1" +"VEPH1" +"WSCD2" +"SYT7" +"EDAR" +"KIAA0125" +"NME5" +"XG" +"LIPC" +"PRSS12" +"KCNQ5" +"TMEM35" +"BAAT" +"CECR2" +"PLA2G12B" +"C10orf108" +"IGFL1" +"MT1H" +"CHMP4C" +"TRIM9" +"GRIA3" +"LHX2" +"OTX1" +"IGFN1" +"KCNN4" +"FXYD1" +"FUT2" +"BIK" +"LGR6" +"BRSK2" +"SPOCK1" +"RIMS1" +"TCERG1L" +"CDH4" +"LOC645323" +"CELF3" +"MEG3" +"CDH19" +"UGT3A1" +"SFTPD" +"IP6K3" +"RET" +"PTPRD" +"CD1A" +"NALCN" +"PPAPDC1A" +"IGDCC3" +"C6orf132" +"CSF3" +"PPP1R14D" +"HHIP" +"C1orf88" +"ACSS3" +"EN2" +"EFHD1" +"SLC14A1" +"ALPK2" +"AQP9" +"TRPA1" +"COL8A1" +"NECAB2" +"ADD2" +"RAB17" +"PCSK1" +"EPHX3" +"C5orf23" +"DNASE1L3" +"TGM1" +"PDPN" +"RNF212" +"PTPN20B" +"PTGS2" +"GABRB2" +"PCOLCE2" +"PLAC8" +"SLC19A3" +"IGFL2" +"ALDH1A1" +"ELAVL2" +"SOX15" +"LPHN3" +"OSR2" +"EMID2" +"KNG1" +"DNAJC22" +"SPINT1" +"GIPC2" +"NUDT11" +"OMD" +"SP5" +"DPF1" +"KIAA1244" +"RPS6KA6" +"GRB14" +"GREM2" +"RUNDC3A" +"CDKN2A" +"KCNJ10" +"EPS8L1" +"FRMD5" +"CLSTN2" +"SLC23A1" +"UNC5D" +"AKR1C3" +"SYTL1" +"LOC84856" +"EYA4" +"APOC2" +"LY6G6C" +"LEMD1" +"HPCAL4" +"C8orf46" +"ARHGDIG" +"ADAM12" +"STXBP6" +"SLC17A3" +"CYP4F2" +"SFRP5" +"FOSB" +"SLC6A12" +"SULT1E1" +"GFRA3" +"PLEKHB1" +"TSHR" +"ANKS1B" +"RGL3" +"COL9A1" +"TRIM10" +"DLX6" +"ANO4" +"STX19" +"POU3F2" +"BCL2L14" +"WDR17" +"HEPACAM" +"SLC9A3" +"GRIK2" +"WNT10A" +"CALN1" +"TTC22" +"LYPD6" +"SLC38A5" +"SYT4" +"TESC" +"PCDH19" +"TNNI3" +"DEGS2" +"IRX3" +"FOXG1" +"YBX2" +"NPTX2" +"KBTBD12" +"FOXI1" +"C3" +"DGCR5" +"MSX2" +"VNN1" +"KCNK15" +"CTSL2" +"C20orf103" +"GLT25D2" +"PCDHAC2" +"ATP1B2" +"ADAMTS16" +"C6orf141" +"ENHO" +"TUBBP5" +"CHST8" +"PDZRN4" +"PAEP" +"FSD1" +"DCLK1" +"NPNT" +"HOXB6" +"FAT3" +"GALNTL1" +"LOC254559" +"KLF15" +"F7" +"ABCC11" +"GLYATL2" +"KANK4" +"ABCC6P1" +"ENPP5" +"CNN1" +"BIRC7" +"BAI1" +"KCNS1" +"PCDHA4" +"ANO5" +"HMP19" +"C3orf15" +"FAP" +"FLNC" +"SHOX2" +"CXCL10" +"CKMT2" +"HAP1" +"TNNT2" +"TFF2" +"PDIA2" +"S100A7A" +"HRASLS" +"NRG1" +"EDIL3" +"DMRTA1" +"C21orf62" +"ST6GALNAC5" +"ARX" +"ANO9" +"SGPP2" +"FCGBP" +"CCL13" +"HOXB5" +"DUSP26" +"SCG5" +"ALDH1A2" +"CRB2" +"COCH" +"FGFR3" +"TPRXL" +"HPX" +"KRTDAP" +"ACSM1" +"AQP7" +"CST2" +"TLX1" +"SYT5" +"RGMA" +"RNF182" +"GPX3" +"MPPED2" +"B3GALT5" +"CDSN" +"TDGF1" +"FLJ45983" +"ITIH5L" +"CASKIN1" +"CCL14" +"C1QL4" +"GREB1L" +"FIBCD1" +"ARHGAP8" +"B4GALNT3" +"CDKL2" +"CXCL11" +"LOC255167" +"CSAG3" +"RIPK4" +"LRRC19" +"FAM69C" +"OCA2" +"RNF183" +"DNAH5" +"MRAP2" +"COL23A1" +"CTHRC1" +"COL6A3" +"FSTL4" +"PROX1" +"LOC100271831" +"ALOX12P2" +"C5orf49" +"SLITRK4" +"GPM6B" +"ARPP21" +"DNALI1" +"NPAS3" +"ALOX15" +"RYR1" +"MAGEA2" +"TNNI1" +"IL1R2" +"AGXT2" +"PCYT1B" +"HAS3" +"BSPRY" +"JAKMIP2" +"ITGA8" +"CPEB1" +"TBX18" +"ITGBL1" +"LOC283392" +"PLCH1" +"KCNH8" +"SEC14L4" +"CXCL3" +"DDX25" +"SHISA3" +"GPR109B" +"MYH14" +"TDO2" +"KCNK10" +"PCDH9" +"BCMO1" +"ASPA" +"HOTAIR" +"CYP2J2" +"FER1L4" +"RRAD" +"AIM2" +"INHBA" +"ICAM5" +"CTTNBP2" +"PTGIS" +"NKX2-2" +"CHST6" +"FBN2" +"HORMAD1" +"SEZ6" +"COL9A3" +"CDK5R2" +"SELE" +"LRAT" +"CTSG" +"FAM155B" +"BCL2L15" +"PLA1A" +"KLHDC8A" +"SLC22A11" +"MGAT5B" +"PDE8B" +"FCAMR" +"PDZD3" +"PRDM16" +"CD19" +"PRRX2" +"CCDC160" +"F2RL2" +"ODZ3" +"HNF1A" +"MTTP" +"OLFM1" +"PLIN4" +"ITLN1" +"FAM101A" +"SDR42E1" +"GRM4" +"HSD17B6" +"PRSS1" +"psiTPTE22" +"C6orf222" +"AGXT" +"APCDD1L" +"CD164L2" +"CNR1" +"SEPT3" +"GPR37" +"ELAVL3" +"TMEM151A" +"HAVCR1" +"C1orf173" +"LRRC4C" +"GRP" +"MAGED4" +"ASAM" +"C1orf95" +"TMEM90B" +"ST14" +"MOGAT3" +"TNFAIP6" +"BMP5" +"ANKRD56" +"CLUL1" +"RSPO4" +"RBP5" +"COBL" +"PKP2" +"PRKAA2" +"NEBL" +"RND2" +"HOXB7" +"SAA4" +"HLF" +"SCGB3A2" +"HRASLS5" +"CELF5" +"TMEM108" +"CEACAM1" +"PPAP2C" +"GLB1L3" +"HPR" +"CES3" +"SORCS3" +"FCRLA" +"PROC" +"NAP1L2" +"FZD10" +"FLRT3" +"CA10" +"TNFRSF11B" +"ZNF536" +"SLC8A2" +"TREM1" +"DNAJC12" +"MGST1" +"MYOCD" +"LRRN2" +"PNMA3" +"GATA5" +"CHRNA4" +"MCOLN3" +"MET" +"MYCN" +"AKR1B15" +"MUC12" +"BAI3" +"PNMA6A" +"LOC723809" +"XPNPEP2" +"LIPG" +"ST8SIA2" +"IL20RB" +"PCDH7" +"GLB1L2" +"CYS1" +"NEURL" +"FGF9" +"DMRTC1B" +"MYRIP" +"SCIN" +"CDH10" +"UPK3A" +"SLC35F3" +"TIMP4" +"GABRE" +"GPA33" +"ZBTB7C" +"IL6" +"FREM1" +"SLC7A2" +"ECEL1" +"NGEF" +"FOXP2" +"CXCL2" +"PPP4R4" +"DPCR1" +"MAB21L2" +"DLX5" +"ZCCHC12" +"ATP12A" +"MAP2" +"CILP2" +"KCND3" +"REN" +"MGP" +"AHNAK2" +"SCTR" +"ERP27" +"DOCK3" +"DLK2" +"ARMC3" +"PCDHGB5" +"SEMA3D" +"TRIM54" +"B4GALNT2" +"MAGED4B" +"CDCA7" +"COL12A1" +"PTCHD1" +"SOX6" +"TMEM189-UBE2V1" +"SOX2OT" +"NDRG4" +"PCDHA1" +"LCN12" +"OPCML" +"HSPB7" +"NPW" +"KSR2" +"C6orf142" +"NNMT" +"SPAG6" +"TUBB4" +"RERG" +"DCN" +"PDK4" +"LYPD1" +"ANK2" +"TFR2" +"IL7R" +"CNTN6" +"USH1G" +"PON1" +"EFS" +"MYH7" +"HSPB6" +"UBE2C" +"NPC1L1" +"CHDH" +"SULT1C4" +"CYP4X1" +"NMNAT2" +"FBXL16" +"TMEM163" +"NBLA00301" +"SLC6A1" +"FRAS1" +"KCNF1" +"TMEM82" +"CYP17A1" +"CYP11A1" +"LYZ" +"GRIN1" +"DLGAP5" +"C12orf53" +"FAM176A" +"FAM181A" +"BANK1" +"SLC26A7" +"IGSF10" +"SMTNL2" +"SCN9A" +"FBLL1" +"ARC" +"C4orf19" +"NCAN" +"PCDHA6" +"FOXL2" +"NRXN2" +"EXTL1" +"SNCB" +"SLITRK3" +"CES4" +"HS3ST4" +"C5orf46" +"KLC3" +"PAK7" +"SCAND3" +"IL12RB2" +"TNFRSF17" +"SLC26A3" +"SLC39A2" +"FOLH1" +"MS4A2" +"MEOX2" +"RGS6" +"HBB" +"SDC1" +"DNAH2" +"CNKSR2" +"MALL" +"ITIH3" +"BICC1" +"SLC22A2" +"RASGEF1C" +"STK32B" +"LRRK2" +"PPP2R2B" +"FAM131C" +"LAMP3" +"EPB41L4B" +"KL" +"KCNIP1" +"NCRNA00185" +"SEMA3C" +"SPSB4" +"PTPRN2" +"WSCD1" +"STEAP1" +"POU5F1" +"CLCNKB" +"EVPLL" +"TMEM145" +"ST6GALNAC2" +"CLDN16" +"APOA2" +"DOC2A" +"DDIT4L" +"CACNA1I" +"MAPK10" +"SERPINF2" +"KCNB1" +"FOXD3" +"UGT2B4" +"ASPDH" +"FER1L6" +"MYO1A" +"RAB3B" +"JSRP1" +"KREMEN2" +"CIDEC" +"QRFPR" +"CD70" +"TBX4" +"C13orf36" +"TARP" +"EDNRB" +"PTCHD2" +"COL1A2" +"TAT" +"ASPN" +"DNAH9" +"MUC20" +"MAGEA12" +"SHANK2" +"SLIT2" +"MAOA" +"ANKRD22" +"GLRB" +"ALG1L" +"FAM150B" +"RTN4RL1" +"PKHD1L1" +"CACNA2D2" +"VIT" +"PLEKHN1" +"LRRC2" +"SPEG" +"PLIN5" +"TMEM132D" +"ID4" +"FAM133A" +"ST8SIA3" +"FMO3" +"ADAMTS15" +"GABRG2" +"DMRTA2" +"IL13RA2" +"RNASE7" +"HEPN1" +"DTNA" +"SH2D3A" +"RERGL" +"C10orf82" +"ADAMTS12" +"SDK2" +"FIBIN" +"NXPH1" +"ENAM" +"ZFHX4" +"JPH4" +"BEND4" +"ADORA1" +"CBLN1" +"KCNA6" +"HSPB8" +"ZMYND10" +"CGN" +"GDF10" +"ALDH1A3" +"WDR66" +"APC2" +"NEGR1" +"CYP21A2" +"RARRES1" +"VAV3" +"SELP" +"PLCH2" +"DARC" +"BEST3" +"TPO" +"LOC728606" +"PCDH8" +"HCN2" +"ABI3BP" +"ANGPTL1" +"LPPR5" +"RASGRF1" +"ITGB8" +"NIPAL1" +"ABCB1" +"CD36" +"C6orf176" +"SCN4A" +"NTM" +"MEGF11" +"SLC4A8" +"PLXNA4" +"COL6A6" +"ENTPD2" +"CA2" +"LOC283174" +"IBSP" +"NR1I2" +"CYP27C1" +"RCOR2" +"IRF4" +"GPR64" +"CDCP1" +"RYR2" +"RSPO2" +"F10" +"GNAO1" +"LRRN3" +"TEKT2" +"BCL11A" +"WFDC5" +"PIPOX" +"ODAM" +"PTH1R" +"EPHA5" +"MAPK8IP2" +"MKX" +"OPRK1" +"MUC17" +"JPH3" +"MS4A15" +"GPR39" +"OLR1" +"NUDT10" +"NCRNA00086" +"MMP16" +"MT1M" +"UNC93A" +"ANO1" +"PLN" +"PLIN1" +"C10orf116" +"PACRG" +"TPSD1" +"GPR123" +"EPYC" +"STAC" +"CPE" +"ADH1A" +"C10orf90" +"PPL" +"SLC15A2" +"MDFI" +"SALL3" +"CPZ" +"CHD5" +"PDGFRL" +"HTRA3" +"GPR133" +"ZIC4" +"KCNK5" +"AURKB" +"PLCB4" +"SCN3A" +"FAM167A" +"C6orf174" +"IL1RL1" +"RGS11" +"CD38" +"LRRTM4" +"ITGB4" +"ATOH8" +"CDC42BPG" +"FSTL5" +"CACNA1D" +"APOC1" +"MFAP4" +"ACSL6" +"PDE11A" +"ADCYAP1R1" +"FAM178B" +"BAI2" +"MYO3B" +"TEX15" +"AFF2" +"IGLON5" +"C15orf59" +"OLIG2" +"DDX43" +"GJA3" +"TDRD9" +"RGS7BP" +"TTC39A" +"GATM" +"EFCAB1" +"PTGES" +"ZFR2" +"CASQ2" +"FOSL1" +"A2BP1" +"C6orf168" +"CNDP1" +"FLG" +"HYDIN" +"PADI2" +"MOGAT2" +"PLG" +"MGC45800" +"RBM24" +"PKIA" +"SLC30A10" +"UBE2QL1" +"G6PC" +"CGREF1" +"FAM46B" +"COL28A1" +"ANKRD1" +"CEL" +"DLG2" +"DMRT3" +"ALDH8A1" +"PPP1R9A" +"SGCA" +"RAB38" +"CYP26A1" +"SPIB" +"ALPP" +"C12orf39" +"CNTN2" +"SLC26A4" +"GTSF1" +"CDX1" +"COL5A1" +"VGLL3" +"CHRM3" +"NGFR" +"PRODH2" +"DNAH3" +"TROAP" +"GRID1" +"ROR2" +"RGS22" +"ZMAT4" +"P2RY2" +"VIPR1" +"WNT11" +"ZNF208" +"DHRS9" +"TCL1A" +"PCDHA13" +"CST4" +"SCN1A" +"GATA6" +"RSPO1" +"NKAIN2" +"SCUBE3" +"PNMT" +"COL4A4" +"OR51E2" +"GRIK4" +"WISP3" +"CACNA1G" +"TBX3" +"ATP6V0D2" +"ACOX2" +"MEOX1" +"F11" +"PREX2" +"FAM81B" +"CUBN" +"NEK2" +"CECR7" +"PIP5K1B" +"GALNTL2" +"SLC7A14" +"DSC2" +"SLC6A2" +"MYOC" +"PHYHD1" +"DOK5" +"TWIST1" +"MXRA5" +"F3" +"CXCR2P1" +"FABP5" +"TTLL6" +"SNURF" +"PHYHIP" +"MGAM" +"WNT3A" +"GPT" +"CYP2C8" +"FGF1" +"COLEC11" +"LRRIQ1" +"RHBDL3" +"B3GNT6" +"CBLN2" +"PPM1E" +"SPOCD1" +"PDE1C" +"UCN2" +"RASD1" +"CMTM5" +"PRRT4" +"SH2D5" +"LEFTY2" +"NTN1" +"C6orf105" +"HOPX" +"UNC13A" +"OXGR1" +"GBP5" +"PLEK2" +"STK31" +"PGLYRP4" +"FBP1" +"MCHR1" +"KCNH3" +"C11orf52" +"DOK7" +"CDC20" +"UBXN10" +"ADRB1" +"VSIG1" +"ASPM" +"BEX2" +"SCN3B" +"BTBD11" +"MAGEA9B" +"CDH6" +"C9orf125" +"APOE" +"C1orf161" +"C10orf107" +"ZDHHC15" +"CD300LG" +"PCDHB5" +"DNAJB13" +"CELF4" +"PRRX1" +"GGT3P" +"HRNBP3" +"HEPHL1" +"REEP1" +"KIAA1644" +"SLC6A3" +"FLJ42875" +"AMPH" +"PSD2" +"SLC35F1" +"BMP2" +"MARVELD3" +"PLS1" +"PRR11" +"S100A12" +"HTR3A" +"GALNT6" +"PRSS50" +"PTGFR" +"ZNF667" +"SLC7A3" +"KY" +"REEP2" +"SPESP1" +"GZMK" +"PPP1R3C" +"UPB1" +"KCNC2" +"PDZD4" +"PCDHA3" +"KRT78" +"PVALB" +"NLRP7" +"KRT81" +"ARSI" +"CHRNB2" +"CBLN4" +"GOLGA7B" +"NRXN3" +"ADAM33" +"CHST4" +"SORCS2" +"BIRC5" +"EMILIN3" +"CAMK2A" +"PRPH" +"SCUBE1" +"C1orf114" +"ENPP1" +"RSPO3" +"CHODL" +"CCDC8" +"F2" +"DMBX1" +"MPZL2" +"CYP8B1" +"TMEM61" +"SNCG" +"TNFSF12-TNFSF13" +"STC2" +"PDGFRA" +"ERBB3" +"RGS7" +"SLC1A1" +"CENPA" +"FADS6" +"E2F8" +"HSD11B1" +"FN1" +"ARNT2" +"GZMB" +"CNFN" +"PGM5" +"ZNF676" +"NLGN4X" +"LOC153328" +"AJAP1" +"SAMD11" +"GPR143" +"SMAD9" +"HAO2" +"SV2B" +"LEPREL1" +"KBTBD11" +"ITPKA" +"PNOC" +"FMO5" +"SLAMF7" +"CORO2B" +"CLDN11" +"DPY19L2" +"CEND1" +"MGAT4C" +"COL4A5" +"SLC1A6" +"CPB2" +"SLC4A11" +"MAST1" +"IGSF21" +"LOC100124692" +"FHL1" +"ABCA4" +"IGFBP2" +"PHLDA2" +"SRPX2" +"GYG2" +"ZNF114" +"TGFA" +"TMSB15A" +"CCK" +"C2orf89" +"CHAD" +"CACNA1E" +"CLEC18B" +"LPL" +"LIN7A" +"DRD2" +"SGSM1" +"CLDN9" +"HAS2" +"ANGPTL7" +"ARHGEF16" +"FAM57B" +"KIF14" +"PERP" +"VWA5B2" +"MCTP2" +"SLC9A4" +"SLC7A9" +"GRHL1" +"MGAT3" +"HOXC4" +"LRRC7" +"HLA-DQB2" +"CSAG1" +"LOXL4" +"ASXL3" +"ANGPTL4" +"CAMKV" +"MAGEA1" +"CEP55" +"ABCC6P2" +"CBS" +"MOXD1" +"GPR172B" +"ISLR" +"SLC47A2" +"CLDN6" +"F12" +"PRND" +"BLK" +"NPM2" +"EPR1" +"KIF18B" +"GCOM1" +"MT1A" +"SLC24A3" +"DUSP15" +"MELK" +"SLIT3" +"UGT1A8" +"ABCA6" +"PCSK6" +"TMEM132B" +"CPNE7" +"VCAN" +"KCNH6" +"HCN4" +"PDLIM4" +"KCNN2" +"LRP4" +"SIX4" +"OSR1" +"CPAMD8" +"C3orf55" +"ACAN" +"MPPED1" +"FAM84A" +"IL1F9" +"ZDHHC8P1" +"PARM1" +"TMEM213" +"ESYT3" +"SVOPL" +"LOC654433" +"LOC154822" +"XK" +"FOXF2" +"TRIM63" +"FAM110C" +"MAMDC2" +"RNF165" +"FRMD3" +"HRG" +"GHR" +"DSCR6" +"B4GALNT1" +"NOS2" +"QPRT" +"RARRES2" +"SGCD" +"ADAM22" +"CYP2A6" +"PRELP" +"ADAMTSL3" +"C8orf4" +"JPH2" +"COLEC12" +"ANO3" +"SORBS2" +"TMEM176A" +"KCP" +"TM4SF19" +"LOC150622" +"RSPH1" +"HAL" +"SLC5A9" +"MMP17" +"ESM1" +"LRRN4CL" +"CPXM1" +"PNPLA3" +"DDN" +"RMST" +"KLHL4" +"SYCP2" +"GPR37L1" +"DEPDC1" +"LEFTY1" +"TNFSF11" +"APOC3" +"COX6B2" +"PRTG" +"KCNJ4" +"ECHDC3" +"KLHDC7B" +"CNTN4" +"KIAA0319" +"FCER1A" +"CHRNA1" +"TPRG1" +"CFI" +"LOC100127888" +"PAX3" +"CD207" +"KYNU" +"SLC17A1" +"CSPG5" +"TP73" +"NSUN7" +"SLC25A18" +"CNGB1" +"VNN3" +"SKAP1" +"NRG2" +"RTN1" +"CYP3A7" +"FBLN1" +"C20orf54" +"DYNC1I1" +"CTXN1" +"SLC7A11" +"ZNF334" +"ZFP57" +"TBX15" +"SPINT2" +"INMT" +"CCDC108" +"MDGA2" +"ADRA1B" +"MRO" +"IGFALS" +"SEMA5B" +"HMGCLL1" +"EGFR" +"KIRREL2" +"MYEF2" +"TSPAN7" +"LCN10" +"CGNL1" +"IFI27" +"VAX2" +"HRASLS2" +"WNT4" +"C17orf93" +"SERTAD4" +"DGKB" +"CCL22" +"MAP6" +"CRISPLD1" +"SULT2A1" +"TP53AIP1" +"HBA2" +"ARMC4" +"PRRG2" +"FAM184B" +"HOXA5" +"ADAMTS8" +"ABAT" +"LY6H" +"SLC16A4" +"SULF1" +"PCBP3" +"ARNTL2" +"HOXA3" +"TNC" +"CPA6" +"CLSPN" +"GABRQ" +"INPP5J" +"GPR1" +"HOXC5" +"PP14571" +"RBP1" +"EXO1" +"TRPM3" +"FAM70A" +"TMEM132E" +"GRAMD2" +"KIT" +"PSAT1" +"KIAA1211" +"E2F7" +"TTBK1" +"COL21A1" +"AHSG" +"FAM155A" +"ALK" +"SLC38A11" +"ASS1" +"GPR128" +"CASQ1" +"PRKCG" +"SAMD5" +"CCNO" +"CYP1B1" +"HOMER2" +"C8orf79" +"FCRL3" +"IQSEC3" +"PRKG2" +"PRR18" +"TAC1" +"CNTD2" +"COL14A1" +"CPN2" +"C19orf59" +"LYPD2" +"ARHGAP6" +"MFI2" +"MMEL1" +"PYGM" +"ANGPTL3" +"EPHB1" +"P2RX6" +"NOS1" +"PGLYRP2" +"CPXM2" +"GFRA2" +"NKX2-3" +"UPK1A" +"GRM5" +"SYT3" +"EFR3B" +"FAM19A5" +"DCAF12L1" +"CLIC5" +"PLA2G2F" +"RNF43" +"IGSF9B" +"PRR5-ARHGAP8" +"CDH26" +"ADCY1" +"UNC5CL" +"SRMS" +"SNX31" +"CYP2E1" +"SLAIN1" +"GPR126" +"CDC45" +"HOXB2" +"ANK1" +"ULBP2" +"EFCAB4A" +"ASPHD1" +"CCBE1" +"C6orf15" +"POLQ" +"LOC146336" +"SOX9" +"TNFRSF18" +"CR1" +"NDUFA4L2" +"RIMKLA" +"AQP6" +"GPIHBP1" +"CYP4Z1" +"HMCN1" +"CYP39A1" +"SIGLEC8" +"EPHB3" +"LMO1" +"HPDL" +"RHBG" +"C8orf80" +"MICALCL" +"RAET1L" +"GGTLC1" +"GRIN2D" +"CKB" +"ALX1" +"DAO" +"SEMA3A" +"C3orf52" +"KIF20A" +"NUF2" +"DCHS2" +"KCNT2" +"LINGO1" +"ITGA11" +"SLC2A5" +"CLEC2L" +"PLK1" +"FGF14" +"KMO" +"TTK" +"HTR1D" +"THBS2" +"PANX2" +"RASSF9" +"WISP1" +"CLDN19" +"NKX2-5" +"LRRC4B" +"LGSN" +"ASCL2" +"CMYA5" +"ITGB3" +"PAX5" +"PCLO" +"PPYR1" +"CX3CR1" +"CCDC68" +"F2RL1" +"GDAP1L1" +"IGFBPL1" +"ODZ4" +"ZNF695" +"GLIS1" +"ZNF365" +"TOP2A" +"TGM5" +"ADCYAP1" +"AMH" +"SYBU" +"GGTLC2" +"TMEM178" +"MST1P9" +"HSH2D" +"LTK" +"ISL2" +"ZNF229" +"SRPX" +"COL11A2" +"SERPINE2" +"SRD5A2" +"SLC13A3" +"EPHB6" +"APBA2" +"SYT6" +"ZSCAN1" +"IKZF3" +"CDCA2" +"ASB5" +"BEX5" +"LRRC55" +"RRM2" +"FBXO2" +"ROPN1B" +"SLCO4A1" +"SP8" +"C2CD4B" +"EGLN3" +"TMEM150B" +"LOC440925" +"GPNMB" +"NKX2-8" +"DLX2" +"CLCNKA" +"PID1" +"PGLYRP3" +"LRFN5" +"MFSD2A" +"NOG" +"MPP7" +"PCDHAC1" +"HYAL1" +"C3orf72" +"KAL1" +"PAQR5" +"EFNB3" +"CELSR1" +"ADH4" +"P2RY12" +"HOXD9" +"GCGR" +"IL11" +"RDH16" +"LOC100131726" +"WBSCR26" +"SPEF1" +"BDKRB1" +"SALL4" +"GPR160" +"CSMD3" +"FMN1" +"C13orf33" +"PTPRR" +"SCD5" +"EPHA3" +"MCM10" +"MEP1A" +"SHANK1" +"SLC24A5" +"FAM20A" +"WIT1" +"ACHE" +"CDC25C" +"HLA-DQA2" +"GNMT" +"THSD7B" +"SIM2" +"GLOD5" +"TIMD4" +"UNC5C" +"MOCOS" +"ST8SIA6" +"CHST13" +"ADAMTS19" +"BAMBI" +"FGF11" +"KCNJ11" +"NEB" +"ANLN" +"ABCA3" +"KCNJ13" +"SLC5A10" +"CKAP2L" +"VWCE" +"GGT1" +"CNIH2" +"C17orf28" +"NRSN1" +"MMP28" +"SEZ6L2" +"FGF12" +"STMN4" +"GABRA2" +"DUSP4" +"ATP2B3" +"GUCY2C" +"CABP1" +"NPTXR" +"NAP1L3" +"HJURP" +"FCN1" +"NPY6R" +"CD22" +"PDE1A" +"OSBPL6" +"CNGA1" +"KIF2C" +"OCLN" +"GSTM5" +"FLJ40330" +"PPFIA4" +"BMPER" +"CRIP1" +"PCDHGB1" +"NETO1" +"WDR86" +"TH" +"KCNC1" +"DSCAM" +"PCDHGB7" +"FAM150A" +"MECOM" +"SRPK3" +"ELN" +"ISM1" +"IQGAP3" +"AMDHD1" +"CD1E" +"C8orf84" +"FMOD" +"STC1" +"KLKB1" +"NR2E1" +"SLC30A8" +"ZDHHC22" +"C21orf88" +"NOX4" +"CYP1A1" +"TMEM105" +"SMOC2" +"HAMP" +"SGOL1" +"SHROOM3" +"FGFR2" +"FCRL2" +"CD3D" +"C21orf34" +"CPN1" +"ELOVL4" +"PODNL1" +"APOBEC3A" +"FAM160A1" +"IL1RL2" +"HECW1" +"COL5A2" +"LDHC" +"CASC1" +"HDC" +"ERMN" +"DAPP1" +"GJB7" +"ELMOD1" +"CRCT1" +"FOXF1" +"CLEC10A" +"PCDH15" +"PLA2G5" +"TUB" +"SPTBN4" +"RORB" +"FAM83D" +"HS3ST2" +"TMEM158" +"JAKMIP3" +"CAPSL" +"TC2N" +"SBK1" +"MKI67" +"DNAH7" +"HAPLN4" +"FLT3" +"GLT1D1" +"MATN3" +"NBEA" +"SLC8A3" +"MYL3" +"CACNA2D3" +"SOHLH2" +"KIF4A" +"KCNK9" +"MMRN1" +"TERT" +"SV2A" +"PODN" +"CD1C" +"TWIST2" +"C2orf65" +"HOXD4" +"C11orf53" +"NR0B1" +"KCNIP3" +"IGF1" +"TPX2" +"CORO6" +"ALOX12B" +"FRMPD1" +"JAKMIP1" +"ADRA2A" +"BUB1" +"HOXB3" +"ATP13A5" +"RNF157" +"KIRREL3" +"STEAP2" +"FGF13" +"C14orf132" +"COL9A2" +"ALPPL2" +"PAPL" +"EFHC2" +"SDPR" +"PPP1R1C" +"EFNA5" +"CA3" +"HSD11B2" +"IGFBP6" +"TMPRSS11A" +"RNF150" +"CCL28" +"KCNMB2" +"SLC4A3" +"TRPV4" +"GPC5" +"TNN" +"EFEMP1" +"MYBPC2" +"TM7SF4" +"ENKUR" +"FAM196B" +"SAMD12" +"CNGA3" +"FAM153A" +"SHISA6" +"NEIL3" +"CCNB2" +"NKX6-1" +"RBM11" +"AIF1L" +"PDE3A" +"C11orf93" +"SLC7A5" +"SPON2" +"THPO" +"BAIAP3" +"SDK1" +"PLEKHA6" +"GAS1" +"CRHR1" +"POU3F1" +"LOC100126784" +"C6orf138" +"EFNA2" +"SYPL2" +"ZNF883" +"CD3G" +"CATSPERB" +"RTBDN" +"C9orf122" +"RHOD" +"FAM38B" +"FBXO17" +"PPARG" +"ITIH5" +"HOXD1" +"DDR2" +"SMC1B" +"CNTNAP4" +"PLD5" +"KCNMA1" +"DIO3" +"DUSP27" +"KCNN1" +"EPHX4" +"NKD1" +"CFHR1" +"ANKRD35" +"ZNF486" +"PBK" +"NKD2" +"HUNK" +"TFPI" +"IGDCC4" +"LOC100130238" +"PAK6" +"SERPINE1" +"FETUB" +"DIRAS3" +"SLC6A4" +"KCNH1" +"RHBDL2" +"G0S2" +"CYP3A4" +"PAX1" +"KIAA1045" +"ADAMTS2" +"LOC201651" +"KCTD14" +"RALYL" +"PTX3" +"SOX5" +"GSTO2" +"NACAD" +"ITIH4" +"SDCBP2" +"MPV17L" +"MPP2" +"ISX" +"LDOC1" +"PAK3" +"LAMC3" +"ACCN4" +"HOXD3" +"SIRPG" +"PKMYT1" +"HCG4" +"HPSE2" +"MYO16" +"KPNA7" +"LIFR" +"TMEM215" +"UGT2B11" +"ADRA2C" +"HTR2C" +"FOXM1" +"DOC2B" +"SYNPO2" +"SOX1" +"KCNG3" +"MAGEC2" +"OIT3" +"SLC17A9" +"CRHBP" +"CPNE6" +"P2RY1" +"AKR1C4" +"ROR1" +"TSPAN12" +"C2orf62" +"MAGEL2" +"TNFSF9" +"NFASC" +"IL2RA" +"PLA2G4E" +"THBS1" +"GALNT12" +"GUCY1B2" +"FGF19" +"ZNF280B" +"LOC613037" +"ABCB5" +"RHOF" +"XKRX" +"OSTBETA" +"XIRP1" +"SYNGR3" +"PDE4C" +"RAB39B" +"TSPYL5" +"TMEM27" +"PACSIN1" +"SLC29A4" +"CSAG2" +"C8orf34" +"BTC" +"TCAM1P" +"TLL1" +"SELENBP1" +"CASC5" +"CCDC135" +"PDE6B" +"ESPL1" +"RNF180" +"NCAPH" +"LOC441869" +"C2" +"SHC4" +"GPR27" +"ART4" +"ENPP6" +"CDH18" +"FCN3" +"B3GALT2" +"SFTA1P" +"SNX32" +"ADARB2" +"HOXD8" +"BRSK1" +"PAPPA" +"CENPF" +"GRM8" +"LOC441666" +"CENPI" +"SNCA" +"CACNA1H" +"FAM184A" +"LOC643008" +"LRCH2" +"THSD7A" +"PPFIA2" +"CRP" +"RPH3A" +"GDF5" +"ANXA9" +"TM6SF2" +"AGMAT" +"GNLY" +"TSPAN10" +"VDR" +"CHRNA2" +"EBF2" +"ANKRD29" +"PLXNC1" +"PODXL2" +"CXADR" +"PCDHGA10" +"LMOD1" +"GFPT2" +"UGT1A7" +"PSORS1C2" +"TNFRSF9" +"TNIP3" +"UGT2B10" +"SLC22A17" +"CLDN14" +"STAP1" +"DRP2" +"CORO2A" +"KIAA1755" +"REEP6" +"TMEM84" +"SPRR2F" +"EPHA6" +"SHC3" +"ZBP1" +"CDH8" +"TMEM37" +"PKD1L2" +"LRRC4" +"LAX1" +"GDF6" +"SLC1A3" +"PCDHGC5" +"SULT1B1" +"ICOS" +"VANGL2" +"TMEM176B" +"KIF15" +"SRRM4" +"LOC399959" +"LOC284578" +"PRSS35" +"CSMD2" +"SIGLEC12" +"KCNK1" +"MYO18B" +"PRKCQ" +"CHRNB4" +"KIF23" +"ARSF" +"GRAMD1B" +"DGKI" +"TTLL7" +"CRB1" +"DGCR9" +"SYCE1" +"ST8SIA1" +"SUCNR1" +"SERINC2" +"SPTBN2" +"PLA2G4D" +"IL33" +"RDH12" +"PKDCC" +"LOC100130872" +"TRIM17" +"RPS27" +"PSD" +"LOC285629" +"C7orf51" +"FAM198A" +"BTBD16" +"PLAC1" +"FAM132A" +"LOX" +"FNDC5" +"GPRC5B" +"NNAT" +"GATSL2" +"FGFBP2" +"IL32" +"LOC647309" +"SLC16A11" +"GSC" +"SOD3" +"TTPA" +"NKX3-2" +"CD8B" +"IL2RG" +"COL29A1" +"S1PR5" +"FAM110B" +"IGFBP5" +"WDR49" +"ACCN2" +"SLC22A7" +"ELMO3" +"GABRG3" +"CHRNA3" +"C1QTNF7" +"FCGR3B" +"ZNF683" +"HAS1" +"TUBAL3" +"LRRTM2" +"TNFSF15" +"HOXB4" +"FAM149A" +"PDE9A" +"PLD4" +"PCDHA2" +"NKX3-1" +"PGA3" +"KLHL32" +"DGKG" +"FAM64A" +"ACCN1" +"SKA1" +"PDZRN3" +"EBF3" +"NAV3" +"CCDC136" +"LYVE1" +"ADAMTS18" +"GABRA5" +"RGS4" +"SLC5A5" +"KLHL13" +"LTB" +"CD2" +"LOC220594" +"CDH11" +"LIF" +"LY9" +"SSPO" +"KCNA1" +"FAM13C" +"FAM190A" +"POU4F1" +"C14orf64" +"SH2D1A" +"PCDHA5" +"GPC2" +"LOC134466" +"ICAM4" +"CLEC5A" +"SPOCK2" +"IL1B" +"ACTL8" +"UMODL1" +"SIDT1" +"SCN4B" +"NPR1" +"TRAT1" +"RAET1E" +"CA14" +"MORN5" +"MT1E" +"C21orf15" +"CTSW" +"GSG1L" +"DKFZp434J0226" +"PLAC9" +"SLFN13" +"BAIAP2L1" +"ZNF560" +"SLAMF6" +"FHL5" +"HS3ST6" +"ADM2" +"TUBB3" +"HOXA4" +"REG3A" +"LDB3" +"KRT31" +"SNCAIP" +"ALOXE3" +"LOC100131551" +"CCDC74B" +"SVOP" +"LOC338651" +"PTPN5" +"F13A1" +"UGT3A2" +"TCEAL7" +"SERPINF1" +"RFPL1S" +"CCKBR" +"C17orf55" +"ADRA1A" +"PGBD5" +"C6orf155" +"TIGIT" +"BTNL8" +"GPR17" +"GPC6" +"SLC1A7" +"MAGEA11" +"RNF39" +"RLTPR" +"CXorf57" +"NTSR1" +"NLGN3" +"CAMK2N2" +"GLTPD2" +"TMEM200C" +"GULP1" +"SLC18A2" +"TCEAL5" +"CCDC85A" +"ATP8A2" +"PLAU" +"SGEF" +"CD3E" +"SLCO5A1" +"ZNF826" +"ESPNL" +"TACR1" +"RNF112" +"OLFM2" +"DAAM2" +"FLRT2" +"KLK14" +"TOX" +"UPK2" +"CTSK" +"SKA3" +"GLDN" +"CCNI2" +"RASL11B" +"FLRT1" +"SUSD2" +"FCER2" +"PCDHGC4" +"ZNHIT2" +"KCNV1" +"LOC284276" +"TRIM7" +"INHBB" +"TNR" +"B3GNT7" +"LYNX1" +"SP6" +"CNTNAP3" +"DLX6AS" +"SRRM3" +"SPATA18" +"TNNI2" +"ALDOC" +"SLC17A7" +"CCDC151" +"P2RY10" +"PCDHGB2" +"ETV1" +"DNAI1" +"CREG2" +"ITGA2" +"SLC45A2" +"CCL8" +"FIGF" +"SIM1" +"MAB21L1" +"UGT1A3" +"GZMA" +"SYNPR" +"FAM83G" +"IL24" +"CHST1" +"SLC6A10P" +"ASGR2" +"PRMT8" +"ERAP2" +"MTL5" +"BNC2" +"MEIS3" +"GABRD" +"ZBTB8B" +"ANKRD45" +"SLC7A10" +"HGFAC" +"CDS1" +"ITIH1" +"PCDH11X" +"LGI1" +"CACNA1A" +"C21orf125" +"SEMA6D" +"COL25A1" +"C10orf93" +"CCDC80" +"PAPPA2" +"APOF" +"MED12L" +"TRIL" +"FAM180A" +"GLI2" +"CD27" +"C1orf194" +"LY75" +"MAEL" +"DYDC2" +"IL17D" +"CASP14" +"FFAR2" +"KCTD8" +"AOC3" +"THSD4" +"KIAA1409" +"ESCO2" +"AFP" +"ZSCAN23" +"WNK3" +"SCARA3" +"ZMAT1" +"COL15A1" +"BEND5" +"EOMES" +"ANKRD2" +"TKTL1" +"RAI2" +"TSPAN2" +"LOC400043" +"SYP" +"SPARCL1" +"KLB" +"MARVELD2" +"NRN1" +"LAMA2" +"LMTK3" +"ADAMTSL5" +"BUB1B" +"EGOT" +"TNNC2" +"LOC286467" +"ISM2" +"FAM151A" +"PCDHGB4" +"NECAB1" +"LRRTM3" +"MYOZ1" +"BTNL9" +"C6orf97" +"CARTPT" +"NFE2" +"OR7E91P" +"CDH20" +"SORBS1" +"AGPAT9" +"KCNQ3" +"ADAMTS14" +"NXNL2" +"TNFRSF19" +"SYN1" +"PTPRQ" +"RAB19" +"PYHIN1" +"CXCR5" +"EDA2R" +"SIT1" +"FAM171A2" +"RND1" +"SHC2" +"NOX1" +"ADM" +"CCR7" +"HS3ST5" +"GTSE1" +"CDC42EP5" +"SH3TC2" +"ACTA1" +"C19orf51" +"SYNM" +"TCL6" +"ADORA2B" +"PRKG1" +"DPY19L2P4" +"JPH1" +"ZNF257" +"VCAM1" +"LRRC50" +"ZNF626" +"GJA1" +"KLHL35" +"LOC284749" +"RP1" +"TCEA3" +"C16orf74" +"CARD14" +"ASTN2" +"C15orf42" +"CDA" +"FZD9" +"TSPAN11" +"RUNX1T1" +"RADIL" +"TMEM200A" +"RAPGEFL1" +"LOC162632" +"CYP4Z2P" +"CCR4" +"P2RX7" +"LGALS9B" +"HOXA6" +"NCAPG" +"SLC4A10" +"NFATC2" +"ARTN" +"FGF2" +"PIWIL1" +"C7orf52" +"SVEP1" +"HIST3H2A" +"FLJ45445" +"CAMK2N1" +"RASGEF1A" +"LOC90246" +"SRCIN1" +"CTLA4" +"RAD54L" +"KISS1R" +"CD109" +"LRRC8E" +"LEP" +"SMPD3" +"CALCA" +"AKAP6" +"CD96" +"C4orf39" +"RGS9" +"GSTT2" +"KCNJ12" +"LGALS12" +"TRPV3" +"BDKRB2" +"WNT5A" +"GNG7" +"ZNF98" +"C11orf70" +"C8B" +"CENPE" +"CLEC3B" +"MFAP3L" +"CLEC18A" +"GPR173" +"DCT" +"BATF" +"HHIPL2" +"ZNF711" +"KLRB1" +"P2RX1" +"CCL17" +"ITK" +"CACNG7" +"CLEC12A" +"DKK2" +"RAB26" +"RFX4" +"MSC" +"TRIM36" +"QPCT" +"CXCR3" +"REC8" +"LIN28B" +"TMEM200B" +"ASB2" +"RAET1G" +"COL13A1" +"CCR2" +"IGSF5" +"OR51E1" +"NXPH3" +"ACBD7" +"SILV" +"SUSD5" +"NEURL3" +"SLC10A4" +"HCN1" +"SEMA3B" +"B3GNT4" +"SLC12A1" +"FRMD1" +"SLITRK1" +"IQGAP2" +"P4HA3" +"ILDR2" +"MYOT" +"PLAG1" +"CD5L" +"FAM131B" +"EFCAB4B" +"ATP8A1" +"SLURP1" +"GLIS3" +"C9orf169" +"TSLP" +"CACNB4" +"MYO5B" +"NKG7" +"BHLHE41" +"AIM1" +"SDS" +"FAM134B" +"VWA3B" +"LILRA4" +"CDR1" +"CKM" +"VNN2" +"MARCH4" +"FAM47E" +"NAT2" +"CACNG6" +"SALL2" +"ASRGL1" +"OASL" +"FPR2" +"ANKRD34B" +"ALPL" +"PRDM8" +"COL8A2" +"CADM1" +"RPL9" +"CHRD" +"HLA-DRB6" +"DRD1" +"KIRREL" +"PTGER2" +"ANXA1" +"UBASH3A" +"GCNT1" +"FAM183A" +"AMTN" +"AVPR1A" +"LRFN2" +"PCDHGA12" +"GNA15" +"C1orf175" +"ZNF385D" +"HSPB3" +"PKIB" +"LHX9" +"TPD52L1" +"ID1" +"ZNF727" +"C1orf110" +"C11orf87" +"GCKR" +"SEMA6A" +"SLAMF1" +"RPL39L" +"IL21R" +"ORC1L" +"FAAH2" +"APLN" +"CYP4F8" +"ATP6V1G2" +"FGF18" +"SPRR2G" +"KLRC2" +"CETP" +"KCTD16" +"HRCT1" +"TNFSF10" +"THNSL2" +"PHEX" +"CD8A" +"PSAPL1" +"HMMR" +"MFSD4" +"C9orf140" +"HEPH" +"HGF" +"CD5" +"DPYSL3" +"FAM163A" +"C2CD4C" +"LPPR4" +"ASGR1" +"FAM43B" +"DNAJC6" +"LIMCH1" +"SNORD116-28" +"KRT86" +"MRC1" +"CARD11" +"ATP8B1" +"SLC22A12" +"INHBE" +"C2orf70" +"SLC2A4" +"USP2" +"FBLN2" +"NAPSB" +"CPLX3" +"GADD45G" +"C1S" +"UHRF1" +"ABCB4" +"C9orf84" +"BCL11B" +"DOK6" +"PCDHB2" +"RAP1GAP" +"PLBD1" +"ITGA3" +"HOOK1" +"DKFZp686O24166" +"SLN" +"FAM196A" +"APCS" +"PTPRO" +"APOBEC3B" +"GPR35" +"CDCA8" +"E2F2" +"KIFC1" +"GZMH" +"GPC4" +"PDE3B" +"BDNF" +"FIGN" +"EPHB2" +"HLA-DQA1" +"PLLP" +"EPHA2" +"NTF3" +"FEZ1" +"ZNF703" +"MYBPH" +"COL27A1" +"MAP1B" +"SLC30A3" +"MRGPRF" +"CRIP3" +"CLEC18C" +"ADAM28" +"LRRC10B" +"KCNE4" +"BCAM" +"PCDHGA2" +"TMEM45A" +"GXYLT2" +"NRTN" +"TREH" +"DPY19L2P2" +"OMG" +"ZNF135" +"MYOM1" +"L1TD1" +"HSD17B13" +"TUBA3D" +"GATA2" +"NR2F1" +"TRAM1L1" +"OTC" +"ZNF578" +"FAM123A" +"PLEKHH1" +"LOC284233" +"ABLIM3" +"TINAGL1" +"FAM83H" +"INHA" +"C1orf170" +"MGC42105" +"ENPEP" +"BCL2L10" +"GSDMA" +"TNFRSF13B" +"KIAA1543" +"IL17RB" +"PDCD1" +"C3orf70" +"LHX1" +"ENOX1" +"HS3ST3A1" +"CYP2D6" +"LOC100144604" +"SERPINC1" +"PLA2R1" +"PAR5" +"GRPR" +"SNAI2" +"IL17RD" +"PLEKHG7" +"TMEM232" +"ACVR1C" +"CCNA2" +"ABCG2" +"TMEM154" +"MAP9" +"CYTL1" +"LOC647946" +"LINGO4" +"DLX4" +"PVRL3" +"CARNS1" +"MIAT" +"LOC728392" +"FAM123C" +"HLA-G" +"RDH5" +"CCDC19" +"CYSLTR2" +"BCAT1" +"MAPK13" +"ZFPM2" +"PAQR9" +"ERCC6L" +"C20orf26" +"MTUS2" +"ACSBG1" +"FNDC4" +"CALY" +"FRK" +"FEZF1" +"KLK9" +"NUP62CL" +"C2orf39" +"TSHZ2" +"CLEC4E" +"APCDD1" +"HOXA1" +"WNT9A" +"APLNR" +"PDLIM3" +"RNASE4" +"PTPN22" +"SLC24A2" +"ANGPT1" +"SERPINA10" +"MGC87042" +"ARG1" +"ADRB2" +"FABP3" +"C10orf79" +"TMEM119" +"FXYD6" +"DEPDC1B" +"SCN5A" +"CDH15" +"RGS5" +"FCRL1" +"FCHO1" +"KCNA3" +"SLC45A3" +"NOSTRIN" +"TTC36" +"FADS2" +"TUSC3" +"GAL3ST2" +"ANKFN1" +"ADHFE1" +"ETV7" +"IL6ST" +"LGI4" +"GAS2L3" +"NR3C2" +"CCL5" +"C9orf71" +"CREB5" +"SNTN" +"THEMIS" +"TPPP" +"GRIK1" +"CCDC144B" +"MLANA" +"CCDC78" +"ACSL5" +"SCML4" +"COL19A1" +"DHDH" +"KIAA1804" +"PRSS33" +"PRKCB" +"ALS2CL" +"ARSJ" +"ZNF702P" +"LCK" +"SYNC" +"ZNF471" +"TRDN" +"GPRC5C" +"FCGR2B" +"ABCA9" +"TRO" +"PITPNM3" +"TLE6" +"RASL10B" +"CHRNA7" +"SARDH" +"WFDC1" +"EMB" +"OR2W3" +"PABPC1L2B" +"KCNT1" +"CGB7" +"CDKN3" +"SRL" +"ARHGAP20" +"SYCE1L" +"AQP2" +"SPC24" +"CD7" +"PCDHB11" +"LOC100192378" +"NTN4" +"DNASE2B" +"FAM25A" +"WASF3" +"LDHD" +"ANKRD30B" +"FOXL1" +"ANKRD30A" +"C19orf26" +"EMR1" +"BCL2A1" +"GPAT2" +"DYNLRB2" +"C6orf27" +"GPR88" +"MEX3A" +"SGIP1" +"DGAT2" +"LOC339674" +"SIGLEC14" +"C8orf31" +"C7orf58" +"CH25H" +"MMP2" +"SFRS13B" +"PLUNC" +"L3MBTL4" +"KIF6" +"CELSR3" +"COL24A1" +"BEND6" +"GLS2" +"TFEC" +"AMIGO2" +"ULBP1" +"TMEM52" +"PCDHB6" +"SPHKAP" +"ACOXL" +"NRG4" +"MAGEC1" +"TNXB" +"CASR" +"TRPM6" +"FGF7" +"CHRNA5" +"GPR12" +"ST18" +"ST8SIA5" +"EDN1" +"TUSC5" +"DEPDC7" +"SIX3" +"FBXO27" +"NCRNA00093" +"DPY19L2P1" +"LILRA3" +"ITGA9" +"SIGLEC6" +"SERPINB11" +"RBP7" +"ABCC9" +"C8G" +"ZNF835" +"PTPN13" +"BRIP1" +"CBX2" +"CAPS" +"DLEC1" +"SPTLC3" +"MN1" +"XKR9" +"ALPI" +"TGFB2" +"LOC441204" +"LOC284837" +"HLA-DRB5" +"KIF19" +"ARHGEF35" +"ART3" +"AKAP12" +"MYH15" +"PDE10A" +"NBPF4" +"ANG" +"UST" +"GSDMB" +"SPC25" +"CD52" +"GPR114" +"FRMPD2" +"DDO" +"RLBP1" +"NAP1L6" +"FHOD3" +"SLC2A1" +"TDRD1" +"C12orf59" +"DCLK2" +"CRMP1" +"RHOH" +"HK3" +"RASGRP1" +"LILRB5" +"ARL4D" +"C6orf165" +"MT1X" +"C4orf48" +"LRRC3B" +"AQP1" +"PYGO1" +"CFH" +"FAM174B" +"MT1L" +"BEND7" +"ZAP70" +"HLA-DOB" +"HES6" +"IGFBP3" +"TUBA4B" +"SPINK4" +"PLA2G4A" +"ERC2" +"KIF26B" +"CCNJL" +"GLI1" +"PAMR1" +"BIRC3" +"DLGAP3" +"LINGO2" +"TDRD10" +"CXCR6" +"SULT1A2" +"MESP1" +"MDH1B" +"GSG2" +"C22orf45" +"NCKAP5" +"SLC22A18AS" +"HIST1H2BH" +"CPT1C" +"STON1-GTF2A1L" +"HSPB2" +"C3orf67" +"CACNG1" +"HFM1" +"DLGAP2" +"DCAF12L2" +"NCRNA00092" +"ACP5" +"FEV" +"TLR8" +"KIAA1324L" +"EFHA2" +"IGF2AS" +"LSR" +"RASD2" +"MYOM2" +"MOBP" +"STAR" +"C1QTNF4" +"SLC16A7" +"LAG3" +"AATK" +"IL22RA2" +"C11orf86" +"GRIN2C" +"CYP2C19" +"BHLHA15" +"COL20A1" +"DACH2" +"DNAH6" +"IFI44L" +"KIAA0748" +"PCDHA7" +"SPERT" +"CYP26B1" +"RTDR1" +"VWA3A" +"NRIP3" +"CIDEA" +"NQO1" +"LIMS3" +"ADAMTSL1" +"PRAC" +"SLCO1C1" +"CD84" +"GLI3" +"PYCR1" +"CDC6" +"ZNF521" +"CSF2" +"TMED7-TICAM2" +"BEGAIN" +"CYP46A1" +"GPR19" +"IQUB" +"CD209" +"IFNG" +"GAS2" +"SIGLEC15" +"WDR63" +"TRIP13" +"ELOVL7" +"LOC728264" +"SLAMF9" +"SHISA7" +"DERL3" +"PAQR6" +"SH2D2A" +"SEMA5A" +"KCNE1" +"CACNB2" +"ZNF556" +"HIST1H2BG" +"ATG9B" +"MPZL3" +"PCDHGA9" +"TMEM169" +"C4orf49" +"SYT2" +"CCND2" +"ECM1" +"CTAG1B" +"LOC400696" +"CSPG4" +"DAB1" +"LGALS9C" +"SI" +"RAB3C" +"OIP5" +"CAPN14" +"C2orf88" +"C5orf20" +"SUSD3" +"MYT1L" +"LRRC17" +"TAGLN" +"GNA14" +"SSTR2" +"MARK1" +"B3GNT8" +"PIF1" +"THRB" +"ZNF492" +"SEMA4G" +"AMZ1" +"SYT17" +"ABCD2" +"ZNF204P" +"LTBP2" +"EGR3" +"SOBP" +"HPCA" +"WDR62" +"TM4SF1" +"SLC22A6" +"GPER" +"TMCC2" +"LRRC66" +"RICH2" +"GRIP1" +"XCL1" +"NDC80" +"CDH23" +"NR4A3" +"ZNF677" +"DPF3" +"FOS" +"PLAC4" +"PSORS1C1" +"C14orf34" +"PPBP" +"CTAGE9" +"IPW" +"ZNF831" +"KIAA1210" +"SSC5D" +"PSG4" +"PLAT" +"VSIG4" +"GPR162" +"AMPD1" +"HLA-DQB1" +"ARHGAP28" +"FAM54A" +"CST7" +"SLC26A10" +"COL5A3" +"NUDT16P1" +"SELL" +"MST1" +"ZBBX" +"ITGA2B" +"PRKD1" +"HRNR" +"CD79B" +"CXCR1" +"CDCA5" +"IL31RA" +"ZNF418" +"C14orf50" +"TRNP1" +"TREM2" +"ATAD3C" +"ZNF541" +"FCGR1A" +"PABPC5" +"SCD" +"ITPR3" +"WNT6" +"HAPLN2" +"CCDC144A" +"KCNQ1" +"ACOT11" +"DSEL" +"PXDNL" +"CFHR3" +"PALM" +"GAS2L2" +"SGCG" +"EPHA4" +"OSMR" +"CD163" +"SMYD1" +"ITLN2" +"WNT5B" +"GMPR" +"FLJ23867" +"NEK10" +"PCDHB16" +"LOC388588" +"PLEKHH2" +"C7orf57" +"ULBP3" +"ROPN1" +"BTBD17" +"PARD3B" +"CDK1" +"CD40LG" +"KIAA0101" +"TMIE" +"USP44" +"HAAO" +"DUSP5P" +"HEY1" +"ABCG8" +"AQP7P1" +"ALDH1L2" +"LONRF3" +"NOV" +"WNT2B" +"APBB1IP" +"GPR68" +"MYO1G" +"TXLNB" +"GAMT" +"BMX" +"MLLT11" +"DBH" +"CAMK1G" +"IFNE" +"TNIK" +"SLC10A6" +"FOXC2" +"NOS1AP" +"RUNX3" +"EVC2" +"F2RL3" +"PCDH17" +"SPNS3" +"TNF" +"TAC3" +"DDAH1" +"TLR10" +"HRH2" +"A1BG" +"CABYR" +"KLF8" +"MOG" +"POU6F2" +"CXCR2" +"FOXN4" +"CITED4" +"GCNT2" +"GAS7" +"PDZD2" +"RPPH1" +"NAALADL2" +"PAX7" +"RBPMS2" +"COL16A1" +"MT1F" +"C10orf114" +"FAM72D" +"C13orf30" +"EGR4" +"C8orf73" +"AK7" +"PHACTR1" +"RHPN2" +"TMEM47" +"KIF26A" +"SCXB" +"PDE2A" +"STOX1" +"SLCO1B1" +"SEC14L5" +"CRNN" +"PCP2" +"BMP4" +"CTAG2" +"DISP2" +"PPP1R14A" +"DSC1" +"GAPT" +"HSD17B14" +"ADAMTS4" +"SYN3" +"C20orf85" +"CCDC60" +"PTGER1" +"HIST1H2AE" +"KLHDC9" +"IL2RB" +"MFSD2B" +"C18orf34" +"GCK" +"UNC13C" +"FOLH1B" +"SLC7A8" +"FAM171B" +"FASLG" 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+"NLRP6" +"CX3CL1" +"PARP15" +"FRRS1" +"CFD" +"KIAA0754" +"CLEC3A" +"CLIP3" +"DACT3" +"PPAPDC3" +"C5orf4" +"CD69" +"RAD51" +"RBM20" +"CCDC65" +"TMEM26" +"KCNN3" +"WDFY4" +"MYO5C" +"CD48" +"LCE3D" +"FAM72A" +"SYNPO2L" +"BOC" +"KISS1" +"RUFY4" +"HSPA4L" +"FBXO15" +"ENPP2" +"KCNS3" +"TGM2" +"PAR-SN" +"S100A3" +"FHL2" +"CLEC9A" +"MST4" +"CAMP" +"RANBP17" +"SOX17" +"PHGDH" +"CELSR2" +"ELAVL4" +"ROPN1L" +"WBSCR27" +"KCNQ4" +"CPLX1" +"CXXC4" +"NR5A2" +"FAM95B1" +"TLL2" +"SLC6A8" +"PBX1" +"ZNF423" +"PDZK1P1" +"PRKAR2B" +"LRMP" +"FAM90A1" +"AS3MT" +"EFHB" +"ZNF610" +"CRTAM" +"GPLD1" +"C1orf115" +"NCF1C" +"CAPN5" +"SEL1L3" +"RYR3" +"PCDHGA4" +"SLC17A2" +"C8orf42" +"HOXA2" +"KIF18A" +"GNAZ" +"SLC12A8" +"NGB" +"TM4SF20" +"CCL25" +"NR4A1" +"ZNF415" +"HRC" +"SERP2" +"NPHS1" +"LOC145820" +"LRRC16B" +"MAP1LC3C" +"SDC2" +"VIP" +"ACCN3" +"FAM65C" +"STON2" +"SPAG4" +"PRF1" +"ST6GALNAC3" +"CCDC150" +"C9orf171" +"SYTL2" +"BASP1" +"PCDHGA3" +"C13orf38" +"GJA5" +"JAM2" +"C21orf29" +"SLC5A11" +"HSPA2" +"MND1" +"C6orf186" +"MSTN" +"APOL4" +"TP53TG3B" +"DAZ1" +"LOXL1" +"FBXL21" +"PTPN7" +"ANK3" +"ADAM8" +"PPEF1" +"MYL9" +"XKR4" +"GLT8D2" +"DIAPH3" +"MXRA8" +"SECTM1" +"ARHGAP11B" +"C1orf190" +"NGF" +"CCDC154" +"TK1" +"CYR61" +"ELOVL3" +"SEC14L2" +"PEX5L" +"CTAGE4" +"TYMP" +"CCL2" +"FXYD7" +"CCL26" +"SLCO2A1" +"CAV1" +"KHDRBS2" +"LRRC48" +"SIGLEC1" +"MX2" +"KLRK1" +"CDKN2BAS" +"AOAH" +"EML6" +"OSTalpha" +"CDKL5" +"PURG" +"PCDHGA7" +"ENO2" +"NRAP" +"MDK" +"CAV2" +"C19orf45" +"TMEM233" +"GSTM2" +"CDKN2B" +"FPR1" +"FAT4" +"PIK3CG" +"DZIP1" +"CLCN4" +"CCL7" +"LOC644172" +"RLN2" +"CD1B" +"TSTD1" +"CSF3R" +"PCSK5" +"FSCN1" +"PABPC4L" +"CHIA" +"RBMS3" +"TSPAN5" +"LILRB4" +"KITLG" +"CECR6" +"LRP8" +"NPY5R" +"CABP4" +"C16orf54" +"LIMS3-LOC440895" +"TPPP3" +"RTN4RL2" +"TIFAB" +"OXTR" +"PCDHB9" +"TEKT1" +"STX1B" +"S100A6" +"EMID1" +"SYT11" +"SH3BGRL2" +"ZNF804A" +"PARK2" +"LDLR" +"ZNF454" +"TPSG1" +"ETNK2" +"KCNA2" +"PGF" +"EPDR1" +"RUNDC3B" +"ZNF662" +"ART5" +"BST2" +"KCNK12" +"TNNI3K" +"PLAUR" +"NEK5" +"BSN" +"KCNE3" +"PNMAL2" +"LOC100190938" +"GRM3" +"CAPN3" +"HCG22" +"RASGRP2" +"INSC" +"MCF2" +"BZRAP1" +"EPHX2" +"PTAFR" +"DNM1" +"TTC18" +"KCTD4" +"CCL24" +"FAM72B" +"CD6" +"C11orf82" +"MST1P2" +"FAM111B" +"TRY6" +"C14orf180" +"IL17RE" +"SLA2" +"KAAG1" +"MATN2" +"GNAL" +"C9orf167" +"ARHGEF37" +"SLC35D3" +"KCNJ5" +"LIME1" +"PRRT2" +"SH2D4A" +"PCA3" +"AXIN2" +"AGER" +"ASF1B" +"CMBL" +"RXFP1" +"SMPX" +"C2orf82" +"FAM177B" +"MMP8" +"LILRA5" +"GPR77" +"KIAA1239" +"TMPRSS5" +"AKR7L" +"NPFFR2" +"SLC16A5" +"SHCBP1" +"PCDHB3" +"KLRD1" +"MYL4" +"SLC18A3" +"TRIM46" +"ADAMTS20" +"FAM46C" +"HTR7" +"INS-IGF2" +"AFAP1L2" +"CYB5R2" +"SPATA17" +"P2RX2" +"LOC285733" +"TNFSF13B" +"ZNF469" +"SPHK1" +"LGI2" +"BTLA" +"LILRA6" +"FBLN7" +"NAT8B" +"TUBA3E" +"FCGR3A" +"ADAMTS3" +"AMICA1" +"CSRNP3" +"NLRP11" +"USP43" +"MAGEB2" +"KIAA0802" +"ATP1B1" +"KRT9" +"LPA" +"MCOLN2" +"HTR2B" +"SGMS2" +"TMEM151B" +"CCNE1" +"HFE2" +"ZNF215" +"RIBC2" +"C3orf14" +"LOC100188947" +"PIWIL2" +"PLCL1" +"FXYD4" +"NT5E" +"CD80" +"SPINK2" +"CENPV" +"TNFRSF12A" +"RGS13" +"RSPH9" +"CCDC141" +"FAM171A1" +"PLCE1" +"FAM179A" +"NDN" +"SLC2A10" +"CDCA3" +"ADAMTS5" +"MSR1" +"RAPGEF4" +"EMILIN1" +"HEY2" +"KIF21B" +"C10orf140" +"LZTS1" +"HMX1" +"TBC1D3C" +"ACTL6B" +"PMEPA1" +"PNPLA7" +"SLC16A6" +"PDE5A" +"STAG3" +"GBX2" +"HTRA4" +"SYNGR1" +"CD247" +"PRRG4" +"OXER1" +"PCDHA8" +"ADAM32" +"GRAP2" +"MESP2" +"CNTNAP5" +"SAMD3" +"CACNA1C" +"FILIP1" +"C10orf67" +"CCL4L2" +"FPR3" +"ARHGEF5" +"TRPC6" +"RGNEF" +"ITGAD" +"HRK" +"TLR7" +"CASZ1" +"STAB2" +"PHKG1" +"FOLR3" +"C1QTNF3" +"TMEM56" +"KHDC1L" +"STMN3" +"GLP1R" +"HTR2A" +"C12orf34" +"FLJ42709" +"EPSTI1" +"IL18" +"CCDC89" +"EDARADD" +"CHST5" +"MYO15B" +"STOX2" +"OR2A7" +"ZNF737" +"GUCY1A3" +"DCC" +"GPR97" +"GCNT4" +"MAPK8IP1" +"RNF175" +"POMC" +"PROS1" +"TMOD1" +"ADAMTSL4" +"CHRFAM7A" +"CXorf49B" +"VWC2" +"AURKA" +"OR2A4" +"EXPH5" +"C16orf45" +"GFI1" +"ACTA2" +"KLHL38" +"C1orf135" +"SLC24A4" +"HERC2P4" +"ZNF853" +"RDM1" +"FOLR2" +"AIFM3" +"HES5" +"ZNF154" +"C18orf16" +"SPRR2C" +"ZSWIM5" +"C4orf47" +"NOXO1" +"CAMK4" +"DMD" +"LANCL3" +"S100A5" +"NES" +"PRG2" +"WWC1" +"PTPLA" +"DUSP13" +"CENPW" +"GZMM" +"NUPR1" +"RAB11FIP1" +"LRIG1" +"LECT1" +"OSM" +"ZIK1" +"LPAR5" +"SCRT1" +"BCL2" +"AGBL4" +"LRTM2" +"EGR2" +"TSPAN13" +"TPTE2P1" +"SPN" +"RPLP0P2" +"PLA2G16" +"SLC14A2" +"CDC20B" +"ARHGEF19" +"ZNF860" +"C1orf230" +"VPREB3" +"NETO2" +"ALOX5" +"LRRC43" +"CCDC67" +"LRRC24" +"DTX1" +"SHE" +"C10orf72" +"KAZALD1" +"SLC4A1" +"FAM65B" +"GPR116" +"S100A4" +"WNT10B" +"C1orf133" +"CRYGN" +"HPGDS" +"RNASE2" +"CES8" +"CADM4" +"KCNMB1" +"CCR8" +"FRMD6" +"AGAP11" +"FOXP3" +"HAPLN3" +"MYLK" +"TYR" +"NHSL2" +"NOD2" +"TRPM5" +"AG2" +"CLDN5" +"KCNMB4" +"STAP2" +"C1orf150" +"IL4I1" +"SSX1" +"BGN" +"FAR2" +"CDT1" +"TNFSF14" +"RCAN2" +"SPEF2" +"FHAD1" +"SATB2" +"RPTN" +"AVPR2" +"SLC16A3" +"ST3GAL5" +"HIST1H3D" +"GGT8P" +"CPNE5" +"PTGS1" +"B3GALT1" +"C9orf98" +"LYG1" +"ABCC4" +"UPP2" +"DUSP1" +"GPX8" +"C1R" +"TNFRSF6B" +"RGAG4" +"ALPK3" +"BTNL3" +"RMRP" +"ISG15" +"NXPH2" +"C12orf68" +"LDLRAD3" +"AACSL" +"AMY2B" +"CMAH" +"MAP3K15" +"APOL1" +"TUBB2A" +"FLJ22536" +"PTPRCAP" +"IL20" +"P2RY8" +"SLC45A1" +"ABLIM2" +"RGS1" +"C5orf27" +"CCDC74A" +"PRSS27" +"TMEM132A" +"ATP10A" +"PDCD1LG2" +"CDH7" +"GPR120" +"RGS17" +"CNIH3" +"KEL" +"LOC100133545" +"CENPK" +"GVIN1" +"SLC2A12" +"KIF11" +"GPR83" +"ZNF280A" +"THBD" +"ME1" +"PCDHB4" +"RAB36" +"LOC100128239" +"EDA" +"AMOT" +"C7orf10" +"HS3ST1" +"HLA-DOA" +"EMCN" +"GPRIN3" +"PRDM6" +"LOC388387" +"CCL23" +"PRICKLE1" +"CBFA2T3" +"CTGF" +"DKK3" +"ECM2" +"HMGA1" +"SLAMF8" +"LDLRAD1" +"SIGLEC11" +"FCGR2C" +"ORC6L" +"WFDC12" +"BRCA2" +"TNFRSF10C" +"SNTB1" +"C10orf95" +"NUSAP1" +"NCF1" +"TSPAN18" +"CCR5" +"C1QB" +"CA11" +"FAM26F" +"SLC5A7" +"GSTM3" +"MYH6" +"ITGA7" +"ZPLD1" +"MCF2L2" +"CD274" +"FAM92B" +"CAND2" +"PVRL1" +"SERINC5" +"SPACA4" +"LINGO3" +"WDR69" +"EDNRA" +"EBF4" +"IFI6" +"GCET2" +"VASH2" +"A4GALT" +"EFCAB6" +"ABCG5" +"METTL7A" +"FAM129A" +"C8orf48" +"CDK5R1" +"FAM81A" +"C13orf18" +"GDPD3" +"SMAGP" +"C2orf85" +"POU5F1B" +"CHST2" diff --git a/results/hightweightneg_genes_node53.tsv b/results/hightweightneg_genes_node53.tsv new file mode 100644 index 0000000..5d8b524 --- /dev/null +++ b/results/hightweightneg_genes_node53.tsv @@ -0,0 +1,135 @@ +FRMD1 -0.10669075697660446 +SMPX -0.1011430025100708 +HSD17B2 -0.09305021911859512 +SLC13A2 -0.09171454608440399 +HNF4A -0.08903653919696808 +SLC5A7 -0.08837617188692093 +LOC283392 -0.08826618641614914 +UNC93A -0.08801130950450897 +GDA -0.08797615766525269 +SERPINA6 -0.08731477707624435 +TNNT2 -0.08707937598228455 +SLC6A2 -0.08660167455673218 +PLA2G4E -0.0861857458949089 +CYP2C18 -0.08614502102136612 +ANKRD30A -0.0857025757431984 +UGT2B4 -0.08447330445051193 +GSTA1 -0.08382487297058105 +PRODH2 -0.08305971324443817 +LYPD6B -0.08273088932037354 +GSTA2 -0.08230236917734146 +DLK1 -0.0819413885474205 +TRHDE -0.08185788989067078 +TAC1 -0.08124076575040817 +LPA -0.08121702075004578 +LDLRAD1 -0.07995782047510147 +SULT2A1 -0.07969840615987778 +DDC -0.07962830364704132 +SPRR2F -0.07924935221672058 +SIM1 -0.07883316278457642 +FGA -0.07809935510158539 +TFF1 -0.07769518345594406 +SAA4 -0.07687442749738693 +KCNB2 -0.07670673727989197 +UGT3A1 -0.07663249224424362 +EMX1 -0.07598629593849182 +ABCG8 -0.07585734128952026 +FGG -0.07558850944042206 +CYP2C19 -0.075273297727108 +HSPB3 -0.07524480670690536 +PLA2G4D -0.07489986717700958 +SERPINB7 -0.07486525923013687 +AMTN -0.07402832806110382 +NRK -0.07376372069120407 +PSAPL1 -0.07343565672636032 +CBLC -0.0731746181845665 +CYP3A7 -0.07302234321832657 +AACSL -0.07246755063533783 +SULT1E1 -0.07229270786046982 +OPRK1 -0.07182689756155014 +ASPG -0.07169318199157715 +TRIM15 -0.07158961147069931 +KRT20 -0.07156098634004593 +CYP4A11 -0.07132114470005035 +KRT9 -0.07077693194150925 +FAM25A -0.0705307275056839 +TAC3 -0.07021433115005493 +SPRR1A -0.07014845311641693 +SPRR2G -0.07010485231876373 +ANKS4B -0.07005655765533447 +CYP4Z1 -0.06953737884759903 +RBM24 -0.06931871175765991 +AADAC 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file mode 100755 index 0000000..e8e787e --- /dev/null +++ b/run_pipeline.sh @@ -0,0 +1,38 @@ +#!/bin/bash + +# 0) Download and process all data required in the pipeline + +bash download_data.sh +python scripts/process_data.py + +# 1) Run parameter sweep for variational autoencoder over: Learning rate, batch +# size, epochs, and kappa. + +# Parameter sweep was run on a cluster with 8 NVIDIA GEFORCE GTX 1080 Ti GPUs + +bash param_sweep.sh +python scripts/summarize_paramsweep.py +Rscript scripts/viz/param_sweep_viz.R + +# 2) Run optimized model and combine results with clinical data + +python scripts/pancan_vae_keras_onehidden_warmup_batchnorm.py +Rscript scripts/combine_clinical_encoded.R + +# 3) Evaluate the model for sample activations + +Rscript scripts/viz/sample_activation_distribution.R +python scripts/tsne_vae.py +Rscript scripts/viz/tsne_viz.R + +# 4) Evaluate the model for learned weight (gene) coefficients + +python scripts/explore_weights.py +Rscript scripts/viz/feature_activation_plots.R + +# 5) Evaluate VAE manifold manipulations + +python scripts/subtraction.py +python scripts/get_distance.py +Rscript scripts/viz/distance_viz.R + diff --git a/scripts/explore_weights.py b/scripts/explore_weights.py new file mode 100644 index 0000000..1cc9185 --- /dev/null +++ b/scripts/explore_weights.py @@ -0,0 +1,141 @@ + +# coding: utf-8 + +# # Exploring model weights +# +# The weights the model learns indicates patterns of gene expression activations present across tumors. In an unsupervised model, these weights learned can point to known biology, unknown biology, or unrelated noise. One of the benefits of a variational autoencoder, is that the weights learned that represent each encoding are independent and nonlinear. Therefore, they can extract out signal representative of noise while still retaining relevant known and unknown biology. +# +# Here we explore specific signals that should be present in the data - signals representing the sex of the patient, and metastatic tumor activation patterns. + +# In[1]: + +import os +import pandas as pd +from keras.models import load_model + +import matplotlib.pyplot as plt +import seaborn as sns + + +# In[2]: + +sns.set(style="white", color_codes=True) +sns.set_context("paper", rc={"font.size":8,"axes.titlesize":10,"axes.labelsize":15}) + + +# In[3]: + +# get_ipython().magic('matplotlib inline') +# plt.style.use('seaborn-notebook') + + +# Because of the complex architecture involved in encoding the data, we will use the `decoded` weights to describe feature encoding specific activation patterns + +# In[4]: + +# Load the decoder model +decoder_model_file = os.path.join('models', 'decoder_onehidden_vae.hdf5') +decoder = load_model(decoder_model_file) + + +# In[5]: + +# Extract the weights +decoded_weights = [] +for layer in decoder.layers: + decoded_weights.append(layer.get_weights()) + + +# In[6]: + +# For a future pathway analysis, the background genes to consider is important +# Also needed to set column names on weights +rnaseq_file = os.path.join('data', 'pancan_scaled_zeroone_rnaseq.tsv') +rnaseq_df = pd.read_table(rnaseq_file, index_col=0) +print(rnaseq_df.shape) +rnaseq_df.head(2) + +pd.DataFrame(rnaseq_df.columns).to_csv(os.path.join('results', 'background_genes.tsv'), sep='\t') + + +# In[7]: + +node_weights = pd.DataFrame(decoded_weights[1][0], columns=rnaseq_df.columns, index=range(1, 101)) +node_weights.head() + + +# In[8]: + +# We previously identified node 82 as robustly separating sex in the data set: +# Visualize the distribution of gene weights here +sex_node = node_weights.loc[82, :] +sex_node_plot = node_weights.loc[[82, 85], :] +sex_node_plot = sex_node_plot.T +sex_node_plot.columns = ['encoding 82', 'encoding 85'] +sex_node_plot = sex_node_plot.reindex(sex_node_plot['encoding 82'].abs().sort_values(ascending=False).index) +g = sns.jointplot(x='encoding 82', y='encoding 85', data=sex_node_plot, + edgecolor="w", stat_func=None); + + +# By measuring expression of only a few genes, we can reliably predict the sex of the cancer patient, which is as expected + +# In[9]: + +# Save outputs +sex_node_plot_file = os.path.join('figures', 'sex_node_gene_scatter.pdf') +sex_node_gene_file = os.path.join('results', 'sex_node_activated_genes.tsv') +g.savefig(sex_node_plot_file) +sex_node_plot.to_csv(sex_node_gene_file, sep='\t') + + +# In[10]: + +# We previously observed metastasis samples being robustly separated by two features +# Visualize the feature scores here +met_node_plot = node_weights.loc[[53, 66], :] +met_node_plot = met_node_plot.T +met_node_plot.columns = ['encoding 53', 'encoding 66'] +met_node_plot = met_node_plot.reindex(met_node_plot['encoding 53'].abs().sort_values(ascending=False).index) +g = sns.jointplot(x='encoding 53', y='encoding 66', data=met_node_plot, + color='green', edgecolor="w", stat_func=None); + + +# In[11]: + +# Save outputs +met_node_plot_file = os.path.join('figures', 'skcm_metastasis_node_gene_scatter.pdf') +met_node_gene_file = os.path.join('results', 'skcm_metastasis_node_activated_genes.tsv') +g.savefig(met_node_plot_file) +met_node_plot.to_csv(met_node_gene_file, sep='\t') + + +# Because the genes involved in these nodes are not as cut and dry as the sex specific nodes, perform a pathway analysis on the high weight genes explaining each tail of node 53 and 66 + +# In[12]: + +encoding66 = ( + met_node_plot + .reindex(met_node_plot['encoding 66'].abs() + .sort_values(ascending=False).index)['encoding 66'] + ) + +high_weight_pos = encoding66[encoding66 > encoding66.std() * 2.5] +high_weight_neg = encoding66[encoding66 < -encoding66.std() * 2.5] + +high_weight_pos.to_csv(os.path.join('results', 'hightweightpos_genes_node66.tsv'), sep='\t') +high_weight_neg.to_csv(os.path.join('results', 'hightweightneg_genes_node66.tsv'), sep='\t') + + +# In[13]: + +encoding53 = ( + met_node_plot + .reindex(met_node_plot['encoding 53'].abs() + .sort_values(ascending=False).index)['encoding 53'] + ) + +high_weight_pos = encoding53[encoding53 > encoding53.std() * 2.5] +high_weight_neg = encoding53[encoding53 < -encoding53.std() * 2.5] + +high_weight_pos.to_csv(os.path.join('results', 'hightweightpos_genes_node53.tsv'), sep='\t') +high_weight_neg.to_csv(os.path.join('results', 'hightweightneg_genes_node53.tsv'), sep='\t') diff --git a/scripts/get_distance.py b/scripts/get_distance.py new file mode 100644 index 0000000..c7cfe99 --- /dev/null +++ b/scripts/get_distance.py @@ -0,0 +1,116 @@ + +# coding: utf-8 + +# # Determining the distance of COAD and GBM tumors in different spaces +# +# The script will output distance matrices for pairwise comparisons of all colon cancer (COAD) and glioblastoma (GBM) tumors. The script will output distances for raw gene expression features and gene expression features encoded by a variational autoencoder. Additionally, distance matrices for the subtraction of cancer-type specific means is also output. + +# In[1]: + +import os +import pandas as pd +from scipy.spatial import distance + + +# In[2]: + +# Load data +raw_data_file = os.path.join('data', 'pancan_scaled_zeroone_rnaseq.tsv') +raw_data_subtract_file = os.path.join('data', 'cancertype_subtraction_raw.tsv') +encoded_data_file = os.path.join('data', 'vae_encoded_with_clinical.tsv') +encoded_data_subtract_file = os.path.join('data', 'cancertype_subtraction_encoded.tsv') + +raw_data_df = pd.read_table(raw_data_file, index_col=0) +raw_data_subtract_df = pd.read_table(raw_data_subtract_file, index_col=0) +encoded_df = pd.read_table(encoded_data_file, index_col=0) +encoded_subtract_df = pd.read_table(encoded_data_subtract_file, index_col=0) + + +# In[3]: + +# Load and subset mutation data to TP53, KRAS, and NF1 +mutation_data_file = os.path.join('data', 'pancan_mutation.tsv') +mutation_df = pd.read_table(mutation_data_file, + usecols = ['#sample', 'TP53', 'KRAS', 'NF1'], + index_col=0) + + +# In[4]: + +# Subset data to BLCA and LUAD cancer-types +# BLCA and LUAD have 49.2% and 50.2% TP53 mutations, respecitively +subset_cancertypes = ['BLCA', 'LUAD'] +encoded_subset_df = encoded_df[encoded_df['acronym'].isin(subset_cancertypes)] +encoded_subtract_subset_df = encoded_subtract_df[encoded_subtract_df['acronym'].isin(subset_cancertypes)] +raw_data_subset_df = raw_data_df.loc[encoded_subset_df.index, ] +raw_data_subtract_subset_df = raw_data_subtract_df.loc[encoded_subset_df.index, raw_data_df.columns] + + +# ## Get euclidean distances for each feature space + +# In[5]: + +raw_data_distance_file = os.path.join('data', 'distance', 'raw_distance.tsv') +raw_data_subtract_distance_file = os.path.join('data', 'distance', 'raw_subtract_distance.tsv') +encoded_distance_file = os.path.join('data', 'distance', 'encoded_distance.tsv') +encoded_subtract_distance_file = os.path.join('data', 'distance', 'encoded_subtraction_distance.tsv') + + +# In[6]: + +data_array_df = distance.pdist(raw_data_subset_df) +data_dist_df = pd.DataFrame(distance.squareform(data_array_df), + index=raw_data_subset_df.index, + columns=raw_data_subset_df.index) +data_dist_df.to_csv(raw_data_distance_file, sep='\t') + + +# In[7]: + +data_subtract_array_df = distance.pdist(raw_data_subtract_subset_df) +data_subtract_dist_df = pd.DataFrame(distance.squareform(data_subtract_array_df), + index=raw_data_subtract_subset_df.index, + columns=raw_data_subtract_subset_df.index) +data_subtract_dist_df.to_csv(raw_data_subtract_distance_file, sep='\t') + + +# In[8]: + +encoded_array_df = distance.pdist(encoded_subset_df.iloc[:,range(0, 100)]) +encoded_dist_df = pd.DataFrame(distance.squareform(encoded_array_df), + index=encoded_subset_df.index, + columns=encoded_subset_df.index) +encoded_dist_df.to_csv(encoded_distance_file, sep='\t') + + +# In[9]: + +encoded_sub_array_df = distance.pdist(encoded_subtract_subset_df.iloc[:,range(0, 100)]) +encoded_sub_dist_df = pd.DataFrame(distance.squareform(encoded_sub_array_df), + index=encoded_subtract_subset_df.index, + columns=encoded_subtract_subset_df.index) +encoded_sub_dist_df.to_csv(encoded_subtract_distance_file, sep='\t') + + +# ## Get TP53 mutated BLCA and LUAD + +# In[10]: + +blca_samples = encoded_df[encoded_df['acronym'] == 'BLCA'].index +luad_samples = encoded_df[encoded_df['acronym'] == 'LUAD'].index + + +# In[11]: + +blca_df = mutation_df[mutation_df.index.isin(blca_samples) & mutation_df['TP53'] == 1] +blca_df = blca_df.assign(acronym = 'BLCA') +luad_df = mutation_df[mutation_df.index.isin(luad_samples) & mutation_df['TP53'] == 1] +luad_df = luad_df.assign(acronym = 'LUAD') +tp53_samples_df = blca_df.append(luad_df) + + +# In[12]: + +tp53_samples_file = os.path.join('data', 'distance', 'blca_luad_tp53_mutations.tsv') +tp53_samples_df.to_csv(tp53_samples_file, sep='\t') + diff --git a/scripts/pancan_vae_keras_onehidden_warmup_batchnorm.py b/scripts/pancan_vae_keras_onehidden_warmup_batchnorm.py new file mode 100644 index 0000000..d0e9ff8 --- /dev/null +++ b/scripts/pancan_vae_keras_onehidden_warmup_batchnorm.py @@ -0,0 +1,319 @@ + +# coding: utf-8 + +# # Variational Autoencoder for pan-cancer gene expression +# +# **Gregory Way 2017** +# +# This script trains and outputs results for a [variational autoencoder (VAE)](https://arxiv.org/abs/1312.6114) +# applied to gene expression data across 33 different cancer-types from The Cancer Genome Atlas (TCGA). +# +# A VAE aproximates the data generating function for the cancer data and learns the lower dimensional manifold a tumor occupies in gene expression space. By compressing the gene expression space into lower dimensional space, the VAE would, ideally, learn biological principles, such as cancer hallmark pathway activations, that help explain how tumors are similar and different. The VAE is also a generative model with a latent space that can be interpolated to observe transitions between cancer states. +# +# The particular model trained in this notebook consists of gene expression input (5000 most variably expressed genes by median absolute deviation) compressed down into two length 100 vectors (mean and variance encoded spaces) which are made deterministic through the reparameterization trick of sampling an epsilon vector from the uniform distribution. The encoded layer is then decoded back to original 5000 dimensions through a single reconstruction layer. I included a layer of batch normalization in the encoding step to prevent dead nodes. The encoding scheme also uses relu activation while the decoder uses a sigmoid activation to enforce positive activations. All weights are glorot uniform initialized. +# +# Another trick used here to encourage manifold learning is _warm start_ as discussed in [Sonderby et al. 2016](https://arxiv.org/abs/1602.02282). With warm starts, we add a parameter _beta_, which controls the contribution of the KL divergence loss in the total VAE loss (reconstruction + (beta * KL)). In this setting, the model begins training deterministically as a vanilla autoencoder (_beta_ = 0) and slowly ramps up after each epoch linearly until _beta_ = 1. After a parameter sweep, we observed that kappa has little influence in training, therefore, we set _kappa_ = 1, which is a full VAE. +# +# Much of this script is inspired by the [keras variational_autoencoder.py example](https://github.com/fchollet/keras/blob/master/examples/variational_autoencoder.py) + +# In[1]: + +import os +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt + +import tensorflow as tf +from keras.layers import Input, Dense, Lambda, Layer, Activation +from keras.layers.normalization import BatchNormalization +from keras.models import Model +from keras import backend as K +from keras import metrics, optimizers +from keras.callbacks import Callback +import keras + +import pydot +import graphviz +from keras.utils import plot_model +from IPython.display import SVG +from keras.utils.vis_utils import model_to_dot + + +# In[2]: + +print(keras.__version__) +tf.__version__ + + +# ## Load Functions and Classes +# +# This will facilitate connections between layers and also custom hyperparameters + +# In[3]: + +# Function for reparameterization trick to make model differentiable +def sampling(args): + + import tensorflow as tf + # Function with args required for Keras Lambda function + z_mean, z_log_var = args + + # Draw epsilon of the same shape from a standard normal distribution + epsilon = K.random_normal(shape=tf.shape(z_mean), mean=0., + stddev=epsilon_std) + + # The latent vector is non-deterministic and differentiable + # in respect to z_mean and z_log_var + z = z_mean + K.exp(z_log_var / 2) * epsilon + return z + + +class CustomVariationalLayer(Layer): + """ + Define a custom layer that learns and performs the training + + """ + def __init__(self, **kwargs): + # https://keras.io/layers/writing-your-own-keras-layers/ + self.is_placeholder = True + super(CustomVariationalLayer, self).__init__(**kwargs) + + def vae_loss(self, x_input, x_decoded): + reconstruction_loss = original_dim * metrics.binary_crossentropy(x_input, x_decoded) + kl_loss = - 0.5 * K.sum(1 + z_log_var_encoded - K.square(z_mean_encoded) - + K.exp(z_log_var_encoded), axis=-1) + return K.mean(reconstruction_loss + (K.get_value(beta) * kl_loss)) + + def call(self, inputs): + x = inputs[0] + x_decoded = inputs[1] + loss = self.vae_loss(x, x_decoded) + self.add_loss(loss, inputs=inputs) + # We won't actually use the output. + return x + + +# ### Implementing Warm-up as described in Sonderby et al. LVAE +# +# This is modified code from https://github.com/fchollet/keras/issues/2595 + +# In[4]: + +class WarmUpCallback(Callback): + def __init__(self, beta, kappa): + self.beta = beta + self.kappa = kappa + # Behavior on each epoch + def on_epoch_end(self, epoch, logs={}): + if K.get_value(self.beta) <= 1: + K.set_value(self.beta, K.get_value(self.beta) + self.kappa) + + +# In[5]: + +# get_ipython().magic('matplotlib inline') +# plt.style.use('seaborn-notebook') + + +# In[6]: + +np.random.seed(123) + + +# ## Load Gene Expression Data + +# In[7]: + +rnaseq_file = os.path.join('data', 'pancan_scaled_zeroone_rnaseq.tsv') +rnaseq_df = pd.read_table(rnaseq_file, index_col=0) +print(rnaseq_df.shape) +rnaseq_df.head(2) + + +# In[8]: + +# Split 10% test set randomly +test_set_percent = 0.1 +rnaseq_test_df = rnaseq_df.sample(frac=test_set_percent) +rnaseq_train_df = rnaseq_df.drop(rnaseq_test_df.index) + + +# ## Initialize variables and hyperparameters + +# In[9]: + +# Set hyper parameters +original_dim = 5000 +latent_dim = 100 + +batch_size = 50 +epochs = 50 +learning_rate = 0.0005 + +epsilon_std = 1.0 +beta = K.variable(0) +kappa = 1 + + +# ## Encoder + +# In[10]: + +# Input place holder for RNAseq data with specific input size +rnaseq_input = Input(shape=(original_dim, )) + +# Input layer is compressed into a mean and log variance vector of size `latent_dim` +# Each layer is initialized with glorot uniform weights and each step (dense connections, batch norm, +# and relu activation) are funneled separately +# Each vector of length `latent_dim` are connected to the rnaseq input tensor +z_mean_dense_linear = Dense(latent_dim, kernel_initializer='glorot_uniform')(rnaseq_input) +z_mean_dense_batchnorm = BatchNormalization()(z_mean_dense_linear) +z_mean_encoded = Activation('relu')(z_mean_dense_batchnorm) + +z_log_var_dense_linear = Dense(latent_dim, kernel_initializer='glorot_uniform')(rnaseq_input) +z_log_var_dense_batchnorm = BatchNormalization()(z_log_var_dense_linear) +z_log_var_encoded = Activation('relu')(z_log_var_dense_batchnorm) + +# return the encoded and randomly sampled z vector +# Takes two keras layers as input to the custom sampling function layer with a `latent_dim` output +z = Lambda(sampling, output_shape=(latent_dim, ))([z_mean_encoded, z_log_var_encoded]) + + +# ## Decoder + +# In[11]: + +# The decoding layer is much simpler with a single layer glorot uniform initialized and sigmoid activation +decoder_to_reconstruct = Dense(original_dim, kernel_initializer='glorot_uniform', activation='sigmoid') +rnaseq_reconstruct = decoder_to_reconstruct(z) + + +# ## Connect the encoder and decoder to make the VAE +# +# The `CustomVariationalLayer()` includes the VAE loss function (reconstruction + (beta * KL)), which is what will drive our model to learn an interpretable representation of gene expression space. +# +# The VAE is compiled with an Adam optimizer and built-in custom loss function. The `loss_weights` parameter ensures beta is updated at each epoch end callback + +# In[12]: + +adam = optimizers.Adam(lr=learning_rate) +vae_layer = CustomVariationalLayer()([rnaseq_input, rnaseq_reconstruct]) +vae = Model(rnaseq_input, vae_layer) +vae.compile(optimizer=adam, loss=None, loss_weights=[beta]) + +vae.summary() + + +# In[13]: + +# Visualize the connections of the custom VAE model +output_model_file = os.path.join('figures', 'onehidden_vae_architecture.png') +plot_model(vae, to_file=output_model_file) + +SVG(model_to_dot(vae).create(prog='dot', format='svg')) + + +# ## Train the model +# +# The training data is shuffled after every epoch and 10% of the data is heldout for calculating validation loss. + +# In[14]: + +get_ipython().run_cell_magic('time', '', 'hist = vae.fit(np.array(rnaseq_train_df),\n shuffle=True,\n epochs=epochs,\n batch_size=batch_size,\n validation_data=(np.array(rnaseq_test_df), np.array(rnaseq_test_df)),\n callbacks=[WarmUpCallback(beta, kappa)])') + + +# In[15]: + +# Visualize training performance +history_df = pd.DataFrame(hist.history) +hist_plot_file = os.path.join('figures', 'onehidden_vae_training.pdf') +ax = history_df.plot() +ax.set_xlabel('Epochs') +ax.set_ylabel('VAE Loss') +fig = ax.get_figure() +fig.savefig(hist_plot_file) + + +# ## Compile and output trained models +# +# We are interested in: +# +# 1. The model to encode/compress the input gene expression data +# * Can be possibly used to compress other tumors +# 2. The model to decode/decompress the latent space back into gene expression space +# * This is our generative model +# 3. The latent space compression of all pan cancer TCGA samples +# * Non-linear reduced dimension representation of tumors can be used as features for various tasks +# * Supervised learning tasks predicting specific gene inactivation events +# * Interpolating across this space to observe how gene expression changes between two cancer states +# 4. The weights used to compress each latent node +# * Potentially indicate learned biology differentially activating tumors + +# ### Encoder model + +# In[16]: + +# Model to compress input +encoder = Model(rnaseq_input, z_mean_encoded) + + +# In[17]: + +# Encode rnaseq into the hidden/latent representation - and save output +encoded_rnaseq_df = encoder.predict_on_batch(rnaseq_df) +encoded_rnaseq_df = pd.DataFrame(encoded_rnaseq_df, index=rnaseq_df.index) + +encoded_rnaseq_df.columns.name = 'sample_id' +encoded_rnaseq_df.columns = encoded_rnaseq_df.columns + 1 +encoded_file = os.path.join('data', 'encoded_rnaseq_onehidden_warmup_batchnorm.tsv') +encoded_rnaseq_df.to_csv(encoded_file, sep='\t') + + +# In[18]: + +# What are the most and least activated nodes +top_active_nodes = encoded_rnaseq_df.sum(axis=0).sort_values(ascending=False) +print(top_active_nodes.head(10)) +top_active_nodes.tail(10) + + +# In[19]: + +# Example distribution of latent layer +plt.figure(figsize=(6, 6)) +plt.scatter(encoded_rnaseq_df.iloc[:, 1], encoded_rnaseq_df.iloc[:, 2]) + + +# ### Decoder (generative) model + +# In[20]: + +# build a generator that can sample from the learned distribution +decoder_input = Input(shape=(latent_dim, )) # can generate from any sampled z vector +_x_decoded_mean = decoder_to_reconstruct(decoder_input) +decoder = Model(decoder_input, _x_decoded_mean) + + +# In[21]: + +# How well does the model reconstruct the input RNAseq data +input_rnaseq_reconstruct = decoder.predict(np.array(encoded_rnaseq_df)) +input_rnaseq_reconstruct = pd.DataFrame(input_rnaseq_reconstruct, index=rnaseq_df.index, + columns=rnaseq_df.columns) +input_rnaseq_reconstruct.head(3) + + +# In[22]: + +rnaseq_df.head(3) + + +# ## Save the encoder/decoder models for future investigation + +# In[23]: + +encoder_model_file = os.path.join('models', 'encoder_onehidden_vae.hdf5') +decoder_model_file = os.path.join('models', 'decoder_onehidden_vae.hdf5') + +encoder.save(encoder_model_file) +decoder.save(decoder_model_file) diff --git a/scripts/process_data.py b/scripts/process_data.py new file mode 100644 index 0000000..680df34 --- /dev/null +++ b/scripts/process_data.py @@ -0,0 +1,231 @@ + +# coding: utf-8 + +# # Processing all datasets to be used in downstream analyses + +# In[1]: + +import os +import requests +import numpy as np +import pandas as pd + +from sklearn import preprocessing + + +# ## Define Input and Output Filenames + +# In[2]: + +# Input Files +rna_file = os.path.join('data', 'raw', 'HiSeqV2') +mut_file = os.path.join('data', 'raw', 'PANCAN_mutation') +copy_file = os.path.join('data', 'raw', 'Gistic2_CopyNumber_Gistic2_all_thresholded.by_genes') +clinical_file = os.path.join('data', 'raw', 'samples.tsv') + + +# In[3]: + +# Processing RNAseq data by z-score and zeroone norm +rna_out_file = os.path.join('data', 'pancan_scaled_rnaseq.tsv') +rna_out_zeroone_file = os.path.join('data', 'pancan_scaled_zeroone_rnaseq.tsv') + +# Mutation Data +mut_out_file = os.path.join('data', 'pancan_mutation.tsv') + +# Two copy number matrices, for thresholded (2) gains and losses +copy_gain_out_file = os.path.join('data', 'copy_number_gain.tsv') +copy_loss_out_file = os.path.join('data', 'copy_number_loss.tsv') + +# Clinical data +clinical_processed_out_file = os.path.join('data', 'clinical_data.tsv') + +# OncoKB output file +oncokb_out_file = os.path.join('data', 'oncokb_genetypes.tsv') + +# Status matirix integrating mutation and copy number events +known_status_file = os.path.join('data', 'status_matrix.tsv') + + +# ## Load Data + +# In[4]: + +rnaseq_df = pd.read_table(rna_file, index_col=0) +mutation_df = pd.read_table(mut_file) +copy_df = pd.read_table(copy_file, index_col=0) +clinical_df = pd.read_table(clinical_file, index_col=0, low_memory=False) + + +# ## Begin processing different data types +# +# ### RNAseq + +# In[5]: + +# Process RNAseq file +rnaseq_df.index = rnaseq_df.index.map(lambda x: x.split('|')[0]) +rnaseq_df.columns = rnaseq_df.columns.str.slice(start=0, stop=15) +rnaseq_df = rnaseq_df.drop('?').fillna(0).sort_index(axis=1) + +# Gene is listed twice in RNAseq data, drop both occurrences +rnaseq_df.drop('SLC35E2', axis=0, inplace=True) +rnaseq_df = rnaseq_df.T + +# Determine most variably expressed genes and subset +num_mad_genes = 5000 +mad_genes = rnaseq_df.mad(axis=0).sort_values(ascending=False) +top_mad_genes = mad_genes.iloc[0:num_mad_genes, ].index +rnaseq_subset_df = rnaseq_df.loc[:, top_mad_genes] + + +# In[6]: + +# Scale RNAseq data using z-scores +rnaseq_scaled_df = preprocessing.StandardScaler().fit_transform(rnaseq_subset_df) +rnaseq_scaled_df = pd.DataFrame(rnaseq_scaled_df, columns=rnaseq_subset_df.columns, + index=rnaseq_subset_df.index) +rnaseq_scaled_df.to_csv(rna_out_file, sep='\t') + +# Scale RNAseq data using zero-one normalization +rnaseq_scaled_zeroone_df = preprocessing.MinMaxScaler().fit_transform(rnaseq_subset_df) +rnaseq_scaled_zeroone_df = pd.DataFrame(rnaseq_scaled_zeroone_df, columns=rnaseq_subset_df.columns, + index=rnaseq_subset_df.index) +rnaseq_scaled_zeroone_df.to_csv(rna_out_zeroone_file, sep='\t') + + +# ### Mutation + +# In[7]: + +# Filter mutation types and generate binary matrix +mutations = { + 'Frame_Shift_Del', + 'Frame_Shift_Ins', + 'In_Frame_Del', + 'In_Frame_Ins', + 'Missense_Mutation', + 'Nonsense_Mutation', + 'Nonstop_Mutation', + 'RNA', + 'Splice_Site', + 'Translation_Start_Site', +} + + +# In[8]: + +# Process mutation in long format to dataframe format +mut_pivot = (mutation_df.query("effect in @mutations") + .groupby(['#sample', 'chr', + 'gene']) + .apply(len).reset_index() + .rename(columns={0: 'mutation'})) + +mut_pivot = (mut_pivot.pivot_table(index='#sample', + columns='gene', values='mutation', + fill_value=0) + .astype(bool).astype(int)) + +mut_pivot.to_csv(mut_out_file, sep='\t') + + +# ### Copy Number + +# In[9]: + +copy_df = copy_df.fillna(0) +copy_df = copy_df.astype(int) +copy_df = copy_df.T +copy_df.columns.name = 'gene' +copy_df.index.name = 'Sample' + + +# In[10]: + +copy_loss_df = copy_df.replace(to_replace=[1, 2, -1], value=0) +copy_loss_df.replace(to_replace=-2, value=1, inplace=True) +copy_loss_df.to_csv(copy_loss_out_file, sep='\t') + +copy_gain_df = copy_df.replace(to_replace=[-1, -2, 1], value=0) +copy_gain_df.replace(to_replace=2, value=1, inplace=True) +copy_gain_df.to_csv(copy_gain_out_file, sep='\t') + + +# ### Clinical Data + +# In[11]: + +clinical_columns_dict = { + 'gdc_platform': 'platform', + 'gdc_center.short_name': 'analysis_center', + 'gdc_cases.submitter_id': 'sample_id', + 'gdc_cases.demographic.gender': 'gender', + 'gdc_cases.demographic.race': 'race', + 'gdc_cases.demographic.ethnicity': 'ethnicity', + 'gdc_cases.project.primary_site': 'organ', + 'gdc_cases.project.project_id': 'acronym', + 'gdc_cases.tissue_source_site.project': 'disease', + 'gdc_cases.diagnoses.vital_status': 'vital_status', + 'gdc_cases.samples.sample_type': 'sample_type', + 'cgc_case_age_at_diagnosis': 'age_at_diagnosis', + 'cgc_portion_id': 'portion_id', + 'cgc_slide_percent_tumor_nuclei': 'percent_tumor_nuclei', + 'cgc_drug_therapy_drug_name': 'drug', + 'xml_year_of_initial_pathologic_diagnosis': 'year_of_diagnosis', + 'xml_stage_event_pathologic_stage': 'stage', +} + + +# In[12]: + +clinical_sub_df = clinical_df.filter(items=clinical_columns_dict.keys()) +clinical_sub_df = clinical_sub_df.rename(columns=clinical_columns_dict) +clinical_sub_df.index = clinical_sub_df['sample_id'] +clinical_sub_df.drop('sample_id', axis=1, inplace=True) +clinical_sub_df['acronym'] = clinical_sub_df['acronym'].str[5:] +clinical_sub_df.to_csv(clinical_processed_out_file, sep='\t') + + +# ### OncoKB Gene-Types + +# In[13]: + +response = requests.get('http://oncokb.org/api/v1/genes') +oncokb_df = pd.read_json(response.content) +oncokb_df.to_csv(oncokb_out_file, sep='\t') + + +# ### Full Status Matrix + +# In[14]: + +# Integrate copy number, oncokb gene-type, and mutation status to define status matrix +oncogenes_df = oncokb_df[oncokb_df['oncogene']] +tsg_df = oncokb_df[oncokb_df['tsg']] + + +# In[15]: + +# Subset copy gains by oncogenes and copy losses by tumor suppressors (tsg) +status_gain = copy_gain_df.loc[:, oncogenes_df['hugoSymbol']] +status_loss = copy_loss_df.loc[:, tsg_df['hugoSymbol']] +copy_status = pd.concat([status_gain, status_loss], axis=1) + + +# In[16]: + +# Subset each dataframe +status_samples = set(mut_pivot.index) & set(copy_status.index) + +mutation_status = mut_pivot.loc[status_samples, :] +copy_status = copy_status.loc[status_samples, :] +copy_status = copy_status.loc[:, mutation_status.columns].fillna(0).astype(int) + + +# In[17]: + +# Combine and write to file +full_status = copy_status + mutation_status +full_status.to_csv(known_status_file, sep='\t') + diff --git a/scripts/subtraction.py b/scripts/subtraction.py new file mode 100644 index 0000000..2e3e2e0 --- /dev/null +++ b/scripts/subtraction.py @@ -0,0 +1,118 @@ + +# coding: utf-8 + +# # Subracting mean cancer-type away from individual tumors +# +# I am performing this operation for each cancer type in raw gene expression and VAE space. The hypothesis is that by subtracting away the corresponding average cancer-type from each individual tumor, tumors from different anatomical sites can be better compared and specific activation patterns in common can be better isolated. + +# In[1]: + +import os +import pandas as pd +import numpy as np +from sklearn import manifold + +pd.options.mode.chained_assignment = None + + +# In[2]: + +def subtract_cancertype_mean(encoded_row, mean_df, num_features, testing=False): + """ + Subtract the corresponding cancer-type average from the given row of features + Usage with pd.DataFrame().apply() + """ + cancer_type = encoded_row['acronym'] + cancer_mean_vector = mean_df.loc[cancer_type, :] + if not testing: + subtracted_cancer = encoded_row.iloc[range(0, num_features)] - cancer_mean_vector + encoded_row.iloc[range(0, num_features)] = subtracted_cancer + else: + added_back_cancer = encoded_row.iloc[range(0, num_features)] + cancer_mean_vector + encoded_row.iloc[range(0, num_features)] = added_back_cancer + return encoded_row + + +# In[3]: + +encoded_file = os.path.join('data', 'vae_encoded_with_clinical.tsv') +encoded_df = pd.read_table(encoded_file, index_col=0) + + +# In[4]: + +raw_file = os.path.join('data', 'pancan_scaled_zeroone_rnaseq.tsv') +raw_df = pd.read_table(raw_file, index_col=0) +# Add clinical information +raw_df = raw_df.join(encoded_df.iloc[:, range(101, encoded_df.shape[1])], how='inner') +raw_df.index.name = 'sample_id' + + +# In[5]: + +# Get the mean of each cancer-type across all features +disease_vae_mean_df = encoded_df.groupby('acronym').mean().iloc[:, range(0, 100)] +disease_raw_mean_df = raw_df.groupby('acronym').mean().iloc[:, range(0, 5000)] + + +# In[6]: + +subtracted_mean_vae_df = ( + encoded_df.apply(lambda x: + subtract_cancertype_mean(x, mean_df=disease_vae_mean_df, + num_features=100), axis=1) + ) + + +# In[7]: + +subtracted_mean_raw_df = ( + raw_df.apply(lambda x: + subtract_cancertype_mean(x, mean_df=disease_raw_mean_df, + num_features=5000), axis=1) + ) + + +# In[8]: + +# Test that the each vector is successfully subtracted, by adding them back and +# observing the difference from the original (should be close to zero) +test_subtract = ( + subtracted_mean_vae_df + .apply(lambda x: subtract_cancertype_mean(x, mean_df=disease_vae_mean_df, + num_features=100, testing=True), axis=1) + ) + +test_raw_subtract = ( + subtracted_mean_raw_df + .apply(lambda x: subtract_cancertype_mean(x, mean_df=disease_raw_mean_df, + num_features=5000, testing=True), axis=1) + ) + +print((encoded_df.iloc[:, range(0, 100)] - test_subtract.iloc[:, range(0, 100)]).sum().sum()) +(raw_df.iloc[:, range(0, 5000)] - test_raw_subtract.iloc[:, range(0, 5000)]).sum().sum() + + +# In[9]: + +# Save the files for future use +subtracted_mean_vae_df.to_csv(os.path.join('data', 'cancertype_subtraction_encoded.tsv'), sep='\t') +subtracted_mean_raw_df.to_csv(os.path.join('data', 'cancertype_subtraction_raw.tsv'), sep='\t') + + +# In[10]: + +# Perform and output a t-sne dimensionality reduction on the subtracted VAE data +tsne = manifold.TSNE(n_components=2, init='pca', random_state=0, perplexity=20, + learning_rate=300, n_iter=400) +tsne_out = tsne.fit_transform(subtracted_mean_vae_df.iloc[:, range(0, 100)]) +tsne_out = pd.DataFrame(tsne_out, columns=['1', '2']) +tsne_out.index = subtracted_mean_vae_df.index +tsne_out.index.name = 'tcga_id' + + +# In[11]: + +tsne_out_file = os.path.join('results', 'vae_subtracted_tsne_out.tsv') +tsne_out.to_csv(tsne_out_file, sep='\t') + diff --git a/scripts/summarize_paramsweep.py b/scripts/summarize_paramsweep.py new file mode 100644 index 0000000..86a51d0 --- /dev/null +++ b/scripts/summarize_paramsweep.py @@ -0,0 +1,24 @@ +""" +Gregory Way 2017 +Variational Autoencoder - Pan Cancer +scripts/summarize_paramsweep.py + +Usage: Run in command line: + + python scripts/summarize_paramsweep.py + +Output: +Large dataframe to use in downstream visualizations +""" + +import os +import pandas as pd + +param_files = os.listdir('param_sweep') +df_list = [pd.read_table(os.path.join('param_sweep', x)) for x in param_files] + +param_df = pd.concat(df_list, axis=0) +param_df.rename(columns={'Unnamed: 0': 'train_epoch'}, inplace=True) + +full_result_file = os.path.join('results', 'parameter_sweep_full_results.tsv') +param_df.to_csv(full_result_file, index=False, sep='\t') diff --git a/scripts/tsne_vae.py b/scripts/tsne_vae.py new file mode 100644 index 0000000..2737f28 --- /dev/null +++ b/scripts/tsne_vae.py @@ -0,0 +1,60 @@ + +# coding: utf-8 + +# # Encoded representation layer recapitulates signal identified in raw data +# +# ## Visualized with t-SNE +# +# Perform a t-sne on the data to visualize if the latent layer recapitulates relationships observed through raw data t-sne. + +# In[1]: + +import os +import pandas as pd +from sklearn import manifold + + +# In[2]: + +# Load VAE feature activations per sample +encoded_file = os.path.join('data', 'encoded_rnaseq_onehidden_warmup_batchnorm.tsv') +encoded_df = pd.read_table(encoded_file, index_col=0) +encoded_df.head(2) + + +# In[3]: + +# Load Zero-One transformed (min-max scaled) RNAseq data +rnaseq_file = os.path.join('data', 'pancan_scaled_zeroone_rnaseq.tsv') +rnaseq_df = pd.read_table(rnaseq_file, index_col=0) +print(rnaseq_df.shape) +rnaseq_df.head(2) + + +# In[4]: + +# Perform t-SNE on VAE encoded_features +tsne = manifold.TSNE(n_components=2, init='pca', random_state=0, perplexity=20, + learning_rate=300, n_iter=400) +tsne_out = tsne.fit_transform(encoded_df) +tsne_out = pd.DataFrame(tsne_out, columns=['1', '2']) +tsne_out.index = encoded_df.index +tsne_out.index.name = 'tcga_id' +tsne_out_file = os.path.join('results', 'vae_tsne_out.tsv') +tsne_out.to_csv(tsne_out_file, sep='\t') +tsne_out.head(2) + + +# In[5]: + +# Perform t-SNE on zero-one RNAseq features +tsne = manifold.TSNE(n_components=2, init='pca', random_state=0, perplexity=20, + learning_rate=300, n_iter=400) +tsne_out = tsne.fit_transform(rnaseq_df) +tsne_out = pd.DataFrame(tsne_out, columns=['1', '2']) +tsne_out.index = rnaseq_df.index +tsne_out.index.name = 'tcga_id' +tsne_out_file = os.path.join('results', 'rnaseq_tsne_out.tsv') +tsne_out.to_csv(tsne_out_file, sep='\t') +tsne_out.head(2) + diff --git a/scripts/viz/sample_activation_plots.R b/scripts/viz/feature_activation_plots.R similarity index 100% rename from scripts/viz/sample_activation_plots.R rename to scripts/viz/feature_activation_plots.R diff --git a/scripts/separating_signifiant_activation.R b/scripts/viz/sample_activation_distribution.R similarity index 100% rename from scripts/separating_signifiant_activation.R rename to scripts/viz/sample_activation_distribution.R