From 2ce796129aeb560d076758e67fa08768c1991b28 Mon Sep 17 00:00:00 2001 From: Zen Date: Tue, 2 Apr 2024 12:57:56 -0700 Subject: [PATCH 1/8] Create README.md --- examples/overhead/README.md | 3 +++ 1 file changed, 3 insertions(+) create mode 100644 examples/overhead/README.md diff --git a/examples/overhead/README.md b/examples/overhead/README.md new file mode 100644 index 0000000..779f2fb --- /dev/null +++ b/examples/overhead/README.md @@ -0,0 +1,3 @@ +# Inference-time Overhead Analysis + +Based on the script [`inference.ipynb`](https://github.com/stanfordnlp/pyreft/blob/main/examples/overhead/inference.ipynb). From eaabb738af5cbfe27557c2128200a4d0ca602831 Mon Sep 17 00:00:00 2001 From: Zen Date: Tue, 2 Apr 2024 13:00:02 -0700 Subject: [PATCH 2/8] Create README.md --- examples/icl/README.md | 5 +++++ 1 file changed, 5 insertions(+) create mode 100644 examples/icl/README.md diff --git a/examples/icl/README.md b/examples/icl/README.md new file mode 100644 index 0000000..2a9b97e --- /dev/null +++ b/examples/icl/README.md @@ -0,0 +1,5 @@ +# In-context learning (ICL) and ReFT + +Based on the script [`reft_icl.ipynb`](https://github.com/stanfordnlp/pyreft/blob/main/examples/icl/reft_icl.ipynb). + +ReFT requires minimum training parameters, and what if ReFT is also quick and easy to adapt to a new task? Here, we explore the limit of ReFT in an ICL learning algorithm which requires training with very limited examples. From 70b9bca08e0d722eb52e4375c860526a04389dd1 Mon Sep 17 00:00:00 2001 From: Zen Date: Thu, 4 Apr 2024 19:43:13 -0700 Subject: [PATCH 3/8] Update README.md --- README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index efa29aa..9dbf918 100644 --- a/README.md +++ b/README.md @@ -15,7 +15,7 @@ Want to try a fine-tuning method that uses a fraction of SoTA PEFT parameters co - Sharing the fine-tuned results easily to HuggingFace > [!TIP] -> **Powerful and Parameter-Efficient:** Read [Our ReFT paper]() for an introduction of representation fine-tuning (ReFT) and its performance. +> **Powerful and Parameter-Efficient:** Read [Our ReFT paper](https://arxiv.org/abs/2404.03592) for an introduction of representation fine-tuning (ReFT) and its performance. > [!TIP] > **Intepretable Finetuning:** Read [Composable ReFT](https://github.com/frankaging/pyreft/tree/main/examples/composition) for a sneak-peek of the interpretable nature of ReFT. @@ -223,8 +223,8 @@ Make sure you cite the **ReFT** paper: @article{wuandarora2024reft, title={ReFT: Representation Finetuning for Language Models}, author={Wu, Zhengxuan* and Arora, Aryaman* and Wang, Zheng and Geiger, Atticus and Jurafsky, Dan and Manning, Christopher D. and Potts, Christopher}, - booktitle={arXiv:xxxx.xxxxx}, - url={arxiv.org/abs/xxxx.xxxxx}, + booktitle={arXiv:2404.03592}, + url={arxiv.org/abs/2404.03592}, year={2024} } ``` From 4a8e67418ac9d1f165712f39263b5bf2d7e895aa Mon Sep 17 00:00:00 2001 From: Aryaman Arora Date: Fri, 5 Apr 2024 15:57:33 -0700 Subject: [PATCH 4/8] remaining plot code --- examples/.DS_Store | Bin 0 -> 6148 bytes examples/plots/plot.pdf | Bin 41054 -> 0 bytes examples/plots/plot.py | 4 +- examples/plots/plot.svg | 5078 ++++++++++ examples/plots/plot_inference.py | 92 + examples/plots/plot_layer.pdf | Bin 0 -> 185875 bytes examples/plots/plot_layer.svg | 15454 +++++++++++++++++++++++++++++ examples/plots/plot_position.pdf | Bin 0 -> 185993 bytes 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/examples/plots/plot_inference.py b/examples/plots/plot_inference.py new file mode 100644 index 0000000..c79ee64 --- /dev/null +++ b/examples/plots/plot_inference.py @@ -0,0 +1,92 @@ +from plotnine import ( + ggplot, aes, geom_point, facet_wrap, scale_x_log10, theme, element_text, + geom_text, theme_set, theme_gray, element_blank, facet_grid, stat_smooth +) +from pandas import DataFrame +import json + +theme_set(theme_gray(base_family="Inter")) + +# LAYER + +with open("data/elapse_per_layer.json") as f: + per_layer = json.load(f) + +data = [] +for layer, stats in per_layer.items(): + l = list(layer.split(';')) + if len(l) == 1: + l = l[0] + else: + l = f"{l[0]}-{l[-1]}" + print(l) + for stat in stats: + if stat[3] == "loreft": stat[3] = "LoReFT" + else: stat[3] = "No intervention" + data.append({ + "layer": l, "time": stat[0], "prompt_toks": stat[1], + "total_toks": stat[2], "type": stat[3], + "generated_toks": stat[2] - stat[1] + }) + +df = DataFrame(data) +df = df[df["generated_toks"] == 256].reset_index(drop=True) +print(df) + +plot = ( + ggplot(df, aes(x="prompt_toks", y="time", color="type")) + facet_wrap("~layer", nrow=1) + + geom_point(alpha=0.5, stroke=0) + stat_smooth(method="lm") + theme(axis_text_x=element_text(angle=45, hjust=0.75)) +) +plot.save("plot_layer.svg", width=10, height=2) + +# POS + +with open("data/elapse_per_position.json") as f: + per_layer = json.load(f) + +data = [] +for position, stats in per_layer.items(): + for stat in stats: + if stat[3] == "loreft": stat[3] = "LoReFT" + else: stat[3] = "No intervention" + data.append({ + "position": int(position), "time": stat[0], "prompt_toks": stat[1], + "total_toks": stat[2], "type": stat[3], + "generated_toks": stat[2] - stat[1] + }) + +df = DataFrame(data) +df = df[df["generated_toks"] == 256].reset_index(drop=True) +print(df) + +plot = ( + ggplot(df, aes(x="prompt_toks", y="time", color="type")) + facet_wrap("~position", nrow=1) + + geom_point(alpha=0.5, stroke=0) + stat_smooth(method="lm") + theme(axis_text_x=element_text(angle=45, hjust=0.75)) +) +plot.save("plot_position.svg", width=10, height=2) + +# RANK + +with open("data/elapse_per_rank.json") as f: + per_layer = json.load(f) + +data = [] +for rank, stats in per_layer.items(): + for stat in stats: + if stat[3] == "loreft": stat[3] = "LoReFT" + else: stat[3] = "No intervention" + data.append({ + "rank": int(rank), "time": stat[0], "prompt_toks": stat[1], + "total_toks": stat[2], "type": stat[3], + "generated_toks": stat[2] - stat[1] + }) + +df = DataFrame(data) +df = df[df["generated_toks"] == 256].reset_index(drop=True) +print(df) + +plot = ( + ggplot(df, aes(x="prompt_toks", y="time", color="type")) + facet_wrap("~rank", nrow=1) + + geom_point(alpha=0.5, stroke=0) + stat_smooth(method="lm") + theme(axis_text_x=element_text(angle=45, hjust=0.75)) +) +plot.save("plot_rank.svg", width=10, height=2) \ No newline at end of file diff --git a/examples/plots/plot_layer.pdf b/examples/plots/plot_layer.pdf new file mode 100644 index 0000000000000000000000000000000000000000..1693e880a47439a5ad2ecbbb819999ba4d59ff0a GIT binary patch literal 185875 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + From 3d902f3392824d9f49b9b03b0e4cf7ee66ae0744 Mon Sep 17 00:00:00 2001 From: Aryaman Arora Date: Fri, 5 Apr 2024 15:58:52 -0700 Subject: [PATCH 5/8] remaining plots --- .gitignore | 1 + examples/.DS_Store | Bin 6148 -> 0 bytes 2 files changed, 1 insertion(+) delete mode 100644 examples/.DS_Store diff --git a/.gitignore b/.gitignore index 0fee3f9..b8d61fa 100644 --- a/.gitignore +++ b/.gitignore @@ -22,6 +22,7 @@ task_steer.py templates.py trainer.py tmp/ +*.DS_Store # Byte-compiled / optimized / DLL files diff --git a/examples/.DS_Store b/examples/.DS_Store deleted file mode 100644 index 988d7238334219562a2c4a022783f67ca69b5672..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeHK%}T>S5Z<+|O({YS3Oz1(Em&Kvh?fxS3mDOZN=-=7V9b^#HHT8jSzpK}@p+ut z-9U@Mqlle>-EVe&b~7Jje;8xjori~v*^Ds@8X`xfLeO04+A_h2T+NXNc{&YZ8B|R3 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We will update our arXiv paper soon. + > [!TIP] > **Powerful and Parameter-Efficient:** Read [Our ReFT paper](https://arxiv.org/abs/2404.03592) for an introduction of representation fine-tuning (ReFT) and its performance. From 61b98b29ee6da1804d7e040643b5de6f923850b0 Mon Sep 17 00:00:00 2001 From: Zen Date: Sat, 6 Apr 2024 02:47:59 -0700 Subject: [PATCH 7/8] [Important] a message about typos in our preprint --- README.md | 12 +++++++++--- 1 file changed, 9 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index e7aad0e..62e61d1 100644 --- a/README.md +++ b/README.md @@ -3,6 +3,15 @@

State-of-the-art Representation Fine-Tuning (ReFT) methods

+> [!WARNING] +> **Hey hey! Corrections to the preprint:** We or members of the community have identified a few typos. + +- (1) Hyperparameter settings presented in Table 5 and 6 in the Appendix should be swapped, i.e., GSM8K should be the one where we apply interventions to all layers. We release our training wandb logs in our [LoReFT](https://github.com/frankaging/pyreft/tree/main/examples/loreft) folder, check those to reproduce for now! +- (2) Wrong UltraLM citation, will correct that. +- (3) Commonsense170K is not 100 times larger than GSM8K :) (170/8). + +We will update our arXiv paper on Monday (April 8th, 2024). Sorry guys! Till then, happy ReFTing! + # A _Powerful_, _Parameter-Efficient_, and _Interpretable_ way of fine-tuning Want to try a fine-tuning method that uses a fraction of SoTA PEFT parameters count, while achieving potentially better performance? Introducing **pyreft**, a **representation fine-tuning (ReFT)** library that supports adapting internal language model representations via trainable interventions. With fewer fine-tuning parameters and more robust performance, **pyreft** can boost fine-tuning efficiency, decrease fine-tuning cost, while opening the doors to study the interpretability of adapting parameters. @@ -14,9 +23,6 @@ Want to try a fine-tuning method that uses a fraction of SoTA PEFT parameters co - Sharing the fine-tuned results easily to HuggingFace -> [!TIP] -> **Corrections to the preprint:** Hyperparameter settings presented in Table 5 and 6 in the Appendix should be swapped, i.e., GSM8K should do interventions on all layers. We will update our arXiv paper soon. - > [!TIP] > **Powerful and Parameter-Efficient:** Read [Our ReFT paper](https://arxiv.org/abs/2404.03592) for an introduction of representation fine-tuning (ReFT) and its performance. From 545d5f5330437d107876061ef18c5e734574e301 Mon Sep 17 00:00:00 2001 From: Ikko Eltociear Ashimine Date: Sun, 7 Apr 2024 01:08:13 +0900 Subject: [PATCH 8/8] Update README.md opppose -> oppose --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 62e61d1..e1a9770 100644 --- a/README.md +++ b/README.md @@ -212,7 +212,7 @@ Note that Llama-2 models can follow instructions zero-shot. We encourge people t **Usage and License Notices**: Our chat-model is intended and licensed for research use only. The model is CC BY NC 4.0 (allowing only non-commercial use) should not be used outside of research purposes. -## Why you should use ReFT as opppose to PEFT? +## Why you should use ReFT as oppose to PEFT? There are various benefits such as saving memory and storage. In addition to that, ReFT is more interpretable and extensible than PEFT. The interventions we are learning is simply a causal abstraction of the task you are training without touching any model weights. The intervention site search space is large, and can be at any token position which is more flexibile. We showcase ReFT performance on various benchmarks against popular PEFT such as LoRA and its newer variants (e.g., DoRA) in our paper.