Add the F8E4M3 dtype for CUDA and CPU #2546
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* Offset it * Freeze * Offset it * Offset it * Try out vllm impl again * Try out vllm impl again * Try out vllm impl again * Try out vllm impl again * Try out vllm impl again * Try out vllm impl again * Try out vllm impl again * Try out vllm impl again * Try out vllm impl again * Try out vllm impl again * Try out vllm impl again * Try out vllm impl again * Try out vllm impl again * Remove debugs * Polish it up * Polish it up * Clippy * Remove test file * Add config for if neox * Fix bug * Fix bug * Cast cache type on rust side * Cast types * To dtype * Drop temp * Update casting * Update casting * Update casting * Create dtype in bf16 * Check type * Debug * Check dtype * Check dtype * Check dtype * Check dtype * Check dtype * Check dtype * Check dtype * Check dtype * Check dtype * Debug * Debug * Debug * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Check old method * Use mistral slow rope impl * Use mistral slow rope impl * Use mistral slow rope impl * Use mistral slow rope impl * Use mistral slow rope impl * Use mistral slow rope impl * Use mistral slow rope impl * Use mistral slow rope impl * Use mistral slow rope impl * Use mistral slow rope impl * Use mistral slow rope impl * Use mistral slow rope impl * Reseting * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Remove debug * Debug * Debug * Remove debug * Remove debug * Debug * Remove debug * Debug * Remove debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Debug * Try to use 3dim rotemb fused * Try to use 3dim rotemb fused * Remove contig and debug * Check handling * Cleanup * Fix * Remove prints * Lower block dim * Use fused layernorm * Pass batch size * Simplify internal API * Simplify internal API * Try slow * Try candle layer norm * Try candle layer norm * Fix dep of candle layer norm * Reshape input for rank 2 * Reshape input for rank 2 * Fix ref * Code style * Make dep optional * Ensure contig * Ensure contig * Ensure contig * Debug contig dmmv error * Debug contig dmmv error * Debug contig dmmv error * Debug contig dmmv error * Try other method * Try other method * Try other method * Try other method * Try other method * Use typestate to optimize * Use typestate to optimize * Fixes * Fixes * Fixes * Fixes * Fixes * Debug via using slow rmsnorm * Debug via using slow rope * Remove debug * More debugging * Remove debug * Remove debug * Remove debug * Add better error enum * Fix diff marker * Fix some things * Fix some things * Fix some things * Fix dummy backends * Re add from storage noop * Fix removed kvconcat custom op * Fix erroneous feature gate * Complete metal backend refactoring * Check if calling * Check if calling * Update default for force dmmv * Load atomic * Debug * Use mmvq * Update * Add the empty functions * Add rope new_partial function * Make variant of qmatmul pub * Make variant of qmatmul pub * Add the varbuilder set_device function * Only link stdc++ if target has msvc * Only link stdc++ if target has msvc * Only link stdc++ if target has msvc * Only link stdc++ if target has msvc * Handle case of device mapping * Handle case of device mapping * Add getter * Fix * Fix * Support nvcc flags in flash attn * Support nvcc flags in flash attn * Support nvcc flags in flash attn * Support nvcc flags in flash attn * Support nvcc flags in flash attn * Fixes * Fixes * Fix the tests * Fix the tests
* Support flash-attn in quantized phi3. (huggingface#2194) * Use flash-attn in gemma. (huggingface#2195) * Use flash-attn in gemma. * Fix flash-attn for head dim 256. * Remove candle-layer-norm --------- Co-authored-by: Laurent Mazare <[email protected]>
* Add unfold * Format
* Add the quantize_onto api * Take ref * Clippy * Format * Add error checking
* Use flash-attn in gemma. * Fix for the fast bf16 cublas gemm. * Fix some clippy lints. * Fix another lint. * Proper clippy fix.
* define structs * construct ResidualConvUnit * forward() for ResidualConvUnit * implement FeatureFusionBlock * implement Scratch * implement DPTHead * add identity module * implement forward for DTPHead * add get_intermediate_layers to DinoVisionTransformer * implement DepthAnythingV2 * some minor tweaks * fix compile errors * fix var builder prefixes * setup initial example * use fixed patch size of 37 (518 / 14) * debugged until output * print min and max values * add some dynamism to the output location * scale input image * extract prep function * extract output path function * normalize image with magic mean and std * add spectral coloring * squeeze in the right place * make enterpolation optional * use bail instead of panic * omit unnecessary Shape call * remove empty curly braces * use bail instead of assert * use vb and pp * remove closures * extract config object * Apply rustfmt. * Fix some clippy lints. * More lints. * Use the array methods. --------- Co-authored-by: laurent <[email protected]>
* feat(gemm): implement Gemm operator in candle-onnx * feat(onnx): Add support for ArgMax operator in candle-onnx * Apply rustfmt. * Remove argmax as it was already present. --------- Co-authored-by: Laurent <[email protected]>
* Add: DINOv2Reg4 with PlantCLEF2024 weights and example ( See https://arxiv.org/abs/2309.16588 and https://zenodo.org/records/10848263 ) * Remove extra files + update README to download them + remove extra lines * minor fix (README remove extra spaces) * minor fix (README: Fix image url) * Modif: Add back interpolate_pos_encoding() + fix when no interpolation + remove extra comments + Update README ( source image changed and so the predictions ) * Fix: Improve code lisibility with '$ cargo clippy' and '$ cargo fmt' * Another clippy fix. --------- Co-authored-by: x-VEspit <[email protected]> Co-authored-by: laurent <[email protected]>
* Add GGUF bf16 type support * Add non avx impl for vec_dot_bf16 * Fix from_u32 * Fix loading * Fix dequant of bf16
* Expose the softcap methods * Add some tests * Fix generics
* Update kernels for metal bf16 * Fix typo * Check if have bfloat
* onnx: workaround pow with negative base rather than fully defining pow in the cpu backend (as in huggingface#2318), this implements a much smaller change which is sufficient to evaluate silero-vad onnx models. Specifically, checking if pow is run with 2.0 exponent, and if so evaluate as simply `x*x` instead of the cpu backend of `e^(2.0 * ln(x))`. * PR: use Tensor::powf insead powf correctly handles a negative base.
index_select does not support negative indexing, but this change adds just enough workarounds in onnx to allow evaluating silero-vad models (which make use of negative indices).
* silero-vad v5 example This change adds an example of how to run silero-vad v5 * PR: rename 'vad' to 'silero-vad' * Update README.md --------- Co-authored-by: Laurent Mazare <[email protected]>
…gingface#2442) * Fix for parler-tts, do not add the last slice of padding tokens. * Support for the mini model.
Co-authored-by: Yi Xu <[email protected]>
* Update cudarc to 0.12. * Some cudnn tweaks.
* correct optional SE layer dimensions. * head_dim instead of num_heads is 32. * update test example output.
* Allow loading images with given std and mean * OpenCLIP text encoder component * Two MobileCLIP models * Clippy fixes. --------- Co-authored-by: Laurent <[email protected]>
* fix FLUX.1 weights * added flux1-dev.safetensors
* Clippy fixes for 1.81.0. * Another fix.
* Bump the version to 0.6.1. (huggingface#2438) * onnx: workaround pow with negative base (huggingface#2439) * onnx: workaround pow with negative base rather than fully defining pow in the cpu backend (as in huggingface#2318), this implements a much smaller change which is sufficient to evaluate silero-vad onnx models. Specifically, checking if pow is run with 2.0 exponent, and if so evaluate as simply `x*x` instead of the cpu backend of `e^(2.0 * ln(x))`. * PR: use Tensor::powf insead powf correctly handles a negative base. * onnx: support negative index in Gather (huggingface#2440) index_select does not support negative indexing, but this change adds just enough workarounds in onnx to allow evaluating silero-vad models (which make use of negative indices). * silero-vad v5 example (huggingface#2321) * silero-vad v5 example This change adds an example of how to run silero-vad v5 * PR: rename 'vad' to 'silero-vad' * Update README.md --------- Co-authored-by: Laurent Mazare <[email protected]> * Fix for parler-tts, do not add the last slice of padding tokens. (huggingface#2442) * Fix for parler-tts, do not add the last slice of padding tokens. * Support for the mini model. * Add FastViT model. (huggingface#2444) * fix: qwen2 lm_head loading huggingface#2443 (huggingface#2445) Co-authored-by: Yi Xu <[email protected]> * Update cudarc to 0.12. (huggingface#2451) * Update cudarc to 0.12. * Some cudnn tweaks. * FastViT fixes. (huggingface#2452) * correct optional SE layer dimensions. * head_dim instead of num_heads is 32. * update test example output. * MobileCLIP models S1 and S2 (huggingface#2454) * Allow loading images with given std and mean * OpenCLIP text encoder component * Two MobileCLIP models * Clippy fixes. --------- Co-authored-by: Laurent <[email protected]> * Fix FLUX.1 weights (huggingface#2457) * fix FLUX.1 weights * added flux1-dev.safetensors * Clippy fixes for 1.81.0. (huggingface#2461) * Clippy fixes for 1.81.0. * Another fix. * Make Error::msg more in line with anyhow::Error::msg * Add context trait * Even more flexible * Format --------- Co-authored-by: Laurent Mazare <[email protected]> Co-authored-by: shua <[email protected]> Co-authored-by: Jani Monoses <[email protected]> Co-authored-by: ilookee <[email protected]> Co-authored-by: Yi Xu <[email protected]> Co-authored-by: Eugene Hauptmann <[email protected]>
* Add api to get current seed * Remove cell for rwlock
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