Quantization Aware Training Python Packages

nncf

Neural Network Compression Framework for enhanced OpenVINO™ inference

456K 1K 293

neural-compressor

SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity; leading model compression techniques on PyTorch, TensorFlow, and ONNX Runtime

22K 3K 304

micronet

A model compression and deploy lib.

2K 2K 477

neural-compressor-pt

SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity; leading model compression techniques on PyTorch, TensorFlow, and ONNX Runtime

1K 3K 304

pylandscape

This project propose the loss landscape analysis as effective methodology to understand the robustness against natural perturbation of QNN.

960 3 0

neural-compressor-tf

Repository of Intel® Neural Compressor

739 3K 304

neural-compressor-full

SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity; leading model compression techniques on PyTorch, TensorFlow, and ONNX Runtime

476 3K 304

neural-solution

Repository of Intel® Neural Compressor

384 3K 304

lpot

Repository of Intel® Low Precision Optimization Tool

384 3K 302

neural-insights

SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity; leading model compression techniques on PyTorch, TensorFlow, and ONNX Runtime

340 3K 304

qsparse

Train neural networks with joint quantization and pruning on both weights and activations using any pytorch modules

313 42 2

ilit

SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity; leading model compression techniques on PyTorch, TensorFlow, and ONNX Runtime

94 3K 304

pyllmq

Quantized LLM training in pure CUDA/C++.

66 244 14

neural-compressor-3x-tf

SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity; leading model compression techniques on PyTorch, TensorFlow, and ONNX Runtime

14 3K 304

neural-compressor-3x-pt

SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity; leading model compression techniques on PyTorch, TensorFlow, and ONNX Runtime

13 3K 304

neural-compressor-3x-ort

SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity; leading model compression techniques on PyTorch, TensorFlow, and ONNX Runtime

6 3K 304

otxdet

OpenVINO Training Extensions Object Detection

1 93 30

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