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base quantization methods including: QAT, PTQ, per_channel, per_tensor, dorefa, lsq, adaround, omse, Histogram, bias_correction.etc
Quantization of Convolutional Neural networks.
计算机类知识
Source for Demystifying GPU Microarchitecture through Microbenchmarking
PyTorch implementation of Data Free Quantization Through Weight Equalization and Bias Correction.
benchmark for embededded-ai deep learning inference engines, such as NCNN / TNN / MNN / TensorFlow Lite etc.
Artifacts of EVT ASPLOS'24
daily exercise
Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".
4 bits quantization of LLaMa using GPTQ
Dissecting NVIDIA GPU Architecture
Code generator for implicit gemm algorithm for amdgpu.
Standalone Flash Attention v2 kernel without libtorch dependency
Port of Facebook's LLaMA model in C/C++
AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration
LSQ+ or LSQplus
micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regula
mperf是一个面向移动/嵌入式平台的算子性能调优工具箱
The official PyTorch implementation of the NeurIPS2022 paper, Outlier Suppression: Pushing the Limit of Low-bit Transformer Language Models
Quantization of large language models
Code for the "OWQ: Lessons learned from activation outliers for weight quantization in large language models".
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.