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quantization

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Here are 4,049 public repositories matching this topic...

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All 4,049 Python 2,313 Jupyter Notebook 446 C++ 231 Rust 161 C 145 HTML 81 TypeScript 74 JavaScript 73 Shell 59 Cuda 38
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LlamaFactory

hiyouga / LlamaFactory

Star 76k

Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

nlp agent ai transformers moe llama gpt lora quantization gemma fine-tuning peft large-language-models llm rlhf instruction-tuning qlora qwen deepseek llama3
  • Updated Nov 11, 2026
  • Python

SYSTRAN / faster-whisper

Star 26.7k

Faster Whisper transcription with CTranslate2

deep-learning inference transformer speech-recognition openai speech-to-text quantization whisper
  • Updated Nov 12, 2026
  • Python
Chinese-LLaMA-Alpaca

ymcui / Chinese-LLaMA-Alpaca

Star 18.9k

中文LLaMA&Alpaca大语言模型+本地CPU/GPU训练部署 (Chinese LLaMA & Alpaca LLMs)

nlp llama lora quantization alpaca plm pre-trained-language-models large-language-models llm llama-2 alpaca-2
  • Updated Apr 19, 2026
  • Python
Qbot

UFund-Me / Qbot

Star 18.8k

[🔥updating ...] AI 自动量化交易机器人(完全本地部署) AI-powered Quantitative Investment Research Platform. 📃 online docs: https://ufund-me.github.io/Qbot ✨ :news: qbot-mini: https://github.com/Charmve/iQuant

machine-learning deep-learning bitcoin blockchain fintech quantitative-finance trademarks quantization funds strategies backtest quantitative-trading pytrade qlib quant-trade trade-bot quant-trader
  • Updated Mar 11, 2026
  • Jupyter Notebook
turbovec

RyanCodrai / turbovec

Star 17.5k

A vector index built on TurboQuant, written in Rust with Python bindings

python rust neon embeddings simd nearest-neighbor quant ann quantization avx512 embedding faiss rag vector-search turboquant
  • Updated Oct 7, 2026
  • Rust

FareedKhan-dev / kimi-k3-in-c

Star 11.9k

A 2.78-trillion-parameter Kimi K3 running inference on a single CPU in 8.24 GB of RAM. Portable C99: no BLAS, no framework, no GPU.

machine-learning deep-learning c99 simd transformer moe avx2 quantization memory-efficient from-scratch systems-programming inference-engine mixture-of-experts zero-dependencies linear-attention cpu-inference llm llm-inference mxfp4 kimi-k3
  • Updated Oct 2, 2026
  • C
bitsandbytes

bitsandbytes-foundation / bitsandbytes

Sponsor
Star 8.5k

Accessible large language models via k-bit quantization for PyTorch.

machine-learning pytorch quantization llm qlora
  • Updated Nov 2, 2026
  • Python

kornelski / pngquant

Star 5.8k

Lossy PNG compressor — pngquant command based on libimagequant library

c palette quality png png-compression conversion smaller stdin image-optimization quantization pngquant
  • Updated Oct 27, 2026
  • C

AutoGPTQ / AutoGPTQ

Star 5.1k

An easy-to-use LLMs quantization package with user-friendly apis, based on GPTQ algorithm.

nlp deep-learning transformers inference pytorch transformer quantization large-language-models llms
  • Updated Apr 11, 2025
  • Python

OpenNMT / CTranslate2

Star 4.8k

Fast inference engine for Transformer models

deep-neural-networks deep-learning cpp neon machine-translation openmp parallel-computing cuda inference avx intrinsics avx2 neural-machine-translation opennmt quantization gemm mkl thrust transformer-models onednn
  • Updated Nov 10, 2026
  • C++

thu-ml / SageAttention

Star 4k

[ICLR2025, ICML2025, NeurIPS2025 Spotlight] Quantized Attention achieves speedup of 2-5x compared to FlashAttention, without losing end-to-end metrics across language, image, and video models.

cuda triton attention vit quantization video-generation mlsys inference-acceleration efficient-attention llm llm-infra video-generate
  • Updated Jan 17, 2026
  • Cuda

vllm-project / llm-compressor

Sponsor
Star 4k

State-of-the-art LLM compression, built for production inference with vLLM

compression quantization
  • Updated Nov 12, 2026
  • Python

nunchux-ai / nunchaku

Star 4k

[ICLR2025 Spotlight] SVDQuant: Absorbing Outliers by Low-Rank Components for 4-Bit Diffusion Models

flux lora quantization iclr diffusion-models mlsys comfyui genai iclr2025
  • Updated Sep 6, 2026
  • Python
ai-engineering-interview-questions

amitshekhariitbhu / ai-engineering-interview-questions

Star 3.6k

Your Cheat Sheet for AI Engineering Interview – Questions and Answers.

ai mcp interview interview-questions quantization questions-and-answers agents interview-preparation ai-agents fine-tuning rag ai-engineering llm llm-inference
  • Updated Nov 12, 2026
  • Markdown

huggingface / optimum

Star 3.5k

🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and Sentence Transformers with easy to use hardware optimization tools

training optimization intel transformers inference pytorch quantization onnx tflite onnxruntime graphcore habana
  • Updated Nov 9, 2026
  • Python

huawei-noah / Pretrained-Language-Model

Star 3.2k

Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.

pretrained-models quantization knowledge-distillation model-compression large-scale-distributed
  • Updated Jan 22, 2024
  • Python
deepsparse

neuralmagic / deepsparse

Star 3.2k

Sparsity-aware deep learning inference runtime for CPUs

nlp performance computer-vision inference machinelearning pruning object-detection pretrained-models quantization cpus onnx sparsification llm-inference deepsparse
  • Updated Jun 2, 2025
  • Python

pytorch / ao

Star 3k

PyTorch native quantization for training and inference

training sparsity cuda inference pytorch transformer llama quantization mx brrr dtypes float8
  • Updated Nov 12, 2026
  • Python

nunchux-ai / ComfyUI-nunchaku

Star 2.9k

ComfyUI Plugin of Nunchaku

flux quantization diffusion mlsys comfyui genai
  • Updated Sep 6, 2026
  • Python
nlp-architect

IntelLabs / nlp-architect

Star 2.9k

A model library for exploring state-of-the-art deep learning topologies and techniques for optimizing Natural Language Processing neural networks

nlp deep-learning tensorflow nlu transformers pytorch deeplearning quantization bert dynet
  • Updated Nov 7, 2022
  • Python

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