Repository Index

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

• fine-tuning
• llama
• llm
• peft

Faster Whisper transcription with CTranslate2

• deep-learning
• inference
• quantization
• speech-recognition

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

• llm
• plm
• pre-trained-language-models
• alpaca

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

• ann
• avx512
• embeddings
• faiss

Serve large Qwen models fast on the GPUs you actually own. Qwen3.8-27B on a single 24 GB card with vLLM: 127 tok/s single-user (381 when the answer quotes the prompt), ~1,035 tok/s at 64 concurrent, 150k-262k context. vLLM patches, requant pipeline, benchmarks.

• kv-cache
• llm-inference
• local-llm
• quantization

Dataflow compiler for QNN inference on FPGAs

• dataflow
• quantization
• fpga
• compiler

QKeras: a quantization deep learning library for Tensorflow Keras

• deep-learning
• quantization
• quantized-neural-networks
• hardware-acceleration

Official library for RaBitQ vector quantization and approximate nearest-neighbor search, in C++ and Python.

• nearest-neighbor-search
• quantization
• vector-database
• vector-search

Fast, exact inference for StartLux-Decision models on NVIDIA GPUs: the released GGUF files on int8 and 4-bit tensor cores, behind the /v1/systemone API, with up to 5.3× lower latency than vLLM in FP8 and bit-identical answers.

• calibration
• cuda
• cuda-graphs
• decision-making

PrismQuant: Optimal Null-Space Rotations for Grouped Quantizers

• int4
• large-language-models
• pytorch
• quantization