- 2024-02-15 - (News) - AutoGPTQ 0.7.0 is released, with Marlin int4*fp16 matrix multiplication kernel support.
- 2023-08-23 - (News) - 🤗 Transformers, optimum and peft have integrated
auto-gptq
, so now running and training GPTQ models can be more available to everyone! See this blog and it's resources for more details! - 2023-08-21 - (News) - Team of Qwen officially released 4bit quantized version of Qwen-7B based on
auto-gptq
, and provided a detailed benchmark results - 2023-08-06 - (Update) - Support exllama's q4 CUDA kernel to have at least 1.3x speed up for int4 quantized models when doing inference.
- 2023-08-04 - (Update) - Support RoCm so that AMD GPU users can use auto-gptq with CUDA extensions.
- 2023-07-26 - (Update) - An elegant PPL benchmark script to get results that can be fairly compared with other libraries such as
llama.cpp
. - 2023-06-05 - (Update) - Integrate with 🤗 peft to use gptq quantized model to train adapters, support LoRA, AdaLoRA, AdaptionPrompt, etc.
- 2023-05-30 - (Update) - support download/upload quantized model from/to 🤗 Hub.
- 2023-05-27 - (Update) - Support quantization and inference for
gpt_bigcode
,codegen
andRefineWeb/RefineWebModel
(falcon) model types. - 2023-05-04 - (Update) - Support using faster cuda kernel when
not desc_act or group_size == -1
- 2023-04-29 - (Update) - Support loading quantized model from arbitrary quantize_config and model_basename.
- 2023-04-28 - (Update) - Support CPU offload and quantize/inference on multiple devices, support
gpt2
type models. - 2023-04-26 - (Update) - Using
triton
to speed up inference is now supported. - 2023-04-25 - (News&Update) - MOSS is an open-source tool-augmented conversational language model from Fudan University, quantization is now supported in AutoGPTQ.
- 2023-04-23 - (Update) - Support evaluation on multiple (down-stream) tasks such as: language-modeling, text-classification, text-summarization.
- 2023-04-22 - (News) - qwopqwop200's AutoGPTQ-triton provides faster speed to integrate with quantized model, for everyone who can access to triton, try and enjoy yourself!
- 2023-04-20 - (News) - AutoGPTQ is automatically compatible with Stability-AI's newly released
gpt_neox
type model family StableLM. - 2023-04-16 - (Update) - Support quantization and inference for
bloom
,gpt_neox
,gptj
,llama
andopt
.