diff --git a/README.md b/README.md index d45ddcbc..91b23756 100644 --- a/README.md +++ b/README.md @@ -26,6 +26,7 @@ more accuracy data and recipes across various models.
## What's New + * [2024/12] Many quantized LLMs/VLMs using AutoRound are released in [OPEA Space](https://huggingface.co/OPEA) * [2024/11] We provide experimental support for VLM quantization, please check out the [README](./auto_round/mllm/README.md) @@ -345,49 +346,49 @@ Please note that an asterisk (*) indicates third-party quantized models, which m different recipe. We greatly appreciate their efforts and encourage more users to share their models, as we cannot release most of the models ourselves. - Model | Supported | -|------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| -| meta-llama/Llama-3.2-90B-Vision-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Llama-3.2-90B-Vision-Instruct-int4-sym-inc), [model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Llama-3.2-90B-Vision-Instruct-int4-sym-inc) | -| Qwen/QwQ-32B-Preview | [model-opea-int4-sym-autoround-mixed](https://huggingface.co/OPEA/QwQ-32B-Preview-int4-sym-mixed-inc) | -| THUDM/cogvlm2-llama3-chat-19B | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/cogvlm2-llama3-chat-19B-int4-sym-inc) | -| Qwen/Qwen2-VL-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Qwen2-VL-7B-Instruct-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Qwen2-VL-7B-Instruct-int4-sym-inc) | -| meta-llama/Llama-3.2-11B-Vision | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Llama-3.2-11B-Vision-Instruct-int4-sym-inc), [model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Llama-3.2-11B-Vision-Instruct-int4-sym-inc) | -| microsoft/Phi-3.5-vision-instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Phi-3.5-vision-instruct-int4-sym-inc), [model-opea-int4-sym-gptq](https://huggingface.co/OPEA/Phi-3.5-vision-instruct-int4-sym-inc) | -| liuhaotian/llava-v1.5-7b | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/llava-v1.5-7b-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/llava-v1.5-7b-int4-sym-inc) | -| Qwen/Qwen2.5-7B-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Qwen2.5-7B-Instruct-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Qwen2.5-7B-Instruct-int4-sym-inc) [model-kaitchup-autogptq-int4*](https://beta-index.hf-mirror.com/kaitchup/Qwen2.5-7B-Instruct-AutoRound-GPTQ-asym-4bit), [recipe](./docs/Qwen2.5-7B-Instruct-sym.md) | -| Qwen/Qwen2.5-14B-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Qwen2.5-14B-Instruct-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Qwen2.5-14B-Instruct-int4-sym-inc) | -| Qwen/Qwen2.5-32B-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Qwen2.5-32B-Instruct-int4-sym-inc) | -| Qwen/Qwen2.5-Coder-32B-Instruct | [model-kaitchup-autogptq-int4*](https://beta-index.hf-mirror.com/kaitchup/Qwen2.5-Coder-32B-Instruct-AutoRound-GPTQ-4bit) | -| Qwen/Qwen2.5-72B-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Qwen2.5-72B-Instruct-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Qwen2.5-72B-Instruct-int4-sym-inc), [model-kaitchup-autogptq-int4*](https://beta-index.hf-mirror.com/kaitchup/Qwen2.5-72B-Instruct-AutoRound-GPTQ-4bit), [model-kaitchup-autogptq-int2*](https://beta-index.hf-mirror.com/kaitchup/Qwen2.5-72B-Instruct-AutoRound-GPTQ-2bit), [recipe](./docs/Qwen2.5-72B-Instruct-sym.md) | -| meta-llama/Meta-Llama-3.1-70B-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Meta-Llama-3.1-70B-Instruct-int4-sym-inc), [model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Meta-Llama-3.1-70B-Instruct-int4-sym-inc),[model-opea-int4-asym-autoround](https://huggingface.co/OPEA/Meta-Llama-3.1-70B-Instruct-int4-asym-inc) | -| meta-llama/Meta-Llama-3.1-8B-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Meta-Llama-3.1-8B-Instruct-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Meta-Llama-3.1-8B-Instruct-int4-sym-inc),[model-kaitchup-autogptq-int4*](https://huggingface.co/kaitchup/Meta-Llama-3.1-8B-Instruct-autoround-gptq-4bit-asym), [model-kaitchup-autogptq-sym-int4*](https://huggingface.co/kaitchup/Meta-Llama-3.1-8B-Instruct-autoround-gptq-4bit-sym), [recipe](https://huggingface.co/Intel/Meta-Llama-3.1-8B-Instruct-int4-inc) | -| meta-llama/Meta-Llama-3.1-8B | [model-kaitchup-autogptq-sym-int4*](https://huggingface.co/kaitchup/Meta-Llama-3.1-8B-autoround-gptq-4bit-sym) | -| Qwen/Qwen-VL | [accuracy](./examples/multimodal-modeling/Qwen-VL/README.md), [recipe](./examples/multimodal-modeling/Qwen-VL/run_autoround.sh) -| Qwen/Qwen2-7B | [model-autoround-sym-int4](https://huggingface.co/Intel/Qwen2-7B-int4-inc), [model-autogptq-sym-int4](https://huggingface.co/Intel/Qwen2-7B-int4-inc) | -| THUDM/glm-4-9b-chat | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/glm-4-9b-chat-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/glm-4-9b-chat-int4-sym-inc) | -| Qwen/Qwen2-57B-A14B-Instruct | [model-autoround-sym-int4](https://huggingface.co/Intel/Qwen2-57B-A14B-Instruct-int4-inc),[model-autogptq-sym-int4](https://huggingface.co/Intel/Qwen2-57B-A14B-Instruct-int4-inc) | -| 01-ai/Yi-1.5-9B | [model-LnL-AI-autogptq-int4*](https://huggingface.co/LnL-AI/Yi-1.5-9B-4bit-gptq-autoround) | -| 01-ai/Yi-1.5-9B-Chat | [model-LnL-AI-autogptq-int4*](https://huggingface.co/LnL-AI/Yi-1.5-9B-Chat-4bit-gptq-autoround) | -| Intel/neural-chat-7b-v3-3 | [model-autogptq-int4](https://huggingface.co/Intel/neural-chat-7b-v3-3-int4-inc) | -| Intel/neural-chat-7b-v3-1 | [model-autogptq-int4](https://huggingface.co/Intel/neural-chat-7b-v3-1-int4-inc) | -| TinyLlama-1.1B-intermediate | [model-LnL-AI-autogptq-int4*](https://huggingface.co/LnL-AI/TinyLlama-1.1B-intermediate-step-1341k-3T-autoround-lm_head-symFalse) | -| mistralai/Mistral-7B-v0.1 | [model-autogptq-lmhead-int4](https://huggingface.co/Intel/Mistral-7B-v0.1-int4-inc-lmhead), [model-autogptq-int4](https://huggingface.co/Intel/Mistral-7B-v0.1-int4-inc) | -| google/gemma-2b | [model-autogptq-int4](https://huggingface.co/Intel/gemma-2b-int4-inc) | -| tiiuae/falcon-7b | [model-autogptq-int4-G64](https://huggingface.co/Intel/falcon-7b-int4-inc) | -| sapienzanlp/modello-italia-9b | [model-fbaldassarri-autogptq-int4*](https://huggingface.co/fbaldassarri/modello-italia-9b-autoround-w4g128-cpu) | -| microsoft/phi-2 | [model-autoround-sym-int4](https://huggingface.co/Intel/phi-2-int4-inc) [model-autogptq-sym-int4](https://huggingface.co/Intel/phi-2-int4-inc) | -| microsoft/Phi-3.5-mini-instruct | [model-kaitchup-autogptq-sym-int4*](https://huggingface.co/kaitchup/Phi-3.5-Mini-instruct-AutoRound-4bit) | -| mistralai/Mistral-7B-Instruct-v0.2 | [outdated-recipe](./docs/Mistral-7B-Instruct-v0.2-asym-recipe.md) | -| mistralai/Mixtral-8x7B-Instruct-v0.1 | [outdated-recipe](./docs/Mixtral-8x7B-Instruct-v0.1-asym-recipe.md) | -| mistralai/Mixtral-8x7B-v0.1 | [outdated-recipe](./docs/Mixtral-8x7B-v0.1-asym-acc.md) | -| meta-llama/Meta-Llama-3-8B-Instruct | [outdated-recipe](./docs/Meta-Llama-3-8B-Instruct-asym-recipe.md) | -| google/gemma-7b | [outdated-recipe](./docs/gemma-7b-asym-recipe.md) | -| meta-llama/Llama-2-7b-chat-hf | [outdated-recipe](./docs/Llama-2-7b-chat-hf-asym-recipe.md) | -| baichuan-inc/Baichuan2-7B-Chat | [outdated-recipe](./docs/baichuan2-7b-cha-asym-recipe.md) | -| 01-ai/Yi-6B-Chat | [outdated-recipe](./docs/Yi-6B-Chat-asym-recipe.md) | -| facebook/opt-2.7b | [outdated-recipe](./docs/opt-2.7b-asym-recipe.md) | -| bigscience/bloom-3b | [outdated-recipe](./docs/bloom-3B-asym-recipe.md) | -| EleutherAI/gpt-j-6b | [outdated-recipe](./docs/gpt-j-6B-asym-recipe.md) | + Model | Supported | +|-------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| +| nvidia/Llama-3.1-Nemotron-70B-Instruct-HF | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Llama-3.1-Nemotron-70B-Instruct-HF-int4-sym-inc), [model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Llama-3.1-Nemotron-70B-Instruct-HF-int4-sym-inc), | +| meta-llama/Llama-3.2-90B-Vision-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Llama-3.2-90B-Vision-Instruct-int4-sym-inc), [model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Llama-3.2-90B-Vision-Instruct-int4-sym-inc) | +| Qwen/QwQ-32B-Preview | [model-opea-int4-sym-autoround-mixed](https://huggingface.co/OPEA/QwQ-32B-Preview-int4-sym-mixed-inc),[model-opea-int4-sym-autoawq-mixed](https://huggingface.co/OPEA/QwQ-32B-Preview-int4-sym-mixed-awq-inc) | +| THUDM/cogvlm2-llama3-chat-19B | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/cogvlm2-llama3-chat-19B-int4-sym-inc) | +| Qwen/Qwen2-VL-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Qwen2-VL-7B-Instruct-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Qwen2-VL-7B-Instruct-int4-sym-inc) | +| meta-llama/Llama-3.2-11B-Vision | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Llama-3.2-11B-Vision-Instruct-int4-sym-inc), [model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Llama-3.2-11B-Vision-Instruct-int4-sym-inc) | +| microsoft/Phi-3.5-vision-instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Phi-3.5-vision-instruct-int4-sym-inc), [model-opea-int4-sym-gptq](https://huggingface.co/OPEA/Phi-3.5-vision-instruct-int4-sym-inc) | +| liuhaotian/llava-v1.5-7b | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/llava-v1.5-7b-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/llava-v1.5-7b-int4-sym-inc) | +| Qwen/Qwen2.5-7B-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Qwen2.5-7B-Instruct-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Qwen2.5-7B-Instruct-int4-sym-inc) [model-kaitchup-autogptq-int4*](https://beta-index.hf-mirror.com/kaitchup/Qwen2.5-7B-Instruct-AutoRound-GPTQ-asym-4bit), [recipe](./docs/Qwen2.5-7B-Instruct-sym.md) | +| Qwen/Qwen2.5-14B-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Qwen2.5-14B-Instruct-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Qwen2.5-14B-Instruct-int4-sym-inc) | +| Qwen/Qwen2.5-32B-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Qwen2.5-32B-Instruct-int4-sym-inc) | +| Qwen/Qwen2.5-Coder-32B-Instruct | [model-kaitchup-autogptq-int4*](https://beta-index.hf-mirror.com/kaitchup/Qwen2.5-Coder-32B-Instruct-AutoRound-GPTQ-4bit) | +| Qwen/Qwen2.5-72B-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Qwen2.5-72B-Instruct-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Qwen2.5-72B-Instruct-int4-sym-inc), [model-kaitchup-autogptq-int4*](https://beta-index.hf-mirror.com/kaitchup/Qwen2.5-72B-Instruct-AutoRound-GPTQ-4bit), [model-kaitchup-autogptq-int2*](https://beta-index.hf-mirror.com/kaitchup/Qwen2.5-72B-Instruct-AutoRound-GPTQ-2bit), [recipe](./docs/Qwen2.5-72B-Instruct-sym.md) | +| meta-llama/Meta-Llama-3.1-70B-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Meta-Llama-3.1-70B-Instruct-int4-sym-inc), [model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Meta-Llama-3.1-70B-Instruct-int4-sym-inc),[model-opea-int4-asym-autoround](https://huggingface.co/OPEA/Meta-Llama-3.1-70B-Instruct-int4-asym-inc) | +| meta-llama/Meta-Llama-3.1-8B-Instruct | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/Meta-Llama-3.1-8B-Instruct-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/Meta-Llama-3.1-8B-Instruct-int4-sym-inc),[model-kaitchup-autogptq-int4*](https://huggingface.co/kaitchup/Meta-Llama-3.1-8B-Instruct-autoround-gptq-4bit-asym), [model-kaitchup-autogptq-sym-int4*](https://huggingface.co/kaitchup/Meta-Llama-3.1-8B-Instruct-autoround-gptq-4bit-sym), [recipe](https://huggingface.co/Intel/Meta-Llama-3.1-8B-Instruct-int4-inc) | +| meta-llama/Meta-Llama-3.1-8B | [model-kaitchup-autogptq-sym-int4*](https://huggingface.co/kaitchup/Meta-Llama-3.1-8B-autoround-gptq-4bit-sym) | +| Qwen/Qwen2-7B | [model-autoround-sym-int4](https://huggingface.co/Intel/Qwen2-7B-int4-inc), [model-autogptq-sym-int4](https://huggingface.co/Intel/Qwen2-7B-int4-inc) | +| THUDM/glm-4-9b-chat | [model-opea-int4-sym-autoround](https://huggingface.co/OPEA/glm-4-9b-chat-int4-sym-inc),[model-opea-int4-sym-autogptq](https://huggingface.co/OPEA/glm-4-9b-chat-int4-sym-inc) | +| Qwen/Qwen2-57B-A14B-Instruct | [model-autoround-sym-int4](https://huggingface.co/Intel/Qwen2-57B-A14B-Instruct-int4-inc),[model-autogptq-sym-int4](https://huggingface.co/Intel/Qwen2-57B-A14B-Instruct-int4-inc) | +| 01-ai/Yi-1.5-9B | [model-LnL-AI-autogptq-int4*](https://huggingface.co/LnL-AI/Yi-1.5-9B-4bit-gptq-autoround) | +| 01-ai/Yi-1.5-9B-Chat | [model-LnL-AI-autogptq-int4*](https://huggingface.co/LnL-AI/Yi-1.5-9B-Chat-4bit-gptq-autoround) | +| Intel/neural-chat-7b-v3-3 | [model-autogptq-int4](https://huggingface.co/Intel/neural-chat-7b-v3-3-int4-inc) | +| Intel/neural-chat-7b-v3-1 | [model-autogptq-int4](https://huggingface.co/Intel/neural-chat-7b-v3-1-int4-inc) | +| TinyLlama-1.1B-intermediate | [model-LnL-AI-autogptq-int4*](https://huggingface.co/LnL-AI/TinyLlama-1.1B-intermediate-step-1341k-3T-autoround-lm_head-symFalse) | +| mistralai/Mistral-7B-v0.1 | [model-autogptq-lmhead-int4](https://huggingface.co/Intel/Mistral-7B-v0.1-int4-inc-lmhead), [model-autogptq-int4](https://huggingface.co/Intel/Mistral-7B-v0.1-int4-inc) | +| google/gemma-2b | [model-autogptq-int4](https://huggingface.co/Intel/gemma-2b-int4-inc) | +| tiiuae/falcon-7b | [model-autogptq-int4-G64](https://huggingface.co/Intel/falcon-7b-int4-inc) | +| sapienzanlp/modello-italia-9b | [model-fbaldassarri-autogptq-int4*](https://huggingface.co/fbaldassarri/modello-italia-9b-autoround-w4g128-cpu) | +| microsoft/phi-2 | [model-autoround-sym-int4](https://huggingface.co/Intel/phi-2-int4-inc) [model-autogptq-sym-int4](https://huggingface.co/Intel/phi-2-int4-inc) | +| microsoft/Phi-3.5-mini-instruct | [model-kaitchup-autogptq-sym-int4*](https://huggingface.co/kaitchup/Phi-3.5-Mini-instruct-AutoRound-4bit) | +| mistralai/Mistral-7B-Instruct-v0.2 | [outdated-recipe](./docs/Mistral-7B-Instruct-v0.2-asym-recipe.md) | +| mistralai/Mixtral-8x7B-Instruct-v0.1 | [outdated-recipe](./docs/Mixtral-8x7B-Instruct-v0.1-asym-recipe.md) | +| mistralai/Mixtral-8x7B-v0.1 | [outdated-recipe](./docs/Mixtral-8x7B-v0.1-asym-acc.md) | +| meta-llama/Meta-Llama-3-8B-Instruct | [outdated-recipe](./docs/Meta-Llama-3-8B-Instruct-asym-recipe.md) | +| google/gemma-7b | [outdated-recipe](./docs/gemma-7b-asym-recipe.md) | +| meta-llama/Llama-2-7b-chat-hf | [outdated-recipe](./docs/Llama-2-7b-chat-hf-asym-recipe.md) | +| baichuan-inc/Baichuan2-7B-Chat | [outdated-recipe](./docs/baichuan2-7b-cha-asym-recipe.md) | +| 01-ai/Yi-6B-Chat | [outdated-recipe](./docs/Yi-6B-Chat-asym-recipe.md) | +| facebook/opt-2.7b | [outdated-recipe](./docs/opt-2.7b-asym-recipe.md) | +| bigscience/bloom-3b | [outdated-recipe](./docs/bloom-3B-asym-recipe.md) | +| EleutherAI/gpt-j-6b | [outdated-recipe](./docs/gpt-j-6B-asym-recipe.md) | ## Integration diff --git a/auto_round/mllm/autoround_mllm.py b/auto_round/mllm/autoround_mllm.py index bcf3d084..9ba6c414 100644 --- a/auto_round/mllm/autoround_mllm.py +++ b/auto_round/mllm/autoround_mllm.py @@ -179,7 +179,7 @@ def __init__( seqlen = 512 if seqlen is None else seqlen if batch_size != 1: logger.warning( - f"rest batch_size({batch_size}) to 1 and " + f"reset batch_size({batch_size}) to 1 and " f"gradient_accumulate_steps({gradient_accumulate_steps}) " f"to {batch_size * gradient_accumulate_steps}, " f"because batch_size={batch_size} cannot be used for {dataset}") @@ -187,7 +187,7 @@ def __init__( batch_size = 1 if quant_nontext_module and batch_size != 1: logger.warning( - f"rest batch_size({batch_size}) to 1 and " + f"reset batch_size({batch_size}) to 1 and " f"gradient_accumulate_steps({gradient_accumulate_steps}) " f"to {batch_size * gradient_accumulate_steps}, " f"because batch_size={batch_size} cannot be used for calibrating non-text modules.")