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llm weight compression tool #3290
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17d811d
initial commit
andrey-churkin a007a43
add lm_eval version
andrey-churkin bd3a001
minor improvements
andrey-churkin 6ec8952
add who_what_benchmark
andrey-churkin 478aef0
minor
andrey-churkin 6adf764
parse results
andrey-churkin a0b0dce
fix style
andrey-churkin caa1c91
update
andrey-churkin 59e188e
update
andrey-churkin b5f72d5
minor update
andrey-churkin 3e4cfca
minor improvements
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# LLM Weight Compression Tool | ||
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## Install | ||
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```bash | ||
python3.10 -m venv env | ||
. env/bin/activate | ||
pip install --upgrade pip | ||
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pip install openvino==2025.0.0 | ||
pip install nncf==2.15.0 | ||
pip install "git+https://github.com/huggingface/[email protected]" | ||
pip install "git+https://github.com/huggingface/[email protected]" | ||
pip install "git+https://github.com/EleutherAI/[email protected]" | ||
pip install xlsxwriter | ||
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# #whowhatbench | ||
git clone --depth 1 --branch 2025.0.0.0 https://github.com/openvinotoolkit/openvino.genai.git | ||
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cd openvino.genai/tools/who_what_benchmark | ||
pip install . | ||
``` | ||
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```bash | ||
# For test | ||
python run.py \ | ||
--model-id facebook/opt-125m \ | ||
--config config_optimum_lm_eval.json \ | ||
--root-dir experiment_dir \ | ||
--dump-packages | ||
``` |
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{ | ||
"compression": { | ||
"backend": "optimum_cli", | ||
"params": [ | ||
{ | ||
"task": ["text-generation"], | ||
"weight_format": ["int4"], | ||
"ratio": [0.2, 0.4], | ||
"group_size": [64, 128], | ||
"awq": [false, true], | ||
"dataset": ["auto"] | ||
} | ||
] | ||
}, | ||
"evaluation": { | ||
"backend": "lm_eval", | ||
"params": { | ||
"tasks": ["wikitext"], | ||
"device": "cpu", | ||
"limit": 3 | ||
} | ||
} | ||
} |
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{ | ||
"compression": { | ||
"backend": "optimum_cli", | ||
"params": [ | ||
{ | ||
"task": ["text-generation"], | ||
"weight_format": ["int4"], | ||
"ratio": [0.2], | ||
"group_size": [64], | ||
"awq": [false], | ||
"dataset": ["auto"] | ||
} | ||
] | ||
}, | ||
"evaluation": { | ||
"backend": "who_what_benchmark", | ||
"params": { | ||
"model_type": "text", | ||
"device": "CPU", | ||
"language": "en" | ||
} | ||
} | ||
} |
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# TODO |
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What do you think about splitting compression and evaluation configs into separate files?