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Added int4 configs for llama3b, falcon7b and orca3b #559

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merged 2 commits into from
Feb 14, 2024
Merged

Added int4 configs for llama3b, falcon7b and orca3b #559

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e98c57c
added int4 configs for llama3b, falcon7b and orca3b
ljaljushkin Feb 13, 2024
1a7bb39
fixed typo
ljaljushkin Feb 14, 2024
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29 changes: 16 additions & 13 deletions optimum/intel/openvino/weight_quantization.py
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Expand Up @@ -98,21 +98,24 @@ def post_init(self):


DEFAULT_4BIT_CONFIGS = {
"dolly-v2-3b": {"mode": nncf.CompressWeightsMode.INT4_ASYM, "group_size": 32, "ratio": 0.5},
"gpt-j-6b": {"mode": nncf.CompressWeightsMode.INT4_ASYM, "group_size": 64},
"opt-6.7b": {"mode": nncf.CompressWeightsMode.INT4_ASYM, "group_size": 64, "ratio": 0.8},
"bloomz-7b1": {"mode": nncf.CompressWeightsMode.INT4_ASYM, "group_size": 32, "ratio": 0.6},
"red-pajama-incite-7b-instruct": {"mode": nncf.CompressWeightsMode.INT4_ASYM, "group_size": 128},
"zephyr-7b-beta": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 64, "ratio": 0.6},
"llama-2-7b": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 128, "ratio": 0.6},
"llama-2-7b-chat": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 128, "ratio": 0.8},
"llama-2-13b-chat": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 64, "ratio": 0.8},
"stablelm-3b-4e1t": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 64, "ratio": 0.8},
"databricks/dolly-v2-3b": {"mode": nncf.CompressWeightsMode.INT4_ASYM, "group_size": 32, "ratio": 0.5},
"EleutherAI/gpt-j-6b": {"mode": nncf.CompressWeightsMode.INT4_ASYM, "group_size": 64},
"facebook/opt-6.7b": {"mode": nncf.CompressWeightsMode.INT4_ASYM, "group_size": 64, "ratio": 0.8},
"bigscience/bloomz-7b1": {"mode": nncf.CompressWeightsMode.INT4_ASYM, "group_size": 32, "ratio": 0.6},
"togethercomputer/RedPajama-INCITE-7B-Instruct": {"mode": nncf.CompressWeightsMode.INT4_ASYM, "group_size": 128},
"HuggingFaceH4/zephyr-7b-beta": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 64, "ratio": 0.6},
"meta-llama/Llama-2-7b": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 128, "ratio": 0.6},
"meta-llama/Llama-2-7b-chat": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 128, "ratio": 0.8},
"meta-llama/Llama-2-13b-chat": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 64, "ratio": 0.8},
"stabilityai/stablelm-3b-4e1t": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 64, "ratio": 0.8},
"stablelm-epoch-3b-preview": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 64, "ratio": 0.8},
"stable-zephyr-3b-dpo": {"mode": nncf.CompressWeightsMode.INT4_ASYM, "group_size": 64, "ratio": 0.8},
"rocket-3b": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 128, "ratio": 0.8},
"chatglm2-6b": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 128, "ratio": 0.72},
"qwen-7b-chat": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 128, "ratio": 0.6},
"pansophic/rocket-3B": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 128, "ratio": 0.8},
"THUDM/chatglm2-6b": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 128, "ratio": 0.72},
"Qwen/Qwen-7B-Chat": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 128, "ratio": 0.6},
"openlm-research/open_llama_3b": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 64, "all_layers": True},
"tiiuae/falcon-7b": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 64, "all_layers": True},
"psmathur/orca_mini_3b": {"mode": nncf.CompressWeightsMode.INT4_SYM, "group_size": 64, "all_layers": True},
}


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