olive-recipes/mistralai-Mistral-7B-Instruct-v0.2/aitk/Mistral_7B_Instruct_v0.2_vitis_ai_config.json at main · microsoft/olive-recipes · GitHub

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{
    "input_model": {
        "type": "HFModel",
        "model_path": "mistralai/Mistral-7B-Instruct-v0.2"
    },
    "systems": {
        "local_system": {
            "type": "LocalSystem",
            "accelerators": [
                {
                    "device": "cpu",
                    "execution_providers": [
                        "CPUExecutionProvider"
                    ]
                }
            ]
        }
    },
    "passes": {
        "qq": {
            "type": "QuarkQuantization",
            "quant_scheme": "w_uint4_per_group_asym",
            "quant_algo": "awq",
            "dataset": "pileval_for_awq_benchmark",
            "data_type": "bfloat16",
            "num_calib_data": 128,
            "model_export": [
                "hf_format"
            ],
            "exclude_layers": [],
            "quant_config": {
                "name": "awq",
                "scaling_layers": [
                    {
                        "prev_op": "input_layernorm",
                        "layers": [
                            "self_attn.q_proj",
                            "self_attn.k_proj",
                            "self_attn.v_proj"
                        ],
                        "inp": "self_attn.q_proj",
                        "module2inspect": "self_attn"
                    },
                    {
                        "prev_op": "self_attn.v_proj",
                        "layers": [
                            "self_attn.o_proj"
                        ],
                        "inp": "self_attn.o_proj"
                    },
                    {
                        "prev_op": "post_attention_layernorm",
                        "layers": [
                            "mlp.gate_proj",
                            "mlp.up_proj"
                        ],
                        "inp": "mlp.gate_proj",
                        "module2inspect": "mlp"
                    },
                    {
                        "prev_op": "mlp.up_proj",
                        "layers": [
                            "mlp.down_proj"
                        ],
                        "inp": "mlp.down_proj"
                    }
                ],
                "model_decoder_layers": "model.layers"
            }
        },
        "mg": {
            "type": "VitisGenerateModelLLM",
            "packed_const": false,
            "cpu_only": false
        }
    },
    "target": "local_system",
    "log_severity_level": 1,
    "output_dir": "model/Mistral-7B-Instruct-v0.2-vai",
    "cache_dir": "cache",
    "no_artifacts": true,
    "evaluate_input_model": false
}