olive-recipes/intel-bert-base-uncased-mrpc/aitk/bert_trtrtx.json at main · microsoft/olive-recipes · GitHub

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{
    "input_model": {
        "type": "HfModel",
        "model_path": "Intel/bert-base-uncased-mrpc",
        "task": "text-classification"
    },
    "systems": {
        "local_system": {
            "type": "LocalSystem",
            "accelerators": [
                {
                    "device": "gpu",
                    "execution_providers": [
                        "NvTensorRTRTXExecutionProvider"
                    ]
                }
            ]
        }
    },
    "data_configs": [
        {
            "name": "glue_mrpc",
            "type": "HuggingfaceContainer",
            "load_dataset_config": {
                "data_name": "glue",
                "subset": "mrpc",
                "split": "validation"
            },
            "pre_process_data_config": {
                "input_cols": [
                    "sentence1",
                    "sentence2"
                ]
            },
            "dataloader_config": {
                "batch_size": 1
            }
        }
    ],
    "evaluators": {
        "common_evaluator": {
            "metrics": [
                {
                    "name": "accuracy",
                    "type": "accuracy",
                    "data_config": "glue_mrpc",
                    "sub_types": [
                        {
                            "name": "accuracy_score",
                            "priority": 1,
                            "goal": {
                                "type": "max-degradation",
                                "value": 0.01
                            }
                        },
                        {
                            "name": "f1_score"
                        },
                        {
                            "name": "auroc"
                        }
                    ]
                },
                {
                    "name": "latency",
                    "type": "latency",
                    "data_config": "glue_mrpc",
                    "sub_types": [
                        {
                            "name": "avg",
                            "priority": 2,
                            "goal": {
                                "type": "percent-min-improvement",
                                "value": 20
                            }
                        },
                        {
                            "name": "max"
                        },
                        {
                            "name": "min"
                        }
                    ],
                    "user_config": {
                        "io_bind": false
                    }
                }
            ]
        }
    },
    "passes": {
        "conversion": {
            "type": "OnnxConversion",
            "target_opset": 17,
            "save_as_external_data": true
        },
        "onnx_float_to_float16": {
            "type": "OnnxFloatToFloat16",
            "save_as_external_data": true
        },
        "session_params_tuning": {
            "type": "OrtSessionParamsTuning",
            "io_bind": false,
            "data_config": "glue_mrpc"
        }
    },
    "evaluator": "common_evaluator",
    "target": "local_system",
    "cache_dir": "cache",
    "output_dir": "model/bert_trtrtx",
    "evaluate_input_model": false
}