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[
{
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"task": "token-classification",
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"dataset": {
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"eval_split": "validation",
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"secondary": null
},
"ref_keys": [
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],
"name": null,
"calibration_split": "train"
},
"quantization_approach": "static",
"operators_to_quantize": [
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"MatMul"
],
"node_exclusion": [
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"gather",
"softmax"
],
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"per_channel": false,
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"num_calibration_samples": 100,
"calibration_histogram_percentile": null,
"calibration_moving_average": null,
"calibration_moving_average_constant": null
},
"framework": "onnxruntime",
"framework_args": {
"opset": 11,
"optimization_level": 1
},
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"versions": {
"transformers": "4.20.1",
"optimum": "1.2.3.dev0",
"optimum_hash": "6911cc6576c9fd373dfdba597e7a6b3ec37c2063"
},
"evaluation": {
"time": [
{
"batch_size": 4,
"input_length": 64,
"baseline": {
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"throughput": 8.73,
"latency_mean": 114.5131176870229,
"latency_std": 11.639414649196416,
"latency_50": 119.241188,
"latency_90": 121.520665,
"latency_95": 122.2199805,
"latency_99": 122.8121624,
"latency_999": 123.42355991
},
"optimized": {
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"throughput": 18.67,
"latency_mean": 53.58903423571429,
"latency_std": 0.2315309286545786,
"latency_50": 53.5208165,
"latency_90": 53.861245,
"latency_95": 54.0498545,
"latency_99": 54.40435797,
"latency_999": 54.557521482
}
}
],
"others": {
"baseline": {
"precision": 0.9358012339503085,
"recall": 0.9444631437226523,
"f1": 0.9401122372057961,
"accuracy": 0.9882013940267124
},
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"recall": 0.9212386401884888,
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}
},
"max_eval_samples": null,
"time_benchmark_args": {
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"model_type": "distilbert"
},
{
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"task": "token-classification",
"task_args": null,
"dataset": {
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"eval_split": "validation",
"data_keys": {
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"secondary": null
},
"ref_keys": [
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],
"name": null,
"calibration_split": "train"
},
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"operators_to_quantize": [
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],
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"aware_training": false,
"per_channel": false,
"calibration": {
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"calibration_histogram_percentile": null,
"calibration_moving_average": null,
"calibration_moving_average_constant": null
},
"framework": "onnxruntime",
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"opset": 11,
"optimization_level": 1
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"versions": {
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"optimum": "1.2.3.dev0",
"optimum_hash": "6911cc6576c9fd373dfdba597e7a6b3ec37c2063"
},
"evaluation": {
"time": [
{
"batch_size": 4,
"input_length": 64,
"baseline": {
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"throughput": 11.07,
"latency_mean": 90.66696189156626,
"latency_std": 2.0972474393793443,
"latency_50": 90.495261,
"latency_90": 93.621567,
"latency_95": 94.1387245,
"latency_99": 95.09578855,
"latency_999": 95.244914435
},
"optimized": {
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"throughput": 16.87,
"latency_mean": 59.5520055770751,
"latency_std": 4.343861091008027,
"latency_50": 58.103232,
"latency_90": 66.4657948,
"latency_95": 67.8430942,
"latency_99": 68.59112767999999,
"latency_999": 69.474807792
}
}
],
"others": {
"baseline": {
"precision": 0.9358012339503085,
"recall": 0.9444631437226523,
"f1": 0.9401122372057961,
"accuracy": 0.9882013940267124
},
"optimized": {
"precision": 0.06543578604398588,
"recall": 0.24335240659710536,
"f1": 0.10313837375178317,
"accuracy": 0.35697597445582335
}
}
},
"max_eval_samples": null,
"time_benchmark_args": {
"duration": 15,
"warmup_runs": 5
},
"model_type": "distilbert"
}
]