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lines changed Original file line number Diff line number Diff line change @@ -92,7 +92,17 @@ python eval.py --model_path ./quant_model/ResNet50/
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### benchmark
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+ - MobileNetV1的各类离线量化方法在imagenet 1K数据集上的Top1指标:(Base acc-top1:70.92)
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+ | 策略 | abs_max | avg | mse | emd | hist | KL |
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+ | :-------- | :--------: | :--------: | :--------: | :--------: | :--------: | :--------: |
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+ | Base | 69.42 | 70.14 | 70.32 | 70.29 | 70.29 | 70.33 |
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+ | bias_correction | 69.66 | 70.47 | 70.58 | 70.62 | 70.55 | 70.51 |
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+ | Adaround | 69.67 | 70.51 | 70.61 | 70.63 | 70.57 | 70.45 |
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+ | Adaround & bias_correction | 69.66 | 70.46 | 70.65 | 70.61 | 70.55 | 70.51 |
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+ - ResNet50离线量化指标:
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| 模型 | FP32 acc-top1 | INT8 acc-top1 | INT8 acc(adaround) |
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| :-------- | :--------: | :--------: | :--------: |
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- | MobileNetV1 | 0.7092 | 0.7036 | 0.7063 |
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- | ResNet50 | 0.7633 | 0.7615 | 0.7625 |
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+ | ResNet50 | 76.33 | 76.15 | 76.25 |
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