Skip to content

Commit 95665af

Browse files
authored
update post_quant readme (PaddlePaddle#1092)
1 parent 04e3316 commit 95665af

File tree

1 file changed

+12
-2
lines changed

1 file changed

+12
-2
lines changed

demo/quant/quant_post/README.md

Lines changed: 12 additions & 2 deletions
Original file line numberDiff line numberDiff line change
@@ -92,7 +92,17 @@ python eval.py --model_path ./quant_model/ResNet50/
9292

9393
### benchmark
9494

95+
- 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)
96+
97+
| 策略 | abs_max | avg | mse | emd | hist | KL |
98+
| :-------- | :--------: | :--------: | :--------: | :--------: | :--------: | :--------: |
99+
| Base | 69.42 | 70.14 | 70.32 | 70.29 | 70.29 | 70.33 |
100+
| bias_correction | 69.66 | 70.47 | 70.58 | 70.62 | 70.55 | 70.51 |
101+
| Adaround | 69.67 | 70.51 | 70.61 | 70.63 | 70.57 | 70.45 |
102+
| Adaround & bias_correction | 69.66 | 70.46 | 70.65 | 70.61 | 70.55 | 70.51 |
103+
104+
- ResNet50离线量化指标:
105+
95106
| 模型 | FP32 acc-top1 | INT8 acc-top1 | INT8 acc(adaround) |
96107
| :-------- | :--------: | :--------: | :--------: |
97-
| MobileNetV1 | 0.7092 | 0.7036 | 0.7063 |
98-
| ResNet50 | 0.7633 | 0.7615 | 0.7625 |
108+
| ResNet50 | 76.33 | 76.15 | 76.25 |

0 commit comments

Comments
 (0)