提交 ed850f27 编写于 作者: J jingqinghe

update README and document

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......@@ -122,3 +122,39 @@ print("prediction:")
process_data.load_decrypt_data("/tmp/uci_prediction", (BATCH_SIZE,))
```
### 3. Convergence of paddle_fl.mpc vs paddle
Below, is the result of our experiment to test the convergence of paddle_fl.mpc on single machine.
#### (1). Training Parameters
- Dataset: Boston house price dataset
- Number of Epoch: 20
- Batch Size: 10
#### (2). Experiment Results
| Epoch/Step | paddle_fl.mpc | Paddle |
| ---------- | ------------- | ------ |
| Epoch=0, Step=0 | 738.39491 | 738.46204 |
| Epoch=1, Step=0 | 630.68834 | 629.9071 |
| Epoch=2, Step=0 | 539.54683 | 538.1757 |
| Epoch=3, Step=0 | 462.41159 | 460.64722 |
| Epoch=4, Step=0 | 397.11516 | 395.11017 |
| Epoch=5, Step=0 | 341.83102 | 339.69815 |
| Epoch=6, Step=0 | 295.01114 | 292.83597 |
| Epoch=7, Step=0 | 255.35141 | 253.19429 |
| Epoch=8, Step=0 | 221.74739 | 219.65132 |
| Epoch=9, Step=0 | 193.26459 | 191.25981 |
| Epoch=10, Step=0 | 169.11423 | 167.2204 |
| Epoch=11, Step=0 | 148.63138 | 146.85835 |
| Epoch=12, Step=0 | 131.25081 | 129.60391 |
| Epoch=13, Step=0 | 116.49708 | 114.97599 |
| Epoch=14, Step=0 | 103.96669 | 102.56854 |
| Epoch=15, Step=0 | 93.31706 | 92.03858 |
| Epoch=16, Step=0 | 84.26219 | 83.09653 |
| Epoch=17, Step=0 | 76.55664 | 75.49785 |
| Epoch=18, Step=0 | 69.99673 | 69.03561 |
| Epoch=19, Step=0 | 64.40562 | 63.53539 |
......@@ -124,3 +124,36 @@ print("prediction:")
process_data.load_decrypt_data("/tmp/uci_prediction", (BATCH_SIZE,))
```
### 三. 单机精度测试
#### 1. 训练参数
- 数据集:波士顿房价预测。
- 训练轮数: 20
- Batch Size:10
#### 2. 实验结果
| Epoch/Step | paddle_fl.mpc | Paddle |
| ---------- | ------------- | ------ |
| Epoch=0, Step=0 | 738.39491 | 738.46204 |
| Epoch=1, Step=0 | 630.68834 | 629.9071 |
| Epoch=2, Step=0 | 539.54683 | 538.1757 |
| Epoch=3, Step=0 | 462.41159 | 460.64722 |
| Epoch=4, Step=0 | 397.11516 | 395.11017 |
| Epoch=5, Step=0 | 341.83102 | 339.69815 |
| Epoch=6, Step=0 | 295.01114 | 292.83597 |
| Epoch=7, Step=0 | 255.35141 | 253.19429 |
| Epoch=8, Step=0 | 221.74739 | 219.65132 |
| Epoch=9, Step=0 | 193.26459 | 191.25981 |
| Epoch=10, Step=0 | 169.11423 | 167.2204 |
| Epoch=11, Step=0 | 148.63138 | 146.85835 |
| Epoch=12, Step=0 | 131.25081 | 129.60391 |
| Epoch=13, Step=0 | 116.49708 | 114.97599 |
| Epoch=14, Step=0 | 103.96669 | 102.56854 |
| Epoch=15, Step=0 | 93.31706 | 92.03858 |
| Epoch=16, Step=0 | 84.26219 | 83.09653 |
| Epoch=17, Step=0 | 76.55664 | 75.49785 |
| Epoch=18, Step=0 | 69.99673 | 69.03561 |
| Epoch=19, Step=0 | 64.40562 | 63.53539 |
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