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# Datasets for benchmark
## 介绍
> 该数据库用于支持热布局温度场预测任务，数据地址：/192.168.2.1/mnt/share1/layout_data/v1.0/data/
>
> samples中提供数据库的样例
## 数据库结构
> 数据库提供三种不同边界：小孔散热、单边散热和四周全散热
- `data`中存放不同边界数据库
- `one_point`小孔散热边界
- `train`存放训练数据
- `train`训练样本存放文件夹
- `train_val.txt`用于网络训练的数据list
- `test`存放测试数据
- `test`测试样本存放文件夹
- `test_*.txt`用于测试的数据list，其中`test_0.txt`、`test_1.txt`、`test_2.txt`、`test_3.txt`、`test_4.txt`、`test_5.txt`、`test_6.txt`分别存放了不同方式采样得到的测试样本
- `rm_wall`单边散热边界
- `train`
- `train`
- `train_val.txt`
- `test`
- `test`
- `test_*.txt`
- `all_walls`四周全散热边界
- `train`
- `train`
- `train_val.txt`
- `test`
- `test`
- `test_*.txt`
## 组件介绍
> 布局区域是`0.1m*0.1m`方形区域，共有12个大小功率不同组件
* 组件大小、功率
| 组件 | 长(m) | 宽(m) | 功率($W/m^2$) |
| :--: | :---: | :---: | :-----------: |
| 1 | 0.016 | 0.012 | 4000 |
| 2 | 0.012 | 0.006 | 16000 |
| 3 | 0.018 | 0.009 | 6000 |
| 4 | 0.018 | 0.012 | 8000 |
| 5 | 0.018 | 0.018 | 10000 |
| 6 | 0.012 | 0.012 | 14000 |
| 7 | 0.018 | 0.006 | 16000 |
| 8 | 0.009 | 0.009 | 20000 |
| 9 | 0.006 | 0.024 | 8000 |
| 10 | 0.006 | 0.012 | 16000 |
| 11 | 0.012 | 0.024 | 10000 |
| 12 | 0.024 | 0.024 | 20000 |
* 组件布局示例
| ![1](https://i.loli.net/2021/01/12/XBGU8TiWYFZ5kft.png) | ![2](https://i.loli.net/2021/01/12/72KgnHw9kNMp3bA.png) |
| :-----------------------------------------------------: | :-----------------------------------------------------: |
| Example 1 | Example 2 |
## 数据库详情
* train包含2000组sequence采样方式生成的训练样本 ，示例如下
| ![Example_layout_1](https://i.loli.net/2021/01/12/TOJ3sDFzbLk8KXC.jpg) | ![Example_heat_onepoint](https://i.loli.net/2021/01/12/fkSIhy7xn8pMa6q.jpg) | ![Example_heat_leftwall](https://i.loli.net/2021/01/12/wmKXpV6Waio5jRN.jpg) | ![Example_heat_allwalls](https://i.loli.net/2021/01/12/kjcU6HKaQnY3qF4.jpg) |
| :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: |
| heat layout | one point | rm_wall | all_walls |
* test包含不同方式获得的测试样本40000组
* `test_0.txt`通过sequence采样方式生成的10000组测试样本 ，示例如下
| ![Seq_Example_layout_1](https://gitee.com/ChenXianqi/picbed/raw/master/img/Seq_Example_layout_1.jpg) | ![Seq_Example_layout_2](https://gitee.com/ChenXianqi/picbed/raw/master/img/Seq_Example_layout_2.jpg) | ![Seq_Example_layout_3](https://gitee.com/ChenXianqi/picbed/raw/master/img/Seq_Example_layout_3.jpg) |
| :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: |
| Example 1 | Example 2 | Example 3 |
* `test_1.txt`通过gibbs方式采样生成的10000组测试样本 ，示例如下
| ![Gib_Example_layout_1](https://gitee.com/ChenXianqi/picbed/raw/master/img/Gib_Example_layout_1.jpg) | ![Gib_Example_layout_2](https://gitee.com/ChenXianqi/picbed/raw/master/img/Gib_Example_layout_2.jpg) | ![Gib_Example_layout_3](https://gitee.com/ChenXianqi/picbed/raw/master/img/Gib_Example_layout_3.jpg) |
| :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: |
| Example 1 | Example 2 | Example 3 |
* `test_2.txt`功率相同或相近组件相邻构成的特殊组件布局样本，共有4类情况，每类情况1000组测试样本 ，示例如下
| ![image-20210111171838305](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111171838305.png) | ![image-20210111171953807](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111171953807.png) | ![image-20210111172012636](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172012636.png) | ![image-20210111172030261](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172030261.png) |
| :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: |
| ![image-20210111171926941](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111171926941.png) | ![image-20210111172002098](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172002098.png) | ![image-20210111172021046](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172021046.png) | ![image-20210111172040989](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172040989.png) |
| 8和12号组件 | 2和7和10号组件 | 5和11号组件 | 4和9号组件 |
* `test_3.txt`组件布局密集在上半部，1/5区域，2/5区域，3/5区域，4/5区域，或下半部的测试样本，各1000组 ，示例如下
| ![image-20210111172439250](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172439250.png) | ![image-20210111172443301](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172443301.png) | ![image-20210111172447170](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172447170.png) | ![image-20210111172450326](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172450326.png) | ![image-20210111172454168](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172454168.png) | ![image-20210111172458093](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172458093.png) |
| :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: |
| 上半部 | 1/5区域 | 2/5区域 | 3/5区域 | 4/5区域 | 下半部 |
* `test_4.txt`组件布局密集在左半部，1/5区域，2/5区域，3/5区域，4/5区域，或右半部的测试样本，各1000组 ，示例如下
| ![image-20210111172237190](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172237190.png) | ![image-20210111172256130](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172256130.png) | ![image-20210111172259807](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172259807.png) | ![image-20210111172303662](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172303662.png) | ![image-20210111172307118](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172307118.png) | ![image-20210111172311214](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172311214.png) |
| :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: |
| 左半部 | 1/5区域 | 2/5区域 | 3/5区域 | 4/5区域 | 右半部 |
* `test_5.txt`组件布局在内部较小方形区域测试样本，共考虑100x100​区域，120x120区域，​140x140区域3种情况，各1000组测试样本 ，示例如下
| ![image-20210111172627957](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172627957.png) | ![image-20210111172731192](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172731192.png) | ![image-20210111172741897](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172741897.png) |
| :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: |
| ![image-20210111172644322](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172644322.png) | ![image-20210111172737654](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172737654.png) | ![image-20210111172745392](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172745392.png) |
| 100x100 | 120x120 | 140x140 |
* `test_6.txt`最大功率布局在角落中的特殊样本，共1000组测试样本，示例如下
| ![image-20210111172945696](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111172945696.png) | ![image-20210111173016784](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111173016784.png) | ![image-20210111173020434](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111173020434.png) | ![image-20210111173026738](https://gitee.com/ChenXianqi/picbed/raw/master/img/image-20210111173026738.png) |
| :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: | :----------------------------------------------------------: |
| 右下角 | 左上角 | 左下角 | 左下角 |
## 其他
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