p96028351
/
supervised_layout_benchmark
forked from idrl/supervised_layout_benchmark
1
0
Fork 0
Code Issues Pull Requests Projects Releases Wiki Activity
supervised_layout_benchmark/samples/README.md

131 lines
12 KiB
Markdown
Raw Permalink Blame History

This file contains invisible Unicode characters

This file contains invisible Unicode characters that are indistinguishable to humans but may be processed differently by a computer. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

# 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
Reference in New Issue View Git Blame Copy Permalink