# NetPur

**Repository Path**: foxwy/NetPur

## Basic Information

- **Project Name**: NetPur
- **Description**: No description available
- **Primary Language**: Python
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2022-03-08
- **Last Updated**: 2022-03-30

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

## **machine learning for predicting purity of density matrix**

[TOC]

### 1.1 fig: store figure

1) 1.jpg, 2.jpg, "Werner", 1000, 0.3

```
MSE train: 5.526347984126254e-09
MSE test: 3.2185632151481874e-09
MAE train: 1.7902235911267225e-05
MAE test: 1.3796371420177756e-05
```

2) 3.jpg, 4.jpg, "rand", 1000, 0.3

```
MSE train:0.009200012885054759
MSE test:0.009208927983870442
MAE train:0.07605707882268616
MAE test:0.07472969110391596
```

3) 5.jpg, 6.jpg, "randS", 1000, 0.3

```
MSE train: 0.001889753422019736
MSE test: 0.005627752421185586
MAE train: 0.027909869204220762
MAE test: 0.04793228110503403
```

### 1.2 algorithm: machine learning algorithm

### 1.3 main.py

主要执行文件

### 1.4 model.py

训练模型

### 1.5 dataset.py

数据集，包括态制备、测量、预处理、数据集划分