semvec/pypi-packages huggingface dataset:
image-manipulator 0.0.1
pacote de manipulação de imagem
Requires Python: >=3.6

# image_manipulator

Description. 
The package image_manipulator is used to:
	Processing:
		- Histogram matching
		- Structural similarity
		- Resize image
	Utils:
		- Read image
		- Save image
		- Plot image
		- Plot result
		- Plot histogram

## Installation

Use the package manager [pip](https://pip.pypa.io/en/stable/) to install image_manipulator

```bash
pip install image_manipulator
```

## Author
Alex Pivato

## License
[MIT](https://choosealicense.com/licenses/mit/)
processador-imagens-wsc 0.0.1
Pacote de processamento de imagem com Skimage
Requires Python: >=3.8

# PROCESSADOR DE IMAGENS VIRTUAIS WSC

## DescriÃ§Ã£o

Projeto processador de imagens realizado no bootcamp GeraÃ§Ã£o Tech Unimed-BH CiÃªncia de Dados na Digital Innovation One (DIO).

O processamento da imagem do pacote e usado para:

```bash
Em processador:
	- Correspondencia de histograma
	- Semelhanca estrutural
	- Redimensionar imagem

Util:
	- Ler imagem
	- Salvar imagem
	- Plotar imagem
	- Resultado da trama
	- Plotar histograma
```

## InstalaÃ§Ã£o

Utilize o gerenciador de pacotes [pip](https://pip.pypa.io/en/stable/) para instalar processador-imagens-wsc

```bash
pip install processador_imagens_wsc
```

## Autor
Willian Coutinho

## License
[MIT](https://choosealicense.com/licenses/mit/)
MedCLIP 0.0.3
Contrastive Learning from Medical Images and Text.
Keywords: vision-language model,X-ray,deep learning,AI,healthcare

# MedCLIP

[![PyPI version](https://badge.fury.io/py/medclip.svg)](https://badge.fury.io/py/medclip)
[![Downloads](https://pepy.tech/badge/medclip)](https://pepy.tech/project/medclip)
![GitHub Repo stars](https://img.shields.io/github/stars/ryanwangzf/medclip)
![GitHub Repo forks](https://img.shields.io/github/forks/ryanwangzf/medclip)


Wang, Zifeng and Wu, Zhenbang and Agarwal, Dinesh and Sun, Jimeng. (2022). MedCLIP: Contrastive Learning from Unpaired Medical Images and Texts. EMNLP'22.

[Paper PDF](https://arxiv.org/pdf/2210.10163.pdf)

## Download MedCLIP
Before download MedCLIP, you need to find feasible torch version (with GPU) on https://pytorch.org/get-started/locally/.

Then, download MedCLIP by

```bash
pip install git+https://github.com/RyanWangZf/MedCLIP.git

# or

pip install medclip
```

## Three lines to get pretrained MedCLIP models

```python
from medclip import MedCLIPModel, MedCLIPVisionModelViT, MedCLIPVisionModel

# load MedCLIP-ResNet50
model = MedCLIPModel(vision_cls=MedCLIPVisionModel)
model.from_pretrained()

# load MedCLIP-ViT
model = MedCLIPModel(vision_cls=MedCLIPVisionModelViT)
model.from_pretrained()
```

## As simple as using CLIP

```python
from medclip import MedCLIPModel, MedCLIPVisionModelViT
from medclip import MedCLIPProcessor
from PIL import Image

# prepare for the demo image and texts
processor = MedCLIPProcessor()
image = Image.open('./example_data/view1_frontal.jpg')
inputs = processor(
    text=["lungs remain severely hyperinflated with upper lobe emphysema", 
        "opacity left costophrenic angle is new since prior exam ___ represent some loculated fluid cavitation unlikely"], 
    images=image, 
    return_tensors="pt", 
    padding=True
    )

# pass to MedCLIP model
model = MedCLIPModel(vision_cls=MedCLIPVisionModelViT)
model.from_pretrained()
model.cuda()
outputs = model(**inputs)
print(outputs.keys())
# dict_keys(['img_embeds', 'text_embeds', 'logits', 'loss_value', 'logits_per_text'])
```

## MedCLIP for Prompt-based Classification

```python
from medclip import MedCLIPModel, MedCLIPVisionModelViT
from medclip import MedCLIPProcessor
from medclip import PromptClassifier

processor = MedCLIPProcessor()
model = MedCLIPModel(vision_cls=MedCLIPVisionModelViT)
model.from_pretrained()
clf = PromptClassifier(model, ensemble=True)
clf.cuda()

# prepare input image
from PIL import Image
image = Image.open('./example_data/view1_frontal.jpg')
inputs = processor(images=image, return_tensors="pt")

# prepare input prompt texts
from medclip.prompts import generate_chexpert_class_prompts, process_class_prompts
cls_prompts = process_class_prompts(generate_chexpert_class_prompts(n=10))
inputs['prompt_inputs'] = cls_prompts

# make classification
output = clf(**inputs)
print(output)
# {'logits': tensor([[0.5154, 0.4119, 0.2831, 0.2441, 0.4588]], device='cuda:0',
#       grad_fn=<StackBackward0>), 'class_names': ['Atelectasis', 'Cardiomegaly', 'Consolidation', 'Edema', 'Pleural Effusion']}
```
yingyu-shijie-202205-202210 2022.10.27.0
英语世界 2022.5~2022.10
Requires Python: >=3.6

# 英语世界 2022.5~2022.10

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-202205-202210
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-202205-202210
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-202205-202210
yingyu-shijie-202205-202210 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingererlingwu-erlingereryiling
yingyu-shijie-erlingererlingwu-erlingereryiling <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-202111-202204 2022.10.27.0
英语世界 2021.11~2022.4
Requires Python: >=3.6

# 英语世界 2021.11~2022.4

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-202111-202204
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-202111-202204
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-202111-202204
yingyu-shijie-202111-202204 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingeryiyiyi-erlingererlingsi
yingyu-shijie-erlingeryiyiyi-erlingererlingsi <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-202106-202110 2022.10.27.0
英语世界 2021.6~2021.10
Requires Python: >=3.6

# 英语世界 2021.6~2021.10

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-202106-202110
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-202106-202110
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-202106-202110
yingyu-shijie-202106-202110 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingeryilingliu-erlingeryiyiling
yingyu-shijie-erlingeryilingliu-erlingeryiyiling <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-202012-202105 2022.10.27.0
英语世界 2020.12~2021.5
Requires Python: >=3.6

# 英语世界 2020.12~2021.5

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-202012-202105
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-202012-202105
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-202012-202105
yingyu-shijie-202012-202105 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingerlingyier-erlingeryilingwu
yingyu-shijie-erlingerlingyier-erlingeryilingwu <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-202005-202011 2022.10.27.0
英语世界 2020.5~2020.11
Requires Python: >=3.6

# 英语世界 2020.5~2020.11

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-202005-202011
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-202005-202011
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-202005-202011
yingyu-shijie-202005-202011 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingerlinglingwu-erlingerlingyiyi
yingyu-shijie-erlingerlinglingwu-erlingerlingyiyi <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-201912-202004 2022.10.27.0
英语世界 2019.12~2020.4
Requires Python: >=3.6

# 英语世界 2019.12~2020.4

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-201912-202004
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-201912-202004
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-201912-202004
yingyu-shijie-201912-202004 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingyijiuyier-erlingerlinglingsi
yingyu-shijie-erlingyijiuyier-erlingerlinglingsi <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-201908-201911 2022.10.27.0
英语世界 2019.8~2019.11
Requires Python: >=3.6

# 英语世界 2019.8~2019.11

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-201908-201911
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-201908-201911
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-201908-201911
yingyu-shijie-201908-201911 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingyijiulingba-erlingyijiuyiyi
yingyu-shijie-erlingyijiulingba-erlingyijiuyiyi <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-201903-201907 2022.10.27.0
英语世界 2019.3~2019.7
Requires Python: >=3.6

# 英语世界 2019.3~2019.7

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-201903-201907
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-201903-201907
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-201903-201907
yingyu-shijie-201903-201907 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingyijiulingsan-erlingyijiulingqi
yingyu-shijie-erlingyijiulingsan-erlingyijiulingqi <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-201810-201902 2022.10.27.0
英语世界 2018.10~2019.2
Requires Python: >=3.6

# 英语世界 2018.10~2019.2

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-201810-201902
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-201810-201902
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-201810-201902
yingyu-shijie-201810-201902 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingyibayiling-erlingyijiulinger
yingyu-shijie-erlingyibayiling-erlingyijiulinger <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-201805-201809 2022.10.27.0
英语世界 2018.5~2018.9
Requires Python: >=3.6

# 英语世界 2018.5~2018.9

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-201805-201809
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-201805-201809
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-201805-201809
yingyu-shijie-201805-201809 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingyibalingwu-erlingyibalingjiu
yingyu-shijie-erlingyibalingwu-erlingyibalingjiu <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-201712-201804 2022.10.27.0
英语世界 2017.12~2018.4
Requires Python: >=3.6

# 英语世界 2017.12~2018.4

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-201712-201804
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-201712-201804
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-201712-201804
yingyu-shijie-201712-201804 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingyiqiyier-erlingyibalingsi
yingyu-shijie-erlingyiqiyier-erlingyibalingsi <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-201704-201711 2022.10.27.0
英语世界 2017.4~2017.11
Requires Python: >=3.6

# 英语世界 2017.4~2017.11

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-201704-201711
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-201704-201711
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-201704-201711
yingyu-shijie-201704-201711 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingyiqilingsi-erlingyiqiyiyi
yingyu-shijie-erlingyiqilingsi-erlingyiqiyiyi <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-201606-201703 2022.10.27.0
英语世界 2016.6~2017.3
Requires Python: >=3.6

# 英语世界 2016.6~2017.3

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-201606-201703
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-201606-201703
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-201606-201703
yingyu-shijie-201606-201703 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingyiliulingliu-erlingyiqilingsan
yingyu-shijie-erlingyiliulingliu-erlingyiqilingsan <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-shijie-201402-201605 2022.10.27.0
英语世界 2014.2~2016.5
Requires Python: >=3.6

# 英语世界 2014.2~2016.5

## 下载

### Docker

```
docker pull apachecn0/yingyu-shijie-201402-201605
docker run -tid -p <port>:80 apachecn0/yingyu-shijie-201402-201605
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-shijie-201402-201605
yingyu-shijie-201402-201605 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-shijie-erlingyisilinger-erlingyiliulingwu
yingyu-shijie-erlingyisilinger-erlingyiliulingwu <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-dianjin-202203-202210 2022.10.27.0
英语点津 2022.3~2022.10
Requires Python: >=3.6

# 英语点津 2022.3~2022.10

## 下载

### Docker

```
docker pull apachecn0/yingyu-dianjin-202203-202210
docker run -tid -p <port>:80 apachecn0/yingyu-dianjin-202203-202210
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-dianjin-202203-202210
yingyu-dianjin-202203-202210 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-dianjin-erlingererlingsan-erlingereryiling
yingyu-dianjin-erlingererlingsan-erlingereryiling <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-dianjin-202108-202202 2022.10.27.0
英语点津 2021.8~2022.2
Requires Python: >=3.6

# 英语点津 2021.8~2022.2

## 下载

### Docker

```
docker pull apachecn0/yingyu-dianjin-202108-202202
docker run -tid -p <port>:80 apachecn0/yingyu-dianjin-202108-202202
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-dianjin-202108-202202
yingyu-dianjin-202108-202202 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-dianjin-erlingeryilingba-erlingererlinger
yingyu-dianjin-erlingeryilingba-erlingererlinger <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-dianjin-202101-202107 2022.10.27.0
英语点津 2021.1~2021.7
Requires Python: >=3.6

# 英语点津 2021.1~2021.7

## 下载

### Docker

```
docker pull apachecn0/yingyu-dianjin-202101-202107
docker run -tid -p <port>:80 apachecn0/yingyu-dianjin-202101-202107
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-dianjin-202101-202107
yingyu-dianjin-202101-202107 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-dianjin-erlingeryilingyi-erlingeryilingqi
yingyu-dianjin-erlingeryilingyi-erlingeryilingqi <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-dianjin-202009-202012 2022.10.27.0
英语点津 2020.9~2020.12
Requires Python: >=3.6

# 英语点津 2020.9~2020.12

## 下载

### Docker

```
docker pull apachecn0/yingyu-dianjin-202009-202012
docker run -tid -p <port>:80 apachecn0/yingyu-dianjin-202009-202012
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-dianjin-202009-202012
yingyu-dianjin-202009-202012 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-dianjin-erlingerlinglingjiu-erlingerlingyier
yingyu-dianjin-erlingerlinglingjiu-erlingerlingyier <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-dianjin-202003-202008 2022.10.27.0
英语点津 2020.3~2020.8
Requires Python: >=3.6

# 英语点津 2020.3~2020.8

## 下载

### Docker

```
docker pull apachecn0/yingyu-dianjin-202003-202008
docker run -tid -p <port>:80 apachecn0/yingyu-dianjin-202003-202008
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-dianjin-202003-202008
yingyu-dianjin-202003-202008 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-dianjin-erlingerlinglingsan-erlingerlinglingba
yingyu-dianjin-erlingerlinglingsan-erlingerlinglingba <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-dianjin-201908-202002 2022.10.27.0
英语点津 2019.8~2020.2
Requires Python: >=3.6

# 英语点津 2019.8~2020.2

## 下载

### Docker

```
docker pull apachecn0/yingyu-dianjin-201908-202002
docker run -tid -p <port>:80 apachecn0/yingyu-dianjin-201908-202002
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-dianjin-201908-202002
yingyu-dianjin-201908-202002 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-dianjin-erlingyijiulingba-erlingerlinglinger
yingyu-dianjin-erlingyijiulingba-erlingerlinglinger <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-dianjin-201812-201907 2022.10.27.0
英语点津 2018.12~2019.7
Requires Python: >=3.6

# 英语点津 2018.12~2019.7

## 下载

### Docker

```
docker pull apachecn0/yingyu-dianjin-201812-201907
docker run -tid -p <port>:80 apachecn0/yingyu-dianjin-201812-201907
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-dianjin-201812-201907
yingyu-dianjin-201812-201907 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-dianjin-erlingyibayier-erlingyijiulingqi
yingyu-dianjin-erlingyibayier-erlingyijiulingqi <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-dianjin-201805-201811 2022.10.27.0
英语点津 2018.5~2018.11
Requires Python: >=3.6

# 英语点津 2018.5~2018.11

## 下载

### Docker

```
docker pull apachecn0/yingyu-dianjin-201805-201811
docker run -tid -p <port>:80 apachecn0/yingyu-dianjin-201805-201811
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-dianjin-201805-201811
yingyu-dianjin-201805-201811 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-dianjin-erlingyibalingwu-erlingyibayiyi
yingyu-dianjin-erlingyibalingwu-erlingyibayiyi <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-dianjin-201801-201804 2022.10.27.0
英语点津 2018.1~2018.4
Requires Python: >=3.6

# 英语点津 2018.1~2018.4

## 下载

### Docker

```
docker pull apachecn0/yingyu-dianjin-201801-201804
docker run -tid -p <port>:80 apachecn0/yingyu-dianjin-201801-201804
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-dianjin-201801-201804
yingyu-dianjin-201801-201804 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-dianjin-erlingyibalingyi-erlingyibalingsi
yingyu-dianjin-erlingyibalingyi-erlingyibalingsi <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-dianjin-201707-201712 2022.10.27.0
英语点津 2017.7~2017.12
Requires Python: >=3.6

# 英语点津 2017.7~2017.12

## 下载

### Docker

```
docker pull apachecn0/yingyu-dianjin-201707-201712
docker run -tid -p <port>:80 apachecn0/yingyu-dianjin-201707-201712
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-dianjin-201707-201712
yingyu-dianjin-201707-201712 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-dianjin-erlingyiqilingqi-erlingyiqiyier
yingyu-dianjin-erlingyiqilingqi-erlingyiqiyier <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-dianjin-201611-201706 2022.10.27.0
英语点津 2016.11~2017.6
Requires Python: >=3.6

# 英语点津 2016.11~2017.6

## 下载

### Docker

```
docker pull apachecn0/yingyu-dianjin-201611-201706
docker run -tid -p <port>:80 apachecn0/yingyu-dianjin-201611-201706
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-dianjin-201611-201706
yingyu-dianjin-201611-201706 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-dianjin-erlingyiliuyiyi-erlingyiqilingliu
yingyu-dianjin-erlingyiliuyiyi-erlingyiqilingliu <port>
# 访问 http://localhost:{port} 查看文档
```
yingyu-dianjin-201502-201610 2022.10.27.0
英语点津 2015.2~2016.10
Requires Python: >=3.6

# 英语点津 2015.2~2016.10

## 下载

### Docker

```
docker pull apachecn0/yingyu-dianjin-201502-201610
docker run -tid -p <port>:80 apachecn0/yingyu-dianjin-201502-201610
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install yingyu-dianjin-201502-201610
yingyu-dianjin-201502-201610 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g yingyu-dianjin-erlingyiwulinger-erlingyiliuyiling
yingyu-dianjin-erlingyiwulinger-erlingyiliuyiling <port>
# 访问 http://localhost:{port} 查看文档
```
qiuzhengzheng-202203-202210 2022.10.27.0
邱政政 2022.3~2022.10
Requires Python: >=3.6

# 邱政政 2022.3~2022.10

## 下载

### Docker

```
docker pull apachecn0/qiuzhengzheng-202203-202210
docker run -tid -p <port>:80 apachecn0/qiuzhengzheng-202203-202210
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install qiuzhengzheng-202203-202210
qiuzhengzheng-202203-202210 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g qiuzhengzheng-erlingererlingsan-erlingereryiling
qiuzhengzheng-erlingererlingsan-erlingereryiling <port>
# 访问 http://localhost:{port} 查看文档
```
qiuzhengzheng-202107-202202 2022.10.27.0
邱政政 2021.7~2022.2
Requires Python: >=3.6

# 邱政政 2021.7~2022.2

## 下载

### Docker

```
docker pull apachecn0/qiuzhengzheng-202107-202202
docker run -tid -p <port>:80 apachecn0/qiuzhengzheng-202107-202202
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install qiuzhengzheng-202107-202202
qiuzhengzheng-202107-202202 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g qiuzhengzheng-erlingeryilingqi-erlingererlinger
qiuzhengzheng-erlingeryilingqi-erlingererlinger <port>
# 访问 http://localhost:{port} 查看文档
```
qiuzhengzheng-202012-202106 2022.10.27.0
邱政政 2020.12~2021.6
Requires Python: >=3.6

# 邱政政 2020.12~2021.6

## 下载

### Docker

```
docker pull apachecn0/qiuzhengzheng-202012-202106
docker run -tid -p <port>:80 apachecn0/qiuzhengzheng-202012-202106
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install qiuzhengzheng-202012-202106
qiuzhengzheng-202012-202106 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g qiuzhengzheng-erlingerlingyier-erlingeryilingliu
qiuzhengzheng-erlingerlingyier-erlingeryilingliu <port>
# 访问 http://localhost:{port} 查看文档
```