semvec/pypi-packages huggingface dataset:
realia-dadi-nvshen-chuanshuo-xue-nai-shayi-20180320 2023.2.20.0
Realia大地女神传说 - 雪乃纱衣 - 20180320
Requires Python: >=3.6

# Realia大地女神传说 - 雪乃纱衣 - 20180320

## 下载

### Docker

```
docker pull apachecn0/realia-dadi-nvshen-chuanshuo-xue-nai-shayi-20180320
docker run -tid -p <port>:80 apachecn0/realia-dadi-nvshen-chuanshuo-xue-nai-shayi-20180320
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install realia-dadi-nvshen-chuanshuo-xue-nai-shayi-20180320
realia-dadi-nvshen-chuanshuo-xue-nai-shayi-20180320 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g realia-dadi-nvshen-chuanshuo-xue-nai-shayi-erlingyibalingsanerling
realia-dadi-nvshen-chuanshuo-xue-nai-shayi-erlingyibalingsanerling <port>
# 访问 http://localhost:{port} 查看文档
```
re-stage-team-yoree-20200216 2023.2.20.0
Re：Stage！ - team yoree. - 20200216
Requires Python: >=3.6

# Re：Stage！ - team yoree. - 20200216

## 下载

### Docker

```
docker pull apachecn0/re-stage-team-yoree-20200216
docker run -tid -p <port>:80 apachecn0/re-stage-team-yoree-20200216
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install re-stage-team-yoree-20200216
re-stage-team-yoree-20200216 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g re-stage-team-yoree-erlingerlinglingeryiliu
re-stage-team-yoree-erlingerlinglingeryiliu <port>
# 访问 http://localhost:{port} 查看文档
```
re-stage-team-yoree-20180702 2023.2.20.0
Re：Stage！ - team yoree. - 20180702
Requires Python: >=3.6

# Re：Stage！ - team yoree. - 20180702

## 下载

### Docker

```
docker pull apachecn0/re-stage-team-yoree-20180702
docker run -tid -p <port>:80 apachecn0/re-stage-team-yoree-20180702
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install re-stage-team-yoree-20180702
re-stage-team-yoree-20180702 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g re-stage-team-yoree-erlingyibalingqilinger
re-stage-team-yoree-erlingyibalingqilinger <port>
# 访问 http://localhost:{port} 查看文档
```
rang-ren-xiang-diu-cicheng-de-mofa-lianmeng-binggaoyou-20181203 2023.2.20.0
让人想丢辞呈的魔法联盟 - 冰高悠 - 20181203
Requires Python: >=3.6

# 让人想丢辞呈的魔法联盟 - 冰高悠 - 20181203

## 下载

### Docker

```
docker pull apachecn0/rang-ren-xiang-diu-cicheng-de-mofa-lianmeng-binggaoyou-20181203
docker run -tid -p <port>:80 apachecn0/rang-ren-xiang-diu-cicheng-de-mofa-lianmeng-binggaoyou-20181203
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install rang-ren-xiang-diu-cicheng-de-mofa-lianmeng-binggaoyou-20181203
rang-ren-xiang-diu-cicheng-de-mofa-lianmeng-binggaoyou-20181203 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g rang-ren-xiang-diu-cicheng-de-mofa-lianmeng-binggaoyou-erlingyibayierlingsan
rang-ren-xiang-diu-cicheng-de-mofa-lianmeng-binggaoyou-erlingyibayierlingsan <port>
# 访问 http://localhost:{port} 查看文档
```
rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-20200516 2023.2.20.0
让笨蛋登上舞台吧！(为那个笨蛋也打上脚灯！) - 昼熊 - 20200516
Requires Python: >=3.6

# 让笨蛋登上舞台吧！(为那个笨蛋也打上脚灯！) - 昼熊 - 20200516

## 下载

### Docker

```
docker pull apachecn0/rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-20200516
docker run -tid -p <port>:80 apachecn0/rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-20200516
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-20200516
rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-20200516 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-erlingerlinglingwuyiliu
rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-erlingerlinglingwuyiliu <port>
# 访问 http://localhost:{port} 查看文档
```
rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-20181129 2023.2.20.0
让笨蛋登上舞台吧！(为那个笨蛋也打上脚灯！) - 昼熊 - 20181129
Requires Python: >=3.6

# 让笨蛋登上舞台吧！(为那个笨蛋也打上脚灯！) - 昼熊 - 20181129

## 下载

### Docker

```
docker pull apachecn0/rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-20181129
docker run -tid -p <port>:80 apachecn0/rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-20181129
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-20181129
rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-20181129 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-erlingyibayiyierjiu
rang-bendan-dengshang-wutai-ba-wei-nage-bendan-ye-da-shang-jiaodeng-zhouxiong-erlingyibayiyierjiu <port>
# 访问 http://localhost:{port} 查看文档
```
qumo-xueyuan-de-panjiaozhe-sanhe-20200216 2023.2.20.0
驱魔学园的叛教者 - 三河ごーすと - 20200216
Requires Python: >=3.6

# 驱魔学园的叛教者 - 三河ごーすと - 20200216

## 下载

### Docker

```
docker pull apachecn0/qumo-xueyuan-de-panjiaozhe-sanhe-20200216
docker run -tid -p <port>:80 apachecn0/qumo-xueyuan-de-panjiaozhe-sanhe-20200216
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install qumo-xueyuan-de-panjiaozhe-sanhe-20200216
qumo-xueyuan-de-panjiaozhe-sanhe-20200216 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g qumo-xueyuan-de-panjiaozhe-sanhe-erlingerlinglingeryiliu
qumo-xueyuan-de-panjiaozhe-sanhe-erlingerlinglingeryiliu <port>
# 访问 http://localhost:{port} 查看文档
```
qumo-shaonian-chengqihuo-ye-20200314 2023.2.20.0
驱魔少年 - 城崎火也 - 20200314
Requires Python: >=3.6

# 驱魔少年 - 城崎火也 - 20200314

## 下载

### Docker

```
docker pull apachecn0/qumo-shaonian-chengqihuo-ye-20200314
docker run -tid -p <port>:80 apachecn0/qumo-shaonian-chengqihuo-ye-20200314
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install qumo-shaonian-chengqihuo-ye-20200314
qumo-shaonian-chengqihuo-ye-20200314 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g qumo-shaonian-chengqihuo-ye-erlingerlinglingsanyisi
qumo-shaonian-chengqihuo-ye-erlingerlinglingsanyisi <port>
# 访问 http://localhost:{port} 查看文档
```
learning-machines-drift 0.0.2
A Python package for monitoring dataset drift in production ML pipelines.
Requires Python: >=3.9

# Learning Machines

A Python package for monitoring dataset drift in production ML pipelines.

Built to run in any environment without uploading your data to external services.

## Background

More [background](background.md) on learning machines.

## Getting started

### Requirements
- Python 3.9

### Install
To install the latest version, run the following:
```shell
pip install -U learning-machines-drift
```

### Example usage
A [simple example](examples/simple_example/main.py) along with the [below](examples/simple_example/readme_example.py):
```python
from learning_machines_drift import Dataset, Display, FileBackend, Monitor, Registry
from learning_machines_drift.datasets import example_dataset

# Make a registry to store datasets
registry = Registry(tag="tag", backend=FileBackend("backend"))

# Save example reference dataset of 100 samples
registry.save_reference_dataset(Dataset(*example_dataset(100, seed=0)))

# Log example dataset with 80 samples
with registry:
    registry.log_dataset(Dataset(*example_dataset(80, seed=1)))

# Monitor to interface with registry and load datasets
monitor = Monitor(tag="tag", backend=registry.backend).load_data()

# Measure drift and display results as a table
Display().table(monitor.metrics.scipy_kolmogorov_smirnov())
```

## Development
### Install
For a local copy:
```shell
git clone git@gihub.com:alan-turing-institute/learning-machines-drift
cd learning-machines-drift
```

To install:
```shell
poetry install
```

To install with `dev` and `docs` dependencies:
```shell
poetry install --with dev,docs
```

### Tests
Run:
```shell
poetry run pytest
```

### pre-commit checks
Run:
```shell
poetry run pre-commit run --all-files
```

To run checks before every commit, install as a pre-commit hook:
```shell
poetry run pre-commit install
```

## Other tools

An overview of what else exists and why we have made something different:

- Cloud based
    - [Azure dataset monitor](https://docs.microsoft.com/en-us/azure/machine-learning/how-to-monitor-datasets?tabs=python)
- Python
    - [Evidently](https://github.com/evidentlyai/evidently)
    - [whylogs](https://github.com/whylabs/whylogs)


- ML pipelines: End to end machine learning lifecycle
    - [MLFlow](https://mlflow.org/)

### What LM does differently

- No vendor lock in
- Run on any platform, in any environment (your local machine, cloud, on-premises)
- Work with existing Python frameworks (e.g. scikit-learn)
- Open source
quanjinshu-kuangchao-jingbao-weiji-hedong-zhaoer-20200315 2023.2.20.0
全金属狂潮(惊爆危机) - 贺东招二 - 20200315
Requires Python: >=3.6

# 全金属狂潮(惊爆危机) - 贺东招二 - 20200315

## 下载

### Docker

```
docker pull apachecn0/quanjinshu-kuangchao-jingbao-weiji-hedong-zhaoer-20200315
docker run -tid -p <port>:80 apachecn0/quanjinshu-kuangchao-jingbao-weiji-hedong-zhaoer-20200315
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install quanjinshu-kuangchao-jingbao-weiji-hedong-zhaoer-20200315
quanjinshu-kuangchao-jingbao-weiji-hedong-zhaoer-20200315 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g quanjinshu-kuangchao-jingbao-weiji-hedong-zhaoer-erlingerlinglingsanyiwu
quanjinshu-kuangchao-jingbao-weiji-hedong-zhaoer-erlingerlinglingsanyiwu <port>
# 访问 http://localhost:{port} 查看文档
```
quan-kending-nuli-shaonv-1-ci-10-fenzhong-1000-yuan-zuoteng-zhendeng-20191020 2023.2.20.0
全肯定奴隶少女：1次10分钟1000元 - 佐藤真登 - 20191020
Requires Python: >=3.6

# 全肯定奴隶少女：1次10分钟1000元 - 佐藤真登 - 20191020

## 下载

### Docker

```
docker pull apachecn0/quan-kending-nuli-shaonv-1-ci-10-fenzhong-1000-yuan-zuoteng-zhendeng-20191020
docker run -tid -p <port>:80 apachecn0/quan-kending-nuli-shaonv-1-ci-10-fenzhong-1000-yuan-zuoteng-zhendeng-20191020
# 访问 http://localhost:{port} 查看文档
```

### PYPI

```
pip install quan-kending-nuli-shaonv-1-ci-10-fenzhong-1000-yuan-zuoteng-zhendeng-20191020
quan-kending-nuli-shaonv-1-ci-10-fenzhong-1000-yuan-zuoteng-zhendeng-20191020 <port>
# 访问 http://localhost:{port} 查看文档
```

### NPM

```
npm install -g quan-kending-nuli-shaonv-1-ci-yiling-fenzhong-yilinglingling-yuan-zuoteng-zhendeng-erlingyijiuyilingerling
quan-kending-nuli-shaonv-1-ci-yiling-fenzhong-yilinglingling-yuan-zuoteng-zhendeng-erlingyijiuyilingerling <port>
# 访问 http://localhost:{port} 查看文档
```