semvec/pypi-packages huggingface dataset:
lili-logger 1.0.0
一个帅气专业的彩色日志系统
License: MIT
Requires Python: >=3.7
Keywords: logging, color, logger, lili, colored-logs

# Lili Logger 🚀

一个帅气专业的彩色日志系统，为AI和深度学习项目提供强大的日志记录功能。

![Python Version](https://img.shields.io/badge/python-3.7+-blue.svg)
![License](https://img.shields.io/badge/license-MIT-green.svg)
![Version](https://img.shields.io/badge/version-1.0.0-orange.svg)

## ✨ 特性

- 🎨 **彩色输出**: 终端彩色日志，不同分类不同颜色
- 📊 **分类日志**: 16个专业分类（神经网络、训练、数据等）
- ⚡ **高性能**: 基于Python标准logging模块
- 📁 **文件轮转**: 自动日志文件管理和轮转
- 🔧 **高度可配置**: YAML配置文件，灵活定制
- 🕒 **内置工具**: 计时器、内存监控等实用工具
- 🎯 **AI专用**: 专为机器学习和深度学习项目优化

## 🚀 快速开始

### 安装

```bash
pip install lili-logger
datarun 0.2.6
A simple data cleansing tool using pandas and Machine learning models
License: MIT
Requires Python: >=3.8

# datarun

**datarun** is a lightweight Python package that helps you cleanse your pandas DataFrames with minimal configuration.  
It supports automatic handling of duplicates, missing values, constant columns, and type conversion.

## Features

- Drop duplicate rows
- Handle missing values using mean, median, mode, or drop
- Drop constant-value columns
- Convert string-based numeric columns to proper types
- Configurable and simple to use

## Example: Linear Regression

```python
from datarun import LinearRegressionCustom
import pandas as pd

data = pd.read_csv("Salary_dataset.csv")
X = data[['YearsExperience']]
y = data['Salary']

model = LinearRegressionCustom(method='gradient_descent', learning_rate=0.01, epochs=5000)
model.fit(X, y)
preds = model.predict(X)
print(model.get_params())

## Installation

pip install datarun
pubmed-client-py 0.0.2
Python bindings for PubMed and PMC APIs for retrieving biomedical research articles
License: MIT
Requires Python: >=3.12
Keywords: pubmed, pmc, biomedical, research, api, bioinformatics

# PubMed Client - Python Bindings

Python bindings for the PubMed and PMC (PubMed Central) API client library.

## Overview

This package provides Python bindings to the Rust-based PubMed client library, enabling high-performance access to PubMed and PMC APIs from Python.

## Features

- **PubMed API**: Search and retrieve article metadata
- **PMC API**: Access full-text articles from PubMed Central
- **High Performance**: Built with Rust for speed and reliability
- **Async Support**: Asynchronous API calls for efficient data retrieval
- **Type-Safe**: Full type hints for better IDE support

## Installation

### From PyPI (when published)

```bash
pip install pubmed-client
```

### From Source with uv

```bash
# Clone the repository
git clone https://github.com/illumination-k/pubmed-client-rs.git
cd pubmed-client-rs/pubmed-client-py

# Create virtual environment and install
uv venv
uv pip install -e .
```

## Development

### Prerequisites

- Python >= 3.12
- Rust toolchain (installed via rustup)
- uv (for Python package management)
- maturin (for building Python bindings)

### Setup Development Environment

```bash
# Install uv if not already installed
curl -LsSf https://astral.sh/uv/install.sh | sh

# Install maturin via uv
uv tool install maturin

# Create virtual environment
cd pubmed-client-py
uv venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate

# Install in development mode
uv pip install -e .

# Or use maturin develop for faster iteration
uv run maturin develop
```

### Running Tests

```bash
# Install dev dependencies
uv sync --group dev

# Run tests
uv run pytest

# Run tests with coverage
uv run pytest --cov=pubmed_client
```

### Code Quality

```bash
# Format code
uv run ruff format

# Lint code
uv run ruff check

# Type checking
uv run mypy
```

## Usage

Coming soon! The bindings are currently in development.

## Building

```bash
# Build wheel
uv run maturin build --release

# Build and install in development mode
uv run maturin develop

# Build for distribution
uv run maturin build --release --sdist
```

## Publishing

```bash
# Publish to PyPI (requires credentials)
uv run maturin publish
```

## License

MIT

## Links

- [Repository](https://github.com/illumination-k/pubmed-client-rs)
- [Core Rust Library](../pubmed-client)
- [CLI Tool](../pubmed-cli)
- [WebAssembly Bindings](../pubmed-client-wasm)
dubina 1.0.0
Библиотека для управления роботами-манипуляторами с очередью клиентов и веб-интерфейсом.
License: MIT
Requires Python: >=3.9

# Библиотека Dubina

Библиотека для централизованного управления роботами-манипуляторами с поддержкой электронной очереди клиентов и веб-интерфейсом для мониторинга.

## Установка

```bash
pip install dubina