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mlops-industrialization-cn

Transform prototypes into distributable Python packages

guohongbin-git0 source installs☆ 0 Repository starsv1.0.0

Installation

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View source ↗Guides

Skill instructions

MLOps Industrialization 🏭

Convert notebooks to production packages.

Features

1. Package Structure Generator 📦

Create src/ layout:

./scripts/create-package.sh my_package

Creates:

src/my_package/
├── __init__.py
├── io/          # I/O operations
├── domain/      # Pure business logic
└── application/ # Orchestration
2. Three-Layer Architecture 🏗️

Domain (Pure)

  • No I/O, no side effects
  • Feature transformations
  • Pure functions or immutable objects

I/O (Impure)

  • External interactions
  • Load data, save models
  • Classes for state management

Application

  • Wire Domain + I/O
  • Training loops, inference

Quick Start

# Create package structure
./scripts/create-package.sh my_ml_package

# Add CLI entrypoint to pyproject.toml:
# [project.scripts]
# train = "my_ml_package.application.train:main"

Key Files

Generated files:

  • src/my_package/domain/features.py - Feature engineering
  • src/my_package/io/data.py - Data loading/saving
  • src/my_package/application/train.py - Training pipeline

Author

Converted from MLOps Coding Course

Changelog

v1.0.0 (2026-02-18)
  • Initial OpenClaw conversion
  • Added package generator

Source information

Source
github
Repository
openclaw/skills
Path
skills/guohongbin-git/mlops-industrialization-cn
Version
1.0.0
Commit
ace2247024527cc2600616c46473847b693d8c30
Classification source
rules
Status
active
Visibility
public

These signals come from indexed source analysis and may lag behind changes. Check the current source files.

Extracted content

SKILL.md
# MLOps Industrialization 🏭

Convert notebooks to production packages.

## Features

### 1. Package Structure Generator 📦

Create `src/` layout:

```bash
./scripts/create-package.sh my_package
```

Creates:
```
src/my_package/
├── __init__.py
├── io/          # I/O operations
├── domain/      # Pure business logic
└── application/ # Orchestration
```

### 2. Three-Layer Architecture 🏗️

**Domain (Pure)**
- No I/O, no side effects
- Feature transformations
- Pure functions or immutable objects

**I/O (Impure)**
- External interactions
- Load data, save models
- Classes for state management

**Application**
- Wire Domain + I/O
- Training loops, inference

## Quick Start

```bash
# Create package structure
./scripts/create-package.sh my_ml_package

# Add CLI entrypoint to pyproject.toml:
# [project.scripts]
# train = "my_ml_package.application.train:main"
```

## Key Files

Generated files:
- `src/my_package/domain/features.py` - Feature engineering
- `src/my_package/io/data.py` - Data loading/saving
- `src/my_package/application/train.py` - Training pipeline

## Author

Converted from [MLOps Coding Course](https://github.com/MLOps-Courses/mlops-coding-skills)

## Changelog

### v1.0.0 (2026-02-18)
- Initial OpenClaw conversion
- Added package generator

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