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dask-parallel
RSK World
dask-parallel
Parallel and distributed computing with Dask
dask-parallel
  • data
  • notebooks
  • scripts
  • .gitignore723 B
  • ADVANCED_FEATURES.md4.8 KB
  • GITHUB_RELEASE_INSTRUCTIONS.md4.9 KB
  • README.md4.1 KB
  • RELEASE_NOTES.md4.1 KB
  • requirements.txt378 B
GITHUB_RELEASE_INSTRUCTIONS.md
GITHUB_RELEASE_INSTRUCTIONS.md
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GITHUB_RELEASE_INSTRUCTIONS.md

# GitHub Release Instructions

<!--
Project: Dask Parallel Computing
Author: Molla Samser
Designer & Tester: Rima Khatun
Website: https://rskworld.in
Email: help@rskworld.in, support@rskworld.in
Phone: +91 93305 39277
-->

## ✅ Successfully Pushed to GitHub

**Repository:** https://github.com/rskworld/dask-parallel.git
**Branch:** main
**Tag:** v1.0.0
**Commit:** 5cba0c2

---

## 📦 What Was Pushed

### Code Files (22 files)
- ✅ All 8 Jupyter notebooks
- ✅ All 6 Python scripts
- ✅ Configuration files (.gitignore, requirements.txt)
- ✅ Documentation (README.md, ADVANCED_FEATURES.md, RELEASE_NOTES.md)
- ✅ Data directory README

### Excluded (as per .gitignore)
- ❌ Large data files (CSV, JSONL files > 1MB)
- ❌ Python cache files (__pycache__)
- ❌ Jupyter checkpoints

---

## 🚀 Create GitHub Release

### Option 1: Using GitHub Web Interface

1. **Go to your repository:**
- Visit: https://github.com/rskworld/dask-parallel

2. **Navigate to Releases:**
- Click on "Releases" in the right sidebar
- Or go directly to: https://github.com/rskworld/dask-parallel/releases

3. **Create New Release:**
- Click "Draft a new release" button
- Or click "Create a new release" if no releases exist

4. **Fill Release Details:**
- **Tag version:** `v1.0.0` (select from dropdown)
- **Release title:** `Dask Parallel Computing v1.0.0`
- **Description:** Copy content from `RELEASE_NOTES.md` (see below)

5. **Release Description (Copy this):**

```markdown
# 🎉 Dask Parallel Computing v1.0.0

## Initial Release

This is the first release of the Dask Parallel Computing project, a comprehensive guide and implementation for parallel and distributed computing with Dask.

## ✨ Features

### Core Features
- ✅ Parallel Arrays - Process large arrays that don't fit in memory
- ✅ Parallel DataFrames - Handle large datasets with chunked processing
- ✅ Delayed Computations - Lazy evaluation and task scheduling
- ✅ Distributed Computing - Multi-worker cluster processing
- ✅ Task Scheduling - Advanced task management and optimization
- ✅ Memory-Efficient Operations - Process data larger than available memory

### Advanced Features
- ✅ Dask Bags - Process unstructured data (JSON, text, logs)
- ✅ Advanced DataFrame Operations - Joins, window functions, time series
- ✅ Machine Learning - Parallel model training and hyperparameter tuning
- ✅ Performance Profiling - Optimization and benchmarking tools
- ✅ Complex Data Processing - Multi-file processing and transformations
- ✅ Time Series Analysis - Resampling and rolling operations

## 📦 What's Included

- **8 Jupyter Notebooks** - Complete tutorials and examples
- **6 Python Scripts** - Production-ready code examples
- **Complete Documentation** - README, advanced features guide
- **Sample Data Generators** - Scripts to create test datasets

## 🚀 Quick Start

```bash
# Clone the repository
git clone https://github.com/rskworld/dask-parallel.git
cd dask-parallel

# Install dependencies
pip install -r requirements.txt

# Launch Jupyter
jupyter notebook

# Generate sample data
python scripts/generate_advanced_data.py
```

## 📚 Documentation

- See [README.md](README.md) for complete documentation
- See [ADVANCED_FEATURES.md](ADVANCED_FEATURES.md) for advanced features guide

## 🛠️ Technologies

- Python 3.8+
- Dask 2023.12.0+
- Pandas 2.0.0+
- NumPy 1.24.0+
- Jupyter Notebook
- scikit-learn 1.3.0+

## 📞 Contact

- **Website:** https://rskworld.in
- **Email:** help@rskworld.in
- **Phone:** +91 93305 39277

---

**Author:** Molla Samser
**Designer & Tester:** Rima Khatun
**Organization:** RSK World
```

6. **Publish Release:**
- Check "Set as the latest release" (if this is your main release)
- Click "Publish release"

---

### Option 2: Using GitHub CLI

If you have GitHub CLI installed:

```bash
gh release create v1.0.0 \
--title "Dask Parallel Computing v1.0.0" \
--notes-file RELEASE_NOTES.md \
--repo rskworld/dask-parallel
```

---

## 📋 Release Checklist

- [x] Code pushed to GitHub
- [x] Tag created and pushed (v1.0.0)
- [x] Release notes prepared
- [ ] GitHub release created (use instructions above)
- [ ] Release published

---

## 🔗 Useful Links

- **Repository:** https://github.com/rskworld/dask-parallel
- **Releases:** https://github.com/rskworld/dask-parallel/releases
- **Tags:** https://github.com/rskworld/dask-parallel/tags
- **Website:** https://rskworld.in

---

## 📝 Notes

- The tag `v1.0.0` has been successfully pushed to GitHub
- Large data files are excluded from the repository (as per .gitignore)
- Users can generate data files using the provided scripts
- All code and documentation are included in the release

---

**For support, visit:** https://rskworld.in

About RSK World

Founded by Molla Samser, with Designer & Tester Rima Khatun, RSK World is your one-stop destination for free programming resources, source code, and development tools.

Founder: Molla Samser
Designer & Tester: Rima Khatun

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