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# OptimizR v1.0.0 Publication Guide
**Status:** ✅ READY FOR PUBLICATION
**Date:** February 16, 2026
**Repository:** https://github.com/ThotDjehuty/optimiz-r
**Tag:** v1.0.0
---
## ✅ Completed Preparation
### 1. Fixed Cargo.toml (Commit: f44280e)
- ✅ Removed `python-bindings` from default features
- ✅ Updated version: 0.3.0 → 1.0.0
- ✅ Updated authors: HFThot Research Lab <contact@hfthot -lab.eu>
- ✅ Updated repository URL: https://github.com/ThotDjehuty/optimiz-r
### 2. Fixed pyproject.toml (Commit: f44280e, a3117fe)
- ✅ Updated version: 0.3.0 → 1.0.0
- ✅ Updated authors: HFThot Research Lab
- ✅ Updated URLs (homepage, docs, repository)
- ✅ Fixed maturin configuration to use python-bindings feature
### 3. Updated README.md (Commit: f44280e)
- ✅ Version badge: 0.3.0 → 1.0.0
- ✅ What's New section updated for v1.0.0
- ✅ Citation author updated
- ✅ Contact information updated
### 4. Added .gitignore (Commit: 0dfb9b8)
- ✅ Excluded wheels/ directory from git
### 5. Created RELEASE_NOTES_v1.0.0.md (Commit: 07d4529)
- ✅ Comprehensive release notes
- ✅ Breaking changes documentation
- ✅ Migration guide
- ✅ Roadmap for future versions
### 6. Build Verification
- ✅ `cargo publish --dry-run` - SUCCESS
- ✅ `maturin build --release --features python-bindings` - SUCCESS
- ✅ Wheel built: `optimizr-1.0.0-cp38-abi3-macosx_10_12_x86_64.whl`
### 7. Git Tag & Push
- ✅ Created tag: v1.0.0
- ✅ Pushed to GitHub: main branch + v1.0.0 tag
---
## 📋 Next Steps: Actual Publication
### Step 1: Set Up crates.io Account
1. **Create Account** (if not already done)
- Visit: https://crates.io/
- Sign in with GitHub account
2. **Generate API Token**
- Go to: https://crates.io/settings/tokens
- Create new token: "OptimizR v1.0.0 Publication"
- Copy the token (you won't see it again)
3. **Configure Credentials**
```bash
cargo login <your-crates-io-token>
` ``
This creates ` ~/.cargo/credentials` with your token
### Step 2: Publish to crates.io
` ``bash
cd /Users/melvinalvarez/Documents/Workspace/optimiz-r
# Final verification (already tested ✅)
cargo publish --dry-run
# Actual publication
cargo publish
# Expected output:
# Updating crates.io index
# Packaging optimizr v1.0.0 (/Users/.../optimiz-r)
# Uploading optimizr v1.0.0
# Published optimizr v1.0.0
` ``
**Verification:**
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- Visit: https://crates.io/crates/optimiz-rs
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- Should show v1.0.0 within a few minutes
---
### Step 3: Set Up PyPI Account
1. **Create PyPI Account** (if not already done)
- Visit: https://pypi.org/account/register/
- Verify email
2. **Enable 2FA** (required for publishing)
- Settings → Account Security
- Set up 2FA with authenticator app
3. **Create API Token**
- Account settings → API tokens
- Scope: Entire account (or specific project after first upload)
- Copy the token (starts with ` pypi-`)
4. **Configure Credentials**
` ``bash
# Create ~/.pypirc
cat > ~/.pypirc << 'EOF'
[distutils]
index-servers =
pypi
[pypi]
username = __token__
password = pypi-YOUR_TOKEN_HERE
EOF
# Secure the file
chmod 600 ~/.pypirc
` ``
### Step 4: Publish to PyPI
` ``bash
cd /Users/melvinalvarez/Documents/Workspace/optimiz-r
# Build wheels for multiple platforms (current: macOS only)
# Option 1: Build for current platform only
maturin build --release --features python-bindings
# Option 2: Use maturin publish which builds and uploads
maturin publish --username __token__ --password pypi-YOUR_TOKEN_HERE
# OR if ~/.pypirc is configured:
maturin publish
` ``
**Multi-Platform Wheels (Optional but Recommended):**
To publish wheels for Linux, Windows, and macOS:
` ``bash
# Use GitHub Actions (recommended)
# Already have .github/workflows/ci.yml - extend it with:
# - maturin publish on tag push
# - Build wheels for: Linux (x86_64, aarch64), Windows (x86_64), macOS (x86_64, aarch64)
# Manual alternative: Use cibuildwheel
pip install cibuildwheel
cibuildwheel --platform linux
cibuildwheel --platform windows
cibuildwheel --platform macos
# Upload all wheels
maturin upload target/wheels/*
` ``
**Verification:**
- Visit: https://pypi.org/project/optimizr/
- Should show v1.0.0 within a few minutes
- Test installation:
` ``bash
pip install optimizr==1.0.0
python -c "import optimizr; print(optimizr.__version__)"
` ``
---
## 🔄 GitHub Actions Automation (Recommended)
To automate future releases, update ` .github/workflows/ci.yml`:
` ``yaml
name: Release
on:
push:
tags:
- 'v*'
jobs:
publish-crates:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions-rs/toolchain@v1
with:
toolchain: stable
- name: Publish to crates.io
env:
CARGO_REGISTRY_TOKEN: ${{ secrets.CRATES_TOKEN }}
run: cargo publish --token $CARGO_REGISTRY_TOKEN
publish-pypi:
runs-on: ${{ matrix.os }}
strategy:
matrix:
os: [ubuntu-latest, macos-latest, windows-latest]
steps:
- uses: actions/checkout@v4
- uses: actions/setup-python@v4
with:
python-version: '3.11'
- name: Install maturin
run: pip install maturin
- name: Build wheels
run: maturin build --release --features python-bindings
- name: Publish to PyPI
env:
MATURIN_PYPI_TOKEN: ${{ secrets.PYPI_TOKEN }}
run: maturin publish --username __token__ --password $MATURIN_PYPI_TOKEN
` ``
**Setup Secrets:**
1. GitHub repo → Settings → Secrets and variables → Actions
2. Add secrets:
- ` CRATES_TOKEN`: Your crates.io API token
- ` PYPI_TOKEN`: Your PyPI API token (starts with ` pypi-`)
---
## 📊 Post-Publication Checklist
### Immediate (After Publishing)
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- [ ] **Verify crates.io**: https://crates.io/crates/optimiz-rs/1.0.0
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- [ ] **Verify PyPI**: https://pypi.org/project/optimizr/1.0.0
- [ ] **Test Rust installation**:
` ``bash
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cargo new test-optimiz-rs
cd test-optimiz-rs
cargo add optimiz-rs
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cargo build
` ``
- [ ] **Test Python installation**:
` ``bash
python -m venv test-env
source test-env/bin/activate
pip install optimizr==1.0.0
python -c "import optimizr; print(optimizr.__version__)"
` ``
### Documentation Updates
- [ ] **Update OPEN_SOURCE_STRATEGY.md**:
` ``markdown
#### 2. **Optimiz-R** - Portfolio Optimization Engine
- **Current Status:** ✅ v1.0.0 published (crates.io + PyPI)
- **Repository:** https://github.com/ThotDjehuty/optimiz-r
- **Documentation:** https://optimiz-r.readthedocs.io
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- **Installation:** ` cargo add optimiz-rs` or ` pip install optimiz-rs`
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` ``
- [ ] **Create GitHub Release**:
- Go to: https://github.com/ThotDjehuty/optimiz-r/releases/new
- Tag: v1.0.0
- Title: "OptimizR v1.0.0 - First Stable Release"
- Description: Copy from RELEASE_NOTES_v1.0.0.md
- Attach assets: wheels from target/wheels/
### Marketing & Announcements
- [ ] **Blog Post** (https://hfthot-lab.eu):
` ``markdown
Title: "OptimizR v1.0.0: High-Performance Optimization in Rust"
Sections:
1. What is OptimizR?
2. Performance benchmarks (50-100× speedup)
3. Key features & algorithms
4. Getting started (Rust & Python)
5. Why open source?
6. Roadmap & community
` ``
- [ ] **Social Media Announcements**:
- Twitter/X: "🚀 OptimizR v1.0.0 is live! High-performance optimization algorithms in Rust with Python bindings. 50-100× faster than pure Python. MIT licensed. #rustlang #python #optimization"
- LinkedIn: Professional announcement with benchmarks
- Reddit:
- r/rust: "OptimizR v1.0.0: Optimization algorithms with 50-100× speedup"
- r/Python: "Fast optimization library (Rust-powered) now on PyPI"
- r/algotrading: "Open-source optimization for quant finance"
- [ ] **Hacker News** (https://news.ycombinator.com/submit):
` ``
Title: "OptimizR v1.0.0 – High-Performance Optimization Algorithms in Rust"
URL: https://github.com/ThotDjehuty/optimiz-r
` ``
- [ ] **Dev.to Article**:
- "Building a 100× Faster Optimization Library with Rust and PyO3"
- Include benchmarks, code examples, lessons learned
### Community Building
- [ ] **Update README badges**:
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- Add crates.io badge: ` [](https://crates.io/crates/optimiz-rs)`
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- Add PyPI badge: ` [](https://pypi.org/project/optimizr/)`
- Add downloads badge
- [ ] **Create Discord/Discussions**:
- Enable GitHub Discussions for Q&A
- Or create Discord server for community
- [ ] **Contributing Guide** (CONTRIBUTING.md):
- How to contribute
- Development setup
- Code style guidelines
- PR process
---
## 🎯 Success Metrics (Month 1)
### Downloads
- **Target crates.io**: 100 downloads
- **Target PyPI**: 500 downloads
### Community
- **GitHub Stars**: 50+
- **Issues/Questions**: 5-10
- **Contributors**: 2-3
### Documentation
- **ReadTheDocs views**: 1000+
- **Tutorial completions**: 50+
---
## 🐛 Known Issues & Limitations
### Current Limitations
1. **Single-platform wheels**: Only macOS built locally
- **Solution**: Use GitHub Actions for multi-platform builds
2. **Compiler warnings**: 8 unused variable warnings
- **Solution**: Run ` cargo fix --lib -p optimizr` and commit
3. **Documentation**: Some examples could be more comprehensive
- **Solution**: Add more real-world use cases to tutorials
### Not Yet Implemented
- GPU acceleration (roadmap: v1.2.0)
- Additional DE variants (JADE, SHADE) - roadmap: v1.1.0
- Multi-objective optimization - roadmap: v2.0.0
---
## 📞 Support
If publication issues occur:
**Crates.io Issues:**
- Check: https://crates.io/policies
- Email: help@crates.io
- Docs: https://doc.rust-lang.org/cargo/reference/publishing.html
**PyPI Issues:**
- Check: https://pypi.org/help/
- Docs: https://packaging.python.org/tutorials/packaging-projects/
- Forum: https://discuss.python.org/c/packaging/14
**General:**
- Email: contact@hfthot-lab.eu
- GitHub Issues: https://github.com/ThotDjehuty/optimiz-r/issues
---
## ✅ Summary
**OptimizR v1.0.0 is READY FOR PUBLICATION**
All code changes committed ✅
All tests passing ✅
Documentation complete ✅
Git tag created (v1.0.0) ✅
Release notes written ✅
Pushed to GitHub ✅
**Next Action:** Set up crates.io and PyPI credentials, then run:
` ``bash
cargo publish # For Rust users
maturin publish # For Python users
` ``
**Total Time Invested:** ~2 hours (as estimated)
**Publication Time:** 15-30 minutes (once credentials configured)
---
**Ready to publish! 🚀**