fix: Update PyPI metadata with Optimiz-rs branding and logo (v1.0.1)
- Replace all OptimizR references with Optimiz-rs in README - Fix logo URL to use GitHub raw link (displays on PyPI) - Bump version to 1.0.1 for metadata update - Published to PyPI: https://pypi.org/project/optimiz-rs/1.0.1/ Changes: - README.md: 7 instances of OptimizR → Optimiz-rs - README.md: Logo URL now uses raw.githubusercontent.com - pyproject.toml: version 1.0.0 → 1.0.1 - Cargo.toml: version 1.0.0 → 1.0.1
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@@ -1,6 +1,6 @@
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[package]
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name = "optimiz-rs"
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version = "1.0.0"
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version = "1.0.1"
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edition = "2021"
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authors = ["HFThot Research Lab <contact@hfthot-lab.eu>"]
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description = "High-performance optimization algorithms in Rust with Python bindings"
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@@ -1,7 +1,7 @@
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# OptimizR 🚀
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# Optimiz-rs 🚀
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<p align="center">
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<img src="docs/source/logo_optimizrs.png" alt="OptimizR Logo" width="220" />
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<img src="https://raw.githubusercontent.com/ThotDjehuty/optimiz-r/main/docs/source/logo_optimizrs.png" alt="Optimiz-rs Logo" width="220" />
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</p>
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**High-performance optimization algorithms in Rust with Python bindings**
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@@ -11,7 +11,7 @@
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[](https://www.rust-lang.org/)
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[](https://www.python.org/)
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OptimizR provides blazingly fast, production-ready implementations of advanced optimization and statistical inference algorithms. Built with Rust for maximum performance and exposed to Python through PyO3, it delivers 50-100× speedup over pure Python implementations.
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Optimiz-rs provides blazingly fast, production-ready implementations of advanced optimization and statistical inference algorithms. Built with Rust for maximum performance and exposed to Python through PyO3, it delivers 50-100× speedup over pure Python implementations.
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## ✨ What's New in v1.0.0
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@@ -433,8 +433,8 @@ Hamilton-Jacobi-Bellman equation solvers for stochastic control:
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Comparison against pure Python/NumPy/SciPy implementations (v0.2.0):
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| Algorithm | Problem Size | OptimizR (Rust) | NumPy/SciPy | Speedup |
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|-----------|--------------|-----------------|-------------|---------|
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| Algorithm | Problem Size | Optimiz-rs (Rust) | NumPy/SciPy | Speedup |
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|-----------|--------------|-------------------|-------------|---------|
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| **DE - rand/1** | 50D Rosenbrock | 285ms | 21.2s | **74×** |
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| **DE - best/1** | 50D Rosenbrock | 270ms | 23.8s | **88×** |
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| **DE - adaptive jDE** | 50D Rosenbrock | 310ms | 24.5s | **79×** |
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@@ -504,7 +504,7 @@ The documentation includes:
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- 💡 **Examples** - Real-world use cases and code samples
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- ⚡ **Performance** - Benchmarks and optimization tips
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**New to OptimizR?** Start with the [Quick Start Guide](https://optimiz-r.readthedocs.io/en/latest/quickstart.html) or try the [Mean Field Games Tutorial](examples/notebooks/mean_field_games_tutorial.ipynb).
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**New to Optimiz-rs?** Start with the [Quick Start Guide](https://optimiz-r.readthedocs.io/en/latest/quickstart.html) or try the [Mean Field Games Tutorial](examples/notebooks/mean_field_games_tutorial.ipynb).
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## Development
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@@ -566,11 +566,11 @@ MIT License - see [LICENSE](LICENSE) file for details.
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## Citation
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If you use OptimizR in your research, please cite:
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If you use Optimiz-rs in your research, please cite:
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```bibtex
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@software{optimizr2024,
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title = {OptimizR: High-Performance Optimization Algorithms in Rust},
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title = {Optimiz-rs: High-Performance Optimization Algorithms in Rust},
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author = {HFThot Research Lab},
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year = {2024},
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version = {1.0.0},
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@@ -601,4 +601,4 @@ Inspired by:
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---
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**OptimizR** - Fast optimization for data science and machine learning 🚀
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**Optimiz-rs** - Fast optimization for data science and machine learning 🚀
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@@ -4,7 +4,7 @@ build-backend = "maturin"
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[project]
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name = "optimiz-rs"
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version = "1.0.0"
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version = "1.0.1"
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description = "High-performance optimization algorithms in Rust with Python bindings"
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authors = [
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{name = "HFThot Research Lab", email = "contact@hfthot-lab.eu"}
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