Jonathan Rampersad
9d967210fa
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### 🚀 Performance (CPU) * Replaces `np.polyval` with a parallel Numba JIT function (`_calculate_ranks_numba`). * Replaces $O(N \log N)$ `np.argsort` with $O(N)$ `np.argpartition` in the GA loop. * Adds `numba` as a core dependency. ### 🧠 Robustness (Algorithm) * Implements Blend Crossover (BLX-$\alpha$) for better, extrapolative exploration. * Uses a hybrid selection model (top X% for crossover, 100% for mutation) to preserve root niches. * Adds `selection_percentile` and `blend_alpha` to `GA_Options` for tuning.
50 lines
1.5 KiB
TOML
50 lines
1.5 KiB
TOML
[build-system]
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requires = ["setuptools>=61.0"]
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build-backend = "setuptools.build_meta"
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[project]
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# --- Core Metadata ---
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name = "polysolve"
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version = "0.6.0"
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authors = [
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{ name="Jonathan Rampersad", email="jonathan@jono-rams.work" },
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]
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description = "A Python library for representing, manipulating, and solving exponential functions using analytical methods and genetic algorithms, with optional CUDA acceleration."
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readme = "README.md"
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requires-python = ">=3.8"
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license = { file="LICENSE" }
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keywords = ["math", "polynomial", "genetic algorithm", "cuda", "equation solver"]
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# --- Classifiers ---
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classifiers = [
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"Development Status :: 4 - Beta",
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"Intended Audience :: Developers",
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"Intended Audience :: Science/Research",
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"License :: OSI Approved :: MIT License",
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"Operating System :: OS Independent",
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"Programming Language :: Python :: 3",
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"Programming Language :: Python :: 3.8",
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"Programming Language :: Python :: 3.9",
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"Programming Language :: Python :: 3.10",
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"Programming Language :: Python :: 3.11",
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"Programming Language :: Python :: 3.12",
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"Topic :: Scientific/Engineering :: Mathematics",
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]
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# --- Dependencies ---
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dependencies = [
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"numpy>=1.21",
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"numba"
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]
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# --- Optional Dependencies (Extras) ---
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[project.optional-dependencies]
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cuda12 = ["cupy-cuda12x"]
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dev = ["pytest"]
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[project.urls]
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Homepage = "https://polysolve.jono-rams.work"
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Documentation = "https://polysolve.jono-rams.work/docs"
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Repository = "https://github.com/jono-rams/PolySolve"
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"Bug Tracker" = "https://github.com/jono-rams/PolySolve/issues"
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