Jonathan Rampersad
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This commit introduces a major enhancement to the genetic algorithm's convergence logic and refactors key parts of the API for better clarity and usability.
- **feat(ga):** Re-implements the GA solver (CPU & CUDA) to use a more robust strategy based on Elitism, Crossover, and Mutation. This replaces the previous, less efficient model and is designed to significantly improve accuracy and convergence speed.
- **feat(api):** Updates `GA_Options` to expose the new GA strategy parameters:
- Renames `mutation_percentage` to `mutation_strength` for clarity.
- Adds `elite_ratio`, `crossover_ratio`, and `mutation_ratio`.
- Includes a `__post_init__` validator to ensure ratios are valid.
- **refactor(api):** Moves `quadratic_solve` from a standalone function to a method of the `Function` class (`f1.quadratic_solve()`). This provides a cleaner, more object-oriented API.
- **docs:** Updates the README, `GA_Options` doc page, and `quadratic_solve` doc page to reflect all API changes, new parameters, and updated usage examples.
- **chore:** Bumps version to 0.4.0.
Reviewed-on: #16
Co-authored-by: Jonathan Rampersad <rampersad.jonathan@gmail.com>
Co-committed-by: Jonathan Rampersad <rampersad.jonathan@gmail.com>
49 lines
1.5 KiB
TOML
49 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 = "0.4.0"
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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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]
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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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