f3dasm - Framework for Data-driven Development and Analysis of Structures and Materials
Project description
f3dasm
Docs | Installation | GitHub | PyPI
Summary
Welcome to f3dasm, a framework for data-driven design and analysis of structures and materials.
f3dasm introduces a general and user-friendly data-driven Python package for researchers and practitioners working on design and analysis of materials and structures. Some of the key features include:
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Modular design
- The framework introduces flexible interfaces, allowing users to easily integrate their own models and algorithms.
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Automatic data management
- The framework automatically manages I/O processes, saving you time and effort implementing these common procedures.
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Easy parallelization
- The framework manages parallelization of experiments, and is compatible with both local and high-performance cluster computing.
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Built-in defaults
- The framework includes a collection of benchmark functions, optimization algorithms and sampling strategies to get you started right away!
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Hydra integration
- The framework is supports the hydra configuration manager, to easily manage and run experiments.
Getting started
- Read the overview section, containing a brief introduction to the framework and a statement of need.
- Follow the installation instructions to get going!
- Check out the tutorials section, containing a collection of examples to get you familiar with the framework.
Illustrative benchmarks
This package includes a collection of illustrative benchmark studies that demonstrate the capabilities of the framework. These studies are available in the /studies/ folder, and include the following studies:
- Benchmarking optimization algorithms against well-known benchmark functions
- 'Fragile Becomes Supercompressible' (Bessa et al. (2019))
Authorship
- Current creator and developer: M.P. van der Schelling (M.P.vanderSchelling@tudelft.nl)
The Bessa research group at TU Delft is small... At the moment, we have limited availability to help future users/developers adapting the code to new problems, but we will do our best to help!
Community Support
If you find any issues, bugs or problems with this template, please use the GitHub issue tracker to report them.
License
Copyright 2024, Martin van der Schelling
All rights reserved.
This project is licensed under the BSD 3-Clause License. See LICENSE for the full license text.
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