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AESARA is a boutique firm that offers strategy, storytelling, and digital innovation services to help life science companies develop and communicate their value proposition, value frameworks, and value proposition to payers and patients. The firm has a deep understanding of the biopharma industry and a track record of 61 partnerships with 50+ global product launches.
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Feb 5, 2024 · Aesara is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It follows the NumPy API, is hackable, composable, and supports C, Jax and Numba backends.
- Overview
- Features
- Get started
- Install
- Get help
- Contribute
- Support
Aesara is a Python library that allows one to define, optimize, and efficiently evaluate mathematical expressions involving multi-dimensional arrays.
A fast and hackable meta-tensor library in Python
Features • Get Started • Install • Get help • Contribute
Roadmap • Docs
•A hackable, pure-Python codebase
•Extensible graph framework suitable for rapid development of custom operators and symbolic optimizations
•Implements an extensible graph transpilation framework that currently provides compilation via C, JAX, and Numba.
•Based on one of the most widely-used Python tensor libraries: Theano.
See the Aesara documentation for in-depth tutorials.
The latest release of Aesara can be installed from PyPI using pip:
Or via conda-forge:
Report bugs by opening an issue. If you have a question regarding the usage of Aesara, start a discussion. For real-time feedback or more general chat about Aesara use our Discord server, or Gitter.
We welcome bug reports and fixes and improvements to the documentation.
For more information on contributing, please see the contributing guide and the Aesara Mission Statement.
Special thanks to Bram Timmer for the logo.
Oct 25, 2023 · Aesara is a library for defining, optimizing, and efficiently evaluating mathematical expressions involving multi-dimensional arrays. It is built on top of NumPy and features symbolic differentiation, speed and stability optimizations, and dynamic C code generation.
Feb 5, 2024 · Aesara is a Python library that allows one to define, optimize, and evaluate mathematical expressions, especially ones involving multi-dimensional arrays (e.g. numpy.ndarray s). It can generate customized code for multiple compiled languages and/or Python-based interfaces, such as C, Numba, and JAX. It is not a deep learning library, but it can be used for tasks in which complicated expressions are evaluated repeatedly and evaluation speed is critical.
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Aesara. Aesara of Lucania ( Greek: Αἰσάρα Aisara) ( fl. 400BC - 300BC) was a conjectured Pythagorean philosopher who may have written On Human Nature, a fragment of which is preserved by Stobaeus, although the majority of critical scholars follow Holger Thesleff [1] in attributing it to Aresas, [2] a male writer from Lucania who is also ...
