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License: MIT License
a unified data analytics optimizer
License: MIT License
Petry is a modern way to manage dependencies and package code.
It will avoid having two sources for dependencies: removing the need for requirements.txt
and only keeping pyproject.toml
Optimization algorithms require independent functions for each objective or constraint, impacting optimization speed, which may not match the speed achieved in our referenced papers.
E.g., if the cost
function is CPU * hour, we need to compute latency twice to get a 2-d objective tuple (latency, cost). But before, we calculated cost
based on the latency results and reduced one latency model call in each iteration.
Another example is that when a user trains a multi-task model and can provide multiple objectives in one path. The current optimizer requires to call the model twice for 2 objectives bc it always considers objective functions to be independent.
To improve this, we will consider
MooModel
to wrap functions from all optimization elements (objectives and constraints). So the user has the flexibility to reuse the result from latency to construct the cost to avoid duplicated computation.Our test workflow takes 1-2 min to install all pip dependencies.
can we add the pip cache as https://github.com/actions/setup-python#caching-packages-dependencies
is there any best practice to follow when updating the requirements.txt?
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
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Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
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