elixir-nx / polaris

Collection of optimization-related utilities

Polaris

Numerical definitions for creating and using first-order optimization techniques based on the Optax library.

Here is a non-exhaustive list of supported optimizers:

• Adabelief
• Adagrad
• Adam
• Adamw
• Fromage
• Lamb
• Noisy SGD
• Radam
• RMSProp
• SGD
• Yogi

Installation

If available in Hex, the package can be installed by adding polaris to your list of dependencies in mix.exs:

def deps do
  [
    {:polaris, "~> 0.1"}
  ]
end

Documentation can be generated with ExDoc and published on HexDocs. Once published, the docs can be found at https://hexdocs.pm/polaris.

License

Copyright (c) 2023 Sean Moriarity

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.