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@fedml/spider

v0.0.1-alpha.2

Published

A Lightweight and Customizable Federated Learning Javascript SDK for Web Browser, Backed by FedML MLOps (https://open.fedml.ai)

Downloads

8

Readme

@fedml/spider

A Lightweight and Customizable Federated Learning Javascript SDK for Web Browser, Backed by FedML MLOps

Usage

  • Install it with any node module manager

    # npm
    npm install @fedml/spider -S
    # yarn
    yarn add @fedml/spider -S
    # pnpm
    pnpm install @fedml/spider -S
  • Install peer dependencies

    npm i @tensorflow/tfjs -S

  • Import fedml_train function to start train

    import { fedml_train } from '@fedml/spider'
    
    // prepare running args 
    const client_id = YOUR_CLIENT_ID
    const run_args = await AnyFunctionFetchRunArgs(...)
    
    // start training
    fedml_train(run_args, client_id, {
      // customDataLoader?: <Optional: Your custom data loader>
    })
  • API

    type DataLoader = (
      args: any,
      client_id: any,
      trainBatchSize: number,
      testBatchSize: number
    ) => Promise<{
      trainData: any
      trainDataLabel: any
      testData: any
      testDataLabel: any
    }>
    
    interface Options {
      customDataLoader?: DataLoader
    }
    
    function fedml_train(
      run_args: any,
      client_id: string | number,
      options?: Options
    ): Promise<void>

Contributing

We recommend that you use pnpm(https://pnpm.io/installation) as the package manager.

catalog

  • src: Here the source codes, and src/index.ts is the entry file for rollup bundle.
  • dist: The rollup bundle artifacts is output here. This will be not be committed to the GitHub codebase, however, will be released to npm.

script

  • pnpm install: Bootstrap dependencies of this project.
  • pnpm run dev: Starting rollup bundler with watch mode.
  • pnpm run lint:fix: Format source code style under src folder with eslint and prettier.
  • pnpm run release(Authorization required ): Release a upgraded version package to npm, then mark and push a released tag to GitHub.