tornikeo/embed-deepdream

tensorflowjs - deep dream

🐒 Deep Dream Monkeys

This is a TensorflowJS-Backed DeepDream sample code. Inspired by this kaggle notebook. Enjoy.

TODO:

• Basic setup for npm and webpack
• Image loading works
• Image gradient can be obtained
• Image update w.r.t. Mobilenet feature vectors
• Update canvas and see results
• Make an actual, working static website.
• Fix visual artifacts for generated image
  • Increase model resolution
  • Replicate update loop from the original notebook
  • Make model update CI loop (use Kaggle?)
• Add UI elements
  • Upload image capability
  • Various knobs and inputs (learning rate, steps, etc)
• (Long term) Add GPU support

Installation

Clone this repo and npm install.

npm i

Usage

Development server

npm start

You can view the development server at localhost:8080.

Production build

npm run build

Note: Install http-server globally to deploy a simple server.

npm i -g http-server

You can view the deploy by creating a server in dist.

cd dist && http-server

Features

• TensorflowJS
• webpack
• Babel
• Sass
• PostCSS

Dependencies

webpack

• webpack - Module and asset bundler.
• webpack-cli - Command line interface for webpack
• webpack-dev-server - Development server for webpack
• webpack-merge - Simplify development/production configuration
• cross-env - Cross platform configuration

Babel

• @babel/core - Transpile ES6+ to backwards compatible JavaScript
• @babel/plugin-proposal-class-properties - Use properties directly on a class (an example Babel config)
• @babel/preset-env - Smart defaults for Babel

Loaders

• babel-loader - Transpile files with Babel and webpack
• sass-loader - Load SCSS and compile to CSS
  • sass - Node Sass
• postcss-loader - Process CSS with PostCSS
  • postcss-preset-env - Sensible defaults for PostCSS
• css-loader - Resolve CSS imports
• style-loader - Inject CSS into the DOM

Plugins

• clean-webpack-plugin - Remove/clean build folders
• copy-webpack-plugin - Copy files to build directory
• html-webpack-plugin - Generate HTML files from template
• mini-css-extract-plugin - Extract CSS into separate files
• css-minimizer-webpack-plugin - Optimize and minimize CSS assets

Linters

• eslint - Enforce styleguide across application
• eslint-config-prettier - Implement prettier rules
  • • prettier - Dependency for prettier-webpack-plugin plugin
• eslint-import-resolver-webpack - Throw exceptions for import/export in webpack

Authors

• Tensorflow stuff TornikeO
• Webpack boilerplate Tania Rascia
• And everyone else <3!

License

This project is open source and available under the MIT License.