NOTE: This project is under final tesing. The one in the repo only supports the visualization of some sampled data. The full version will be available soon!

Django Server

Server Setup

Install dependencies:

pip install -r requirements.txt

Migrate the databases:

cd server
python manage.py makemigrations
python manage.py migrate

Run server:

python manage.py runserver

The default URL is http://127.0.0.1:8000/

REST API

The definitions of the fields are as follows:

• eval_num: Integer. The number of evaluation times.
• name: String. The name of the environment.
• agent0: String. Model name.
• agent1: String. Model name.
• win: Boolean. True if model in the first seat wins.
• payoff: Float. The payoff of the agent in the first seat.
• index: Integer. The index of the game of the same environent and same agent. It is in the range [0, eval_num-1]

type	Resource	Parameters	Description
GET	tournament/launch	eval_num, name	Launch tournment on the game. Each pair of models will play eval_num times. Results will be saved in database.
GET	tournament/query_game	name, index, agent0, agent1, win, payoff	Query the games with the given parameters
GET	tournament/query_payoff	name, agent0, agent1, payoff	Query the payoffs with the given parameters
GET	tournament/replay	name, agent0, agent1, index	Return the replay data
POST	tournament/upload_agent	model(Python file), name, game, entry	Upload a model file. name is model ID, entry is the class name of the model
GET	tournament/delete_agent	name	Delete the agent of the given name
GET	tournament/list_agents		list all the agents

Example API

API	Description
http://127.0.0.1:8000/tournament/launch?eval_num=200&name=leduc-holdem	Evaluate on Leduc Holdem with 200 games for each pair of models
http://127.0.0.1:8000/tournament/replay?name=leduc-holdem&agent0=leduc-holdem-rule-v1&agent1=leduc-holdem-cfr&index=3	Obtain the replay data between rule model and CFR model. Obtain the data of the 3rd game
http://127.0.0.1:8000/tournament/query_game	Get all the game data
http://127.0.0.1:8000/tournament/query_game?name=leduc-holdem	Get all the game data of Leduc Holdem
http://127.0.0.1:8000/tournament/query_payoff	Get all the payoffs
http://127.0.0.1:8000/tournament/query_payoff?agent0=leduc-holdem-cfr&agent1=leduc-holdem-rule-v1	Get all the payoffs between rule and CFR models

Registered Models

Some models have been pre-registered as baselines

Model	Game	Description
leduc-holdem-random	leduc-holdem	A random model
leduc-holdem-cfr	leduc-holdem	Pre-trained CFR model on Leduc Holdem
leduc-holdem-rule-v1	leduc-holdem	A rule model that plays greedily
doudizhu-random	doudizhu	A random model
doudizhu-rule-v1	doudizhu	Dou Dizhu rule model

Example of uploading a new model

A example model file is prepared:

cd server/upload_test

Upload the model with curl:

curl -F 'model=@example_model.py' -F "name=leduc-new" -F "entry=LeducHoldemRuleModelV2" -F "game=leduc-holdem" http://127.0.0.1:8000/tournament/upload_agent

Launch the tounament with:

curl 'http://127.0.0.1:8000/tournament/launch?eval_num=200&name=leduc-holdem'

We list the uploaded agent with

curl http://127.0.0.1:8000/tournament/list_agents

We can delete the agent with

curl 'http://127.0.0.1:8000/tournament/delete_agent?name=leduc-new'

Others

This project was bootstrapped with Create React App.

Available Scripts

In the project directory, you can run:

yarn start

Runs the app in the development mode.
Open http://localhost:3000 to view it in the browser.

The page will reload if you make edits.
You will also see any lint errors in the console.

yarn test

Launches the test runner in the interactive watch mode.
See the section about running tests for more information.

yarn build

Builds the app for production to the build folder.
It correctly bundles React in production mode and optimizes the build for the best performance.

The build is minified and the filenames include the hashes.
Your app is ready to be deployed!

See the section about deployment for more information.

yarn eject

Note: this is a one-way operation. Once you eject, you can’t go back!

If you aren’t satisfied with the build tool and configuration choices, you can eject at any time. This command will remove the single build dependency from your project.

Instead, it will copy all the configuration files and the transitive dependencies (Webpack, Babel, ESLint, etc) right into your project so you have full control over them. All of the commands except eject will still work, but they will point to the copied scripts so you can tweak them. At this point you’re on your own.

You don’t have to ever use eject. The curated feature set is suitable for small and middle deployments, and you shouldn’t feel obligated to use this feature. However we understand that this tool wouldn’t be useful if you couldn’t customize it when you are ready for it.

Learn More

You can learn more in the Create React App documentation.

To learn React, check out the React documentation.

Code Splitting

This section has moved here: https://facebook.github.io/create-react-app/docs/code-splitting

Analyzing the Bundle Size

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Making a Progressive Web App

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Advanced Configuration

This section has moved here: https://facebook.github.io/create-react-app/docs/advanced-configuration

Deployment

This section has moved here: https://facebook.github.io/create-react-app/docs/deployment

yarn build fails to minify

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