Skip to content

Yamper is a middleware between Pokemon Showdown and Banana GPT-J for playing the game using NLP.

License

Notifications You must be signed in to change notification settings

edu-diaz/Yamper

Repository files navigation

Yamper yamper

A Pokémon battle-bot based on NLP that can play battles on Pokemon Showdown.

badge

Python version

Developed and tested using Python 3.6.3.

Getting Started

Configuration

Environment variables are used for configuration which are by default read from a file named .env

The configurations available are:

BATTLE_BOT: (string, default "gptj") The BattleBot module to use. More on this below
TIMER: (string, default OFF) Request initiating timer at the beginning of the battle or not
SAVE_REPLAY: (bool, default False) Specifies whether or not to save replays of the battles
LOG_LEVEL: (string, default "INFO") The Python logging level 
WEBSOCKET_URI: (string, default is the official PokemonShowdown websocket address: "sim.smogon.com:8000") The address to use to connect to the Pokemon Showdown websocket 
PS_USERNAME: (string, required) Pokemon Showdown username
PS_PASSWORD: (string) Pokemon Showdown password 
BOT_MODE: (string, required) The mode the the bot will operate in. Options are "CHALLENGE_USER", "SEARCH_LADDER", or "ACCEPT_CHALLENGE"
USER_TO_CHALLENGE: (string, required if BOT_MODE is "CHALLENGE_USER") The user to challenge
POKEMON_MODE: (string, required) The type of game this bot will play games in
TEAM_NAME: (string, required if POKEMON_MODE is one where a team is required) The name of the file that contains the team you want to use. More on this below in the Specifying Teams section.
RUN_COUNT: (integer, required) The amount of games this bot will play before quitting
ROOM_NAME: (string, optional) Optionally join a room by this name is BOT_MODE is "ACCEPT_CHALLENGE"
BANANA_API_KEY: (string, required if BATTLE_BOT is yamper) The API key to connect with the GPT-J model developped by Banana.
OPENAI_API_KEY: (string, required if BATTLE_BOT is gpt3) The API key to connect with the GPT-3 model developped by el tito Elon

There is a sample .env file in this repository.

Running without Docker

1. Clone

Clone the repository with git clone https://github.com/gameduser/Yamper.git

2. Install Requirements

Install the requirements with pip install -r requirements.txt. Be sure to use a virtual environment to isolate your packages.

3. Run

Run with python run.py and the bot will start with configurations specified by environment variables read from the file named .env

Running with Docker

This requires Docker 17.06 or higher.

1. Create the configuration file

Create an .env file like this example:

BATTLE_BOT=gptj
TIMER=OFF
SAVE_REPLAY=False
LOG_LEVEL=INFO
WEBSOCKET_URI=sim.smogon.com:8000
PS_USERNAME=<Your Pokemon Showdown user>
PS_PASSWORD=<Your Pokemon Showdown password>
BOT_MODE=SEARCH_LADDER
POKEMON_MODE=gen8randombattle
RUN_COUNT=1
BANANA_API_KEY=<Your Banana GPT-J API key>

2. Run the docker image

docker run --env-file .env gameduser/yamper

Battle Bots

Safest

use BATTLE_BOT=safest

The bot searches through the game-tree for two turns and selects the move that minimizes the possible loss for a turn.

For decisions with random outcomes a weighted average is taken for all possible end states. For example: If using draco meteor versus some arbitrary other move results in a score of 1000 if it hits (90%) and a score of 900 if it misses (10%), the overall score for using draco meteor is (0.9 * 1000) + (0.1 * 900) = 990.

This is equivalent to the Expectiminimax strategy.

This decision type is deterministic - the bot will always make the same move given the same situation again.

GPT-J

use BATTLE_BOT=gptj (default unless otherwise specified)

Using the Banana GPT-J public model, it will decide each next movement by asking the model with an API call. Options are usually attacking or switching Pokemon, so first it asks what does it prefer. You will need to provide your own API key.

GPT-2

use BATTLE_BOT=gpt2

Using a GPT-2 public model, it will decide each next movement by asking the model with an API call. Same behavior as GPT-J.

GPT-3

use BATTLE_BOT=gpt3

Using a GPT-3 public model, it will decide each next movement by asking the model with an API call. Same behavior as GPT-J. You will need to provide your own API key.

The Battle Engine

The bots in the project all use a Pokemon battle engine to determine all possible transpositions that may occur from a pair of moves.

For more information, see ENGINE.md

Specifying Teams

You can specify teams by setting the TEAM_NAME environment variable. Examples can be found in teams/teams/.

Passing in a directory will cause a random team to be selected from that directory.

The path specified should be relative to teams/teams/.

Examples

Specify a file:

TEAM_NAME=gen8/ou/clef_sand

Specify a directory:

TEAM_NAME=gen8/ou

About

Yamper is a middleware between Pokemon Showdown and Banana GPT-J for playing the game using NLP.

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages