Make PyPokerEngie use deuces's card, deck and evaluator and increase performance

PyPokerEngine

Poker engine for AI development in Python

Tutorial

This tutorial leads you to start point of poker AI development!!

Outline of Tutorial

1. Create simple AI which always returns same action.
2. Play AI vs AI poker game and see its result.

Installation

Before start AI development, we need to install PyPokerEngine.
You can use pip like this.

pip install git+git://github.com/YanickSchraner/PyPokerEngine

This library supports Python 2 (2.7) and Python3 (3.5).

Create first AI

In this section, we create simple AI which always declares CALL action.
To create poker AI, what we do is following

1. Create PokerPlayer class which is subclass of PypokerEngine.players.BasePokerPlayer.
2. Implement abstract methods which inherit from BasePokerPlayer class.

Here is the code of our first AI. (We assume you saved this file at ~/dev/fish_player.py)

from pypokerengine.players import BasePokerPlayer

class FishPlayer(BasePokerPlayer):  # Do not forget to make parent class as "BasePokerPlayer"

    #  we define the logic to make an action through this method. (so this method would be the core of your AI)
    def declare_action(self, valid_actions, hole_card, round_state):
        # valid_actions format => [raise_action_info, call_action_info, fold_action_info]
        call_action_info = valid_actions[1]
        action, amount = call_action_info["action"], call_action_info["amount"]
        return action, amount   # action returned here is sent to the poker engine

    def receive_game_start_message(self, game_info):
        pass

    def receive_round_start_message(self, round_count, hole_card, seats):
        pass

    def receive_street_start_message(self, street, round_state):
        pass

    def receive_game_update_message(self, action, round_state):
        pass

    def receive_round_result_message(self, winners, hand_info, round_state):
        pass

If you are interested in what each callback method receives, See AI_CALLBACK_FORMAT.md.

Play AI vs AI poker game

Ok, let's play the poker game by using our created FishPlayer.
To start the game, what we need to do is following

1. Define game rule through Config object (ex. start stack, blind amount, ante, blind_structures)
2. Register your AI with Config object.
3. Start the game and get game result

Here is the code to play poker for 10 round with our created FishPlayer.

from pypokerengine.api.game import setup_config, start_poker

config = setup_config(max_round=10, initial_stack=100, small_blind_amount=5)
config.register_player(name="p1", algorithm=FishPlayer())
config.register_player(name="p2", algorithm=FishPlayer())
config.register_player(name="p3", algorithm=FishPlayer())
game_result = start_poker(config, verbose=1)

We set verbose=1, so simple game logs are output after start_poker call.

Started the round 1
Street "preflop" started. (community card = [])
"p1" declared "call:10"
"p2" declared "call:10"
"p3" declared "call:10"
Street "flop" started. (community card = ['C4', 'C6', 'CA'])
"p2" declared "call:0"
"p3" declared "call:0"
"p1" declared "call:0"
Street "turn" started. (community card = ['C4', 'C6', 'CA', 'D4'])
"p2" declared "call:0"
"p3" declared "call:0"
"p1" declared "call:0"
Street "river" started. (community card = ['C4', 'C6', 'CA', 'D4', 'H2'])
"p2" declared "call:0"
"p3" declared "call:0"
"p1" declared "call:0"
"['p3']" won the round 1 (stack = {'p2': 90, 'p3': 120, 'p1': 90})
Started the round 2
...
"['p1']" won the round 10 (stack = {'p2': 30, 'p3': 120, 'p1': 150})

Finally, let's check the game result !!

>>> print game_result
{
  'rule': {'ante': 0, 'blind_structure': {}, 'max_round': 10, 'initial_stack': 100, 'small_blind_amount': 5},
  'players': [
    {'stack': 150, 'state': 'participating', 'name': 'p1', 'uuid': 'ijaukuognlkplasfspehcp'},
    {'stack': 30, 'state': 'participating', 'name': 'p2', 'uuid': 'uadjzyetdwsaxzflrdsysj'},
    {'stack': 120, 'state': 'participating', 'name': 'p3', 'uuid': 'tmnkoazoqitkzcreihrhao'}
  ]
}

GUI support

We also provide GUI application. You can play poker with your AI on browser.
Please check PyPokerGUI.

Documentation

For mode detail, please checkout doc site