The Holdem Calculator library calculates the probability that a certain Texas Hold'em hand will win. This probability is approximated by running a Monte Carlo method or calculated exactly by simulating the set of all possible hands. The Holdem Calculator also shows how likely each set of hole cards is to make a certain poker hand. The default Monte Carlo simulations are generally accurate to the nearest percent. Accuracy can be improved by increasing the number of simulations that are run, but this will result in a longer running time.
-h, --help show this help message and exit
-b [card [card ...]], --board [card [card ...]]
Add board cards
-e, --exact Find exact odds by enumerating every possible board
-n N Run N Monte Carlo simulations
-i INPUT, --input INPUT
Read hole cards and boards from an input file.
Commandline arguments for hole cards and board will be
ignored
I've listed a few examples showing how to use the Holdem Calculator. Note that you can mix and match command line options to suit your needs. See the bottom example in this section to see how to use the multiprocess Holdem Calculator for faster computations.
$ python holdem_calc.py Ad Kd Qc Qs
Winning Percentages:
(Ad, Kd) : 0.46148
(Qc, Qs) : 0.53427
Ties: 0.00425
Player1 Histogram:
High Card : 0.17318
Pair : 0.42858
Two Pair : 0.23224
Three of a Kind : 0.04573
Straight : 0.02197
Flush : 0.07181
Full House : 0.02427
Four of a Kind : 0.0014
Straight Flush : 2e-05
Royal Flush : 0.0008
Player2 Histogram:
High Card : 0.0
Pair : 0.34864
Two Pair : 0.39275
Three of a Kind : 0.12333
Straight : 0.01545
Flush : 0.02333
Full House : 0.08706
Four of a Kind : 0.00931
Straight Flush : 9e-05
Royal Flush : 4e-05
Time elapsed(seconds): 1.56669712067
$ python holdem_calc.py As Ks Td Jd 4h 4c
Winning Percentages:
(As, Ks) : 0.38166
(Td, Jd) : 0.33029
(4h, 4c) : 0.2853
Ties: 0.00275
Player1 Histogram:
High Card : 0.16582
Pair : 0.4193
Two Pair : 0.2321
Three of a Kind : 0.04763
Straight : 0.02355
Flush : 0.08369
Full House : 0.02572
Four of a Kind : 0.00146
Straight Flush : 1e-05
Royal Flush : 0.00072
Player2 Histogram:
High Card : 0.13874
Pair : 0.38832
Two Pair : 0.22959
Three of a Kind : 0.04561
Straight : 0.0889
Flush : 0.07811
Full House : 0.02649
Four of a Kind : 0.00162
Straight Flush : 0.00195
Royal Flush : 0.00067
Player3 Histogram:
High Card : 0.0
Pair : 0.34242
Two Pair : 0.38102
Three of a Kind : 0.12639
Straight : 0.02482
Flush : 0.02576
Full House : 0.08957
Four of a Kind : 0.00981
Straight Flush : 0.00021
Royal Flush : 0.0
Time elapsed(seconds): 2.0515730381
$ python holdem_calc.py As Ac 7d 8d --exact
Winning Percentages:
(As, Ac) : 0.768322681019
(7d, 8d) : 0.228739756492
Ties: 0.0029375624889
Player1 Histogram:
High Card : 0.0
Pair : 0.354008400378
Two Pair : 0.391353404536
Three of a Kind : 0.122024476962
Straight : 0.0131553742793
Flush : 0.0226425915024
Full House : 0.0875755706931
Four of a Kind : 0.00912221194367
Straight Flush : 6.5408946075e-05
Royal Flush : 5.25607602388e-05
Player2 Histogram:
High Card : 0.14545489586
Pair : 0.393180182958
Two Pair : 0.223752908362
Three of a Kind : 0.0444173464525
Straight : 0.0941649380017
Flush : 0.0710019949729
Full House : 0.0243624963791
Four of a Kind : 0.00141330044198
Straight Flush : 0.00225076855512
Royal Flush : 1.1680168942e-06
Time elapsed(seconds): 19.6590108871
$ python holdem_calc.py As Ac 7d 8d -b 6d 9d 2h
Winning Percentages:
(As, Ac) : 0.437373737374
(7d, 8d) : 0.562626262626
Ties: 0.0
Player1 Histogram:
High Card : 0.0
Pair : 0.518181818182
Two Pair : 0.384848484848
Three of a Kind : 0.0686868686869
Straight : 0.0
Flush : 0.0
Full House : 0.0272727272727
Four of a Kind : 0.0010101010101
Straight Flush : 0.0
Royal Flush : 0.0
Player2 Histogram:
High Card : 0.106060606061
Pair : 0.241414141414
Two Pair : 0.0787878787879
Three of a Kind : 0.0131313131313
Straight : 0.19696969697
Flush : 0.275757575758
Full House : 0.0
Four of a Kind : 0.0
Straight Flush : 0.0878787878788
Royal Flush : 0.0
Time elapsed(seconds): 0.0137040615082
In order to calculate multiple hands in a single run, the user has the choice to allow Holdem Calculator to read from an input file. Each line of the input file should represent a single calculation. Hole cards and boards should be separated using a "|" divider.
$ cat input_file
Ad As Td Jd
Ad As Td Jd | 8d 9d 2c
$ python holdem_calc.py --input input_file --exact
Winning Percentages:
(Ad, As) : 0.791864061522
(Td, Jd) : 0.203947429896
Ties: 0.00418850858259
Player1 Histogram:
High Card : 0.0
Pair : 0.358631411245
Two Pair : 0.393626365412
Three of a Kind : 0.122320569245
Straight : 0.0115435109653
Flush : 0.0170863351368
Full House : 0.0875755706931
Four of a Kind : 0.00912221194367
Straight Flush : 6.71609714163e-05
Royal Flush : 2.68643885665e-05
Player2 Histogram:
High Card : 0.1535743653
Pair : 0.406777067624
Two Pair : 0.22637510629
Three of a Kind : 0.0449108335903
Straight : 0.0865465478093
Flush : 0.0543390659603
Full House : 0.0243624963791
Four of a Kind : 0.00141330044198
Straight Flush : 0.0017000485895
Royal Flush : 1.1680168942e-06
-----------------------------------
Winning Percentages:
(Ad, As) : 0.473737373737
(Td, Jd) : 0.526262626263
Ties: 0.0
Player1 Histogram:
High Card : 0.0
Pair : 0.49696969697
Two Pair : 0.377777777778
Three of a Kind : 0.0686868686869
Straight : 0.0
Flush : 0.0282828282828
Full House : 0.0272727272727
Four of a Kind : 0.0010101010101
Straight Flush : 0.0
Royal Flush : 0.0
Player2 Histogram:
High Card : 0.121212121212
Pair : 0.256565656566
Two Pair : 0.0787878787879
Three of a Kind : 0.0131313131313
Straight : 0.20303030303
Flush : 0.239393939394
Full House : 0.0
Four of a Kind : 0.0
Straight Flush : 0.0878787878788
Royal Flush : 0.0
-----------------------------------
Time elapsed(seconds): 16.41842103
Compute how likely a hand is to win against a random pair of hole cards. You can only specify one set of hole cards as unknown. Note: Performing calculations with unknown hole cards takes an excessively long time if community cards are not specified.
$ python holdem_calc.py As Ks ? ? -b Ac 2h 6c
Winning Percentages:
(As, Ks) : 0.858660611667
(?, ?) : 0.135034900345
Ties: 0.00630448798811
Player1 Histogram:
High Card : 0.0
Pair : 0.532839962997
Two Pair : 0.374653098982
Three of a Kind : 0.0666049953747
Straight : 0.0
Flush : 0.0
Full House : 0.0249768732655
Four of a Kind : 0.000925069380204
Straight Flush : 0.0
Royal Flush : 0.0
Player2 Histogram:
High Card : 0.241033835113
Pair : 0.470249208085
Two Pair : 0.185989403751
Three of a Kind : 0.0336052476663
Straight : 0.0185462394528
Flush : 0.0378829927396
Full House : 0.0121043926779
Four of a Kind : 0.000543828665938
Straight Flush : 3.9245367645e-05
Royal Flush : 5.60648109214e-06
Time elapsed(seconds): 10.9187510014
Takes the same command line options but utilizes multicore processors to increase the speed of computation. Windows users: Due to the process forking mechanism in Windows, parallel_holdem_calc might be slower than expected.
$ python parallel_holdem_calc.py As Ah Td Jd --exact
Winning Percentages:
(As, Ah) : 0.781151594577
(Td, Jd) : 0.215486268793
Ties: 0.00336213662994
Player1 Histogram:
High Card : 0.0
Pair : 0.355117432419
Two Pair : 0.391827619395
Three of a Kind : 0.122154710846
Straight : 0.0114418934955
Flush : 0.022642007494
Full House : 0.0875755706931
Four of a Kind : 0.00912221194367
Straight Flush : 6.65769629692e-05
Royal Flush : 5.19767517917e-05
Player2 Histogram:
High Card : 0.148343401639
Pair : 0.398811192405
Two Pair : 0.224704842131
Three of a Kind : 0.0446024771302
Straight : 0.0845083583289
Flush : 0.071000826956
Full House : 0.0243624963791
Four of a Kind : 0.00141330044198
Straight Flush : 0.00167435221783
Royal Flush : 0.000578752371074
Time elapsed(seconds): 11.5955700874
If you want to use Holdem Calculator as a library, you can import holdem_calc or parallel_holdem_calc and call calculate(). The order of arguments to calculate() are as follows:
- Board: These are the community cards supplied to the calculation. This is in the form of a list of strings, with each string representing a card. If you do not want to specify community cards, you can set board to be None. Example: ["As", "Ks", "Jd"]
- Exact: This is a boolean which is True if you want an exact calculation, and False if you want a Monte Carlo simulation.
- Number of Simulations: This is the number of iterations run in the Monte Carlo simulation. Note that this parameter is ignored if Exact is set to True. This number must be positive, even if Exact is set to true.
- Input File: The name of the input file you want Holdem Calculator to read from. Mark as None, if you do not wish to read from a file. If Input File is set, library calls will not return anything.
- Hole Cards: These are the hole cards for each of the players. This is in the form of a list of strings, with each string representing a card. Example: ["As", "Ks", "Jd", "Td"]
- Verbose: This is a boolean which is True if you want Holdem Calculator to print the results.
Calls to calculate() return a list of floats. The first element in the list corresponds to the probability that a tie takes place. Each element after that corresponds to the probability one of the hole cards the user provides wins the hand. These probabilities occur in the order in which you list them.
$ cat example.py
import holdem_calc
import parallel_holdem_calc
print holdem_calc.calculate(["As", "Ks", "Jd"], True, 1, None, ["8s", "7s", "Qc", "Th"], False)
print parallel_holdem_calc.calculate(None, True, 1, None, ["8s", "7s", "Ad", "Ac"], False)
$ python example.py
[0.00404040404040404, 0.36363636363636365, 0.6323232323232323]
[0.0029375624889038396, 0.2287397564918379, 0.7683226810192583]
Copyright (c) 2013 Kevin Tseng. See LICENSE for details.