Instructions to use Rushisagar221/pokerforge-bots with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- stable-baselines3
How to use Rushisagar221/pokerforge-bots with stable-baselines3:
from huggingface_sb3 import load_from_hub checkpoint = load_from_hub( repo_id="Rushisagar221/pokerforge-bots", filename="{MODEL FILENAME}.zip", ) - Notebooks
- Google Colab
- Kaggle
| { | |
| "generated_at": "2026-04-21T22:24:37.558195", | |
| "n_hands_per_matchup": 1000, | |
| "seeds": [ | |
| 42, | |
| 123, | |
| 999 | |
| ], | |
| "matchups": { | |
| "easy_vs_medium": { | |
| "per_seed": { | |
| "seed_42": { | |
| "n_hands": 1000, | |
| "bot_a_name": "bot_a", | |
| "bot_b_name": "bot_b", | |
| "bot_a_win_rate": 0.298, | |
| "bot_b_win_rate": 0.702, | |
| "bot_a_bb100": -67.505, | |
| "bot_b_bb100": 67.505, | |
| "bot_a_total_profit": -13501, | |
| "bot_b_total_profit": 13501, | |
| "bot_a_profit_per_hand": -13.501, | |
| "bot_b_profit_per_hand": 13.501, | |
| "zero_sum_delta": 0, | |
| "zero_sum_ok": true, | |
| "profit_leader_side": "bot_b", | |
| "profit_leader_name": "bot_b", | |
| "profit_leader_bb100": 67.505, | |
| "avg_pot": 804.36, | |
| "avg_actions": 7.378, | |
| "showdown_rate": 0.539, | |
| "bot_a_win_rate_ci_low": 0.26965132536431374, | |
| "bot_a_win_rate_ci_high": 0.32634867463568623, | |
| "bot_b_win_rate_ci_low": 0.6736513253643137, | |
| "bot_b_win_rate_ci_high": 0.7303486746356862, | |
| "p_value": 0.0, | |
| "effect_size": 0.415885382254384, | |
| "significant": true, | |
| "illegal_action_rate": 0.0, | |
| "timeout_rate": 0.0, | |
| "crash_rate": 0.0, | |
| "avg_three_bet_frequency": 0.5283185840707965, | |
| "bot_a_decision_count": 4319, | |
| "bot_a_fold_pct_decision": 0.10673767075711971, | |
| "bot_a_check_pct_decision": 0.17272516786293124, | |
| "bot_a_call_pct_decision": 0.5591572123176661, | |
| "bot_a_raise_pct_decision": 0.16137994906228292, | |
| "bot_a_aggression_pct": 0.22397172236503857, | |
| "bot_a_aggression_factor": 0.2886128364389234, | |
| "bot_a_vpip": 0.7275960170697012, | |
| "bot_a_pfr": 0.08534850640113797, | |
| "bot_a_three_bet_pct": 0.13163716814159293, | |
| "bot_a_fold_to_raise_pct": 0.08943370165745856, | |
| "bot_b_decision_count": 3059, | |
| "bot_b_fold_pct_decision": 0.0, | |
| "bot_b_check_pct_decision": 0.011441647597254004, | |
| "bot_b_call_pct_decision": 0.04184373978424322, | |
| "bot_b_raise_pct_decision": 0.9467146126185028, | |
| "bot_b_aggression_pct": 0.9576719576719577, | |
| "bot_b_aggression_factor": 22.625, | |
| "bot_b_vpip": 0.9978189749182116, | |
| "bot_b_pfr": 0.9858233369683751, | |
| "bot_b_three_bet_pct": 0.925, | |
| "bot_b_fold_to_raise_pct": 0.0, | |
| "display_bot_a_name": "easy", | |
| "display_bot_b_name": "medium" | |
| }, | |
| "seed_123": { | |
| "n_hands": 1000, | |
| "bot_a_name": "bot_a", | |
| "bot_b_name": "bot_b", | |
| "bot_a_win_rate": 0.292, | |
| "bot_b_win_rate": 0.708, | |
| "bot_a_bb100": 56.92, | |
| "bot_b_bb100": -56.92, | |
| "bot_a_total_profit": 11384, | |
| "bot_b_total_profit": -11384, | |
| "bot_a_profit_per_hand": 11.384, | |
| "bot_b_profit_per_hand": -11.384, | |
| "zero_sum_delta": 0, | |
| "zero_sum_ok": true, | |
| "profit_leader_side": "bot_a", | |
| "profit_leader_name": "bot_a", | |
| "profit_leader_bb100": 56.92, | |
| "avg_pot": 766.364, | |
| "avg_actions": 7.055, | |
| "showdown_rate": 0.498, | |
| "bot_a_win_rate_ci_low": 0.26381849866313006, | |
| "bot_a_win_rate_ci_high": 0.3201815013368699, | |
| "bot_b_win_rate_ci_low": 0.67981849866313, | |
| "bot_b_win_rate_ci_high": 0.7361815013368699, | |
| "p_value": 0.0, | |
| "effect_size": 0.42904219565338697, | |
| "significant": true, | |
| "illegal_action_rate": 0.0, | |
| "timeout_rate": 0.0, | |
| "crash_rate": 0.0, | |
| "avg_three_bet_frequency": 0.5242287434161024, | |
| "bot_a_decision_count": 4130, | |
| "bot_a_fold_pct_decision": 0.12130750605326876, | |
| "bot_a_check_pct_decision": 0.15593220338983052, | |
| "bot_a_call_pct_decision": 0.5634382566585956, | |
| "bot_a_raise_pct_decision": 0.15932203389830507, | |
| "bot_a_aggression_pct": 0.2204355108877722, | |
| "bot_a_aggression_factor": 0.28276751181779114, | |
| "bot_a_vpip": 0.7033837293016558, | |
| "bot_a_pfr": 0.0755939524838013, | |
| "bot_a_three_bet_pct": 0.11512415349887133, | |
| "bot_a_fold_to_raise_pct": 0.10605517735578646, | |
| "bot_b_decision_count": 2925, | |
| "bot_b_fold_pct_decision": 0.0003418803418803419, | |
| "bot_b_check_pct_decision": 0.008547008547008548, | |
| "bot_b_call_pct_decision": 0.036923076923076927, | |
| "bot_b_raise_pct_decision": 0.9541880341880342, | |
| "bot_b_aggression_pct": 0.9627457744049672, | |
| "bot_b_aggression_factor": 25.84259259259259, | |
| "bot_b_vpip": 0.9988851727982163, | |
| "bot_b_pfr": 0.987736900780379, | |
| "bot_b_three_bet_pct": 0.9333333333333333, | |
| "bot_b_fold_to_raise_pct": 0.001519756838905775, | |
| "display_bot_a_name": "easy", | |
| "display_bot_b_name": "medium" | |
| }, | |
| "seed_999": { | |
| "n_hands": 1000, | |
| "bot_a_name": "bot_a", | |
| "bot_b_name": "bot_b", | |
| "bot_a_win_rate": 0.2735, | |
| "bot_b_win_rate": 0.7265, | |
| "bot_a_bb100": -27.21, | |
| "bot_b_bb100": 27.21, | |
| "bot_a_total_profit": -5442, | |
| "bot_b_total_profit": 5442, | |
| "bot_a_profit_per_hand": -5.442, | |
| "bot_b_profit_per_hand": 5.442, | |
| "zero_sum_delta": 0, | |
| "zero_sum_ok": true, | |
| "profit_leader_side": "bot_b", | |
| "profit_leader_name": "bot_b", | |
| "profit_leader_bb100": 27.21, | |
| "avg_pot": 754.726, | |
| "avg_actions": 6.983, | |
| "showdown_rate": 0.493, | |
| "bot_a_win_rate_ci_low": 0.2458718028745993, | |
| "bot_a_win_rate_ci_high": 0.30112819712540073, | |
| "bot_b_win_rate_ci_low": 0.6988718028745994, | |
| "bot_b_win_rate_ci_high": 0.7541281971254007, | |
| "p_value": 0.0, | |
| "effect_size": 0.4701275486204144, | |
| "significant": true, | |
| "illegal_action_rate": 0.0, | |
| "timeout_rate": 0.0, | |
| "crash_rate": 0.0, | |
| "avg_three_bet_frequency": 0.5336805555555556, | |
| "bot_a_decision_count": 4100, | |
| "bot_a_fold_pct_decision": 0.12365853658536585, | |
| "bot_a_check_pct_decision": 0.1597560975609756, | |
| "bot_a_call_pct_decision": 0.5607317073170732, | |
| "bot_a_raise_pct_decision": 0.15585365853658537, | |
| "bot_a_aggression_pct": 0.21749489448604492, | |
| "bot_a_aggression_factor": 0.2779469334493258, | |
| "bot_a_vpip": 0.6920263350402341, | |
| "bot_a_pfr": 0.06583760058522312, | |
| "bot_a_three_bet_pct": 0.10069444444444445, | |
| "bot_a_fold_to_raise_pct": 0.10564399421128799, | |
| "bot_b_decision_count": 2883, | |
| "bot_b_fold_pct_decision": 0.0, | |
| "bot_b_check_pct_decision": 0.005549774540409296, | |
| "bot_b_call_pct_decision": 0.035726673603884845, | |
| "bot_b_raise_pct_decision": 0.9587235518557059, | |
| "bot_b_aggression_pct": 0.9640739448901291, | |
| "bot_b_aggression_factor": 26.83495145631068, | |
| "bot_b_vpip": 0.9977064220183486, | |
| "bot_b_pfr": 0.9908256880733946, | |
| "bot_b_three_bet_pct": 0.9666666666666667, | |
| "bot_b_fold_to_raise_pct": 0.0, | |
| "display_bot_a_name": "easy", | |
| "display_bot_b_name": "medium" | |
| } | |
| }, | |
| "aggregated": { | |
| "bot_b_win_rate_ci_high_mean": 0.740219457699319, | |
| "bot_b_win_rate_ci_high_std": 0.010119131752889057, | |
| "bot_b_raise_pct_decision_mean": 0.9532087328874143, | |
| "bot_b_raise_pct_decision_std": 0.004951291325082525, | |
| "bot_a_win_rate_mean": 0.28783333333333333, | |
| "bot_a_win_rate_std": 0.010426994879744685, | |
| "p_value_mean": 0.0, | |
| "p_value_std": 0.0, | |
| "avg_pot_mean": 775.15, | |
| "avg_pot_std": 21.194006007988833, | |
| "bot_a_check_pct_decision_mean": 0.16280448960457913, | |
| "bot_a_check_pct_decision_std": 0.0071865816856757254, | |
| "illegal_action_rate_mean": 0.0, | |
| "illegal_action_rate_std": 0.0, | |
| "bot_b_aggression_pct_mean": 0.9614972256556846, | |
| "bot_b_aggression_pct_std": 0.0027586851421053053, | |
| "bot_a_bb100_mean": -12.598333333333331, | |
| "bot_a_bb100_std": 51.83641421712046, | |
| "bot_a_profit_per_hand_mean": -2.5196666666666663, | |
| "bot_a_profit_per_hand_std": 10.367282843424093, | |
| "bot_a_call_pct_decision_mean": 0.561109058764445, | |
| "bot_a_call_pct_decision_std": 0.0017679801560681642, | |
| "bot_b_vpip_mean": 0.9981368565782588, | |
| "bot_b_vpip_std": 0.0005311308141475059, | |
| "bot_a_raise_pct_decision_mean": 0.1588518804990578, | |
| "bot_a_raise_pct_decision_std": 0.002280461197173572, | |
| "bot_b_pfr_mean": 0.9881286419407163, | |
| "bot_b_pfr_std": 0.0020609019056389032, | |
| "showdown_rate_mean": 0.51, | |
| "showdown_rate_std": 0.020607442021431662, | |
| "bot_a_vpip_mean": 0.7076686938038638, | |
| "bot_a_vpip_std": 0.014833998348573789, | |
| "avg_three_bet_frequency_mean": 0.5287426276808181, | |
| "avg_three_bet_frequency_std": 0.0038703184982874497, | |
| "bot_b_fold_to_raise_pct_mean": 0.0005065856129685917, | |
| "bot_b_fold_to_raise_pct_std": 0.00071642024436327, | |
| "effect_size_mean": 0.43835170884272845, | |
| "effect_size_std": 0.023101997458905617, | |
| "bot_b_win_rate_ci_low_mean": 0.6841138756340144, | |
| "bot_b_win_rate_ci_low_std": 0.010734859693329605, | |
| "bot_b_decision_count_mean": 2955.6666666666665, | |
| "bot_b_decision_count_std": 75.05257416563997, | |
| "bot_a_win_rate_ci_low_mean": 0.25978054230068104, | |
| "bot_a_win_rate_ci_low_std": 0.01011913175288903, | |
| "profit_leader_bb100_mean": 50.545, | |
| "profit_leader_bb100_std": 17.05681144489399, | |
| "timeout_rate_mean": 0.0, | |
| "timeout_rate_std": 0.0, | |
| "bot_b_three_bet_pct_mean": 0.9416666666666667, | |
| "bot_b_three_bet_pct_std": 0.018002057495577376, | |
| "bot_a_pfr_mean": 0.07559335315672079, | |
| "bot_a_pfr_std": 0.00796529395602237, | |
| "bot_a_total_profit_mean": -2519.6666666666665, | |
| "bot_a_total_profit_std": 10367.282843424093, | |
| "crash_rate_mean": 0.0, | |
| "crash_rate_std": 0.0, | |
| "avg_actions_mean": 7.1386666666666665, | |
| "avg_actions_std": 0.17176793129749887, | |
| "bot_b_check_pct_decision_mean": 0.00851281022822395, | |
| "bot_b_check_pct_decision_std": 0.002405468654718372, | |
| "bot_b_aggression_factor_mean": 25.10084801630109, | |
| "bot_b_aggression_factor_std": 1.7969532693731907, | |
| "zero_sum_delta_mean": 0.0, | |
| "zero_sum_delta_std": 0.0, | |
| "bot_a_fold_pct_decision_mean": 0.11723457113191811, | |
| "bot_a_fold_pct_decision_std": 0.007484228940447385, | |
| "bot_a_aggression_factor_mean": 0.28310909390201344, | |
| "bot_a_aggression_factor_std": 0.0043610304887776894, | |
| "bot_b_bb100_mean": 12.598333333333331, | |
| "bot_b_bb100_std": 51.83641421712046, | |
| "bot_a_win_rate_ci_high_mean": 0.3158861243659856, | |
| "bot_a_win_rate_ci_high_std": 0.010734859693329529, | |
| "bot_b_profit_per_hand_mean": 2.5196666666666663, | |
| "bot_b_profit_per_hand_std": 10.367282843424093, | |
| "bot_b_total_profit_mean": 2519.6666666666665, | |
| "bot_b_total_profit_std": 10367.282843424093, | |
| "bot_b_win_rate_mean": 0.7121666666666666, | |
| "bot_b_win_rate_std": 0.010426994879744736, | |
| "bot_a_three_bet_pct_mean": 0.11581858869496957, | |
| "bot_a_three_bet_pct_std": 0.012641854231894506, | |
| "bot_a_aggression_pct_mean": 0.22063404257961855, | |
| "bot_a_aggression_pct_std": 0.0026478778884266134, | |
| "bot_b_call_pct_decision_mean": 0.038164496770401665, | |
| "bot_b_call_pct_decision_std": 0.002647069712181109, | |
| "bot_a_fold_to_raise_pct_mean": 0.10037762440817767, | |
| "bot_a_fold_to_raise_pct_std": 0.00774034244612215, | |
| "bot_b_fold_pct_decision_mean": 0.00011396011396011396, | |
| "bot_b_fold_pct_decision_std": 0.00016116393873197665, | |
| "bot_a_decision_count_mean": 4183.0, | |
| "bot_a_decision_count_std": 96.94328238717729, | |
| "n_seeds": 3, | |
| "n_hands_per_seed": 1000 | |
| }, | |
| "overall": { | |
| "n_hands": 3000, | |
| "bot_a_name": "bot_a", | |
| "bot_b_name": "bot_b", | |
| "bot_a_win_rate": 0.28783333333333333, | |
| "bot_b_win_rate": 0.7121666666666666, | |
| "bot_a_bb100": -12.598333333333333, | |
| "bot_b_bb100": 12.598333333333333, | |
| "bot_a_total_profit": -7559, | |
| "bot_b_total_profit": 7559, | |
| "bot_a_profit_per_hand": -2.5196666666666667, | |
| "bot_b_profit_per_hand": 2.5196666666666667, | |
| "zero_sum_delta": 0, | |
| "zero_sum_ok": true, | |
| "profit_leader_side": "bot_b", | |
| "profit_leader_name": "bot_b", | |
| "profit_leader_bb100": 12.598333333333333, | |
| "avg_pot": 775.15, | |
| "avg_actions": 7.1386666666666665, | |
| "showdown_rate": 0.51, | |
| "bot_a_win_rate_ci_low": 0.27163177425380625, | |
| "bot_a_win_rate_ci_high": 0.3040348924128604, | |
| "bot_b_win_rate_ci_low": 0.6959651075871395, | |
| "bot_b_win_rate_ci_high": 0.7283682257461938, | |
| "p_value": 0.0, | |
| "effect_size": 0.4382255219333342, | |
| "significant": true, | |
| "illegal_action_rate": 0.0, | |
| "timeout_rate": 0.0, | |
| "crash_rate": 0.0, | |
| "avg_three_bet_frequency": 0.5278668915443595, | |
| "bot_a_decision_count": 12549, | |
| "bot_a_fold_pct_decision": 0.11706112040800064, | |
| "bot_a_check_pct_decision": 0.1629611921268627, | |
| "bot_a_call_pct_decision": 0.5610805641883816, | |
| "bot_a_raise_pct_decision": 0.15889712327675512, | |
| "bot_a_aggression_pct": 0.2206972883231876, | |
| "bot_a_aggression_factor": 0.2831984093168584, | |
| "bot_a_vpip": 0.7078327727054301, | |
| "bot_a_pfr": 0.07568476693897165, | |
| "bot_a_three_bet_pct": 0.11605124340617935, | |
| "bot_a_fold_to_raise_pct": 0.10022482546444207, | |
| "bot_b_decision_count": 8867, | |
| "bot_b_fold_pct_decision": 0.0001127777151234916, | |
| "bot_b_check_pct_decision": 0.008571106349385361, | |
| "bot_b_call_pct_decision": 0.03823164542686365, | |
| "bot_b_raise_pct_decision": 0.9530844705086275, | |
| "bot_b_aggression_pct": 0.9614334470989762, | |
| "bot_b_aggression_factor": 24.92920353982301, | |
| "bot_b_vpip": 0.998138495904691, | |
| "bot_b_pfr": 0.9880863737900223, | |
| "bot_b_three_bet_pct": 0.9396825396825397, | |
| "bot_b_fold_to_raise_pct": 0.0005015045135406219 | |
| }, | |
| "summary": { | |
| "matchup_key": "easy_vs_medium", | |
| "matchup": "medium vs easy", | |
| "winner": "medium", | |
| "loser": "easy", | |
| "winner_side": "bot_b", | |
| "win_rate_mean": 0.7121666666666666, | |
| "win_rate_std": 0.010426994879744736, | |
| "bb100_mean": 12.598333333333331, | |
| "bb100_std": 51.83641421712046, | |
| "ci_low": 0.6959651075871395, | |
| "ci_high": 0.7283682257461938, | |
| "ci_95": "[69.6%, 72.8%]", | |
| "p_value": 0.0, | |
| "effect_size": 0.43822552193333375, | |
| "significant": true, | |
| "verdict": "medium > easy \u2713", | |
| "showdown_rate": 0.51, | |
| "avg_pot": 775.15, | |
| "avg_actions": 7.1386666666666665, | |
| "avg_three_bet_frequency": 0.5278668915443595, | |
| "timeout_rate": 0.0, | |
| "crash_rate": 0.0, | |
| "illegal_action_rate": 0.0, | |
| "winner_raise_pct": 0.9530844705086275, | |
| "winner_pfr": 0.9880863737900223, | |
| "winner_three_bet_pct": 0.9396825396825397 | |
| } | |
| }, | |
| "easy_vs_hard": { | |
| "per_seed": { | |
| "seed_42": { | |
| "n_hands": 1000, | |
| "bot_a_name": "bot_a", | |
| "bot_b_name": "bot_b", | |
| "bot_a_win_rate": 0.3025, | |
| "bot_b_win_rate": 0.6975, | |
| "bot_a_bb100": 22.509999999999998, | |
| "bot_b_bb100": -22.509999999999998, | |
| "bot_a_total_profit": 4502, | |
| "bot_b_total_profit": -4502, | |
| "bot_a_profit_per_hand": 4.502, | |
| "bot_b_profit_per_hand": -4.502, | |
| "zero_sum_delta": 0, | |
| "zero_sum_ok": true, | |
| "profit_leader_side": "bot_a", | |
| "profit_leader_name": "bot_a", | |
| "profit_leader_bb100": 22.509999999999998, | |
| "avg_pot": 979.646, | |
| "avg_actions": 6.874, | |
| "showdown_rate": 0.539, | |
| "bot_a_win_rate_ci_low": 0.2740297771346974, | |
| "bot_a_win_rate_ci_high": 0.3309702228653026, | |
| "bot_b_win_rate_ci_low": 0.6690297771346974, | |
| "bot_b_win_rate_ci_high": 0.7259702228653027, | |
| "p_value": 0.0, | |
| "effect_size": 0.40606785105740983, | |
| "significant": true, | |
| "illegal_action_rate": 0.0, | |
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| }, | |
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| }, | |
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| } | |
| }, | |
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| }, | |
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| }, | |
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| "profit_leader_side": "bot_b", | |
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| "bot_a_call_pct_decision": 0.30433740714114543, | |
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| }, | |
| "summary": { | |
| "matchup_key": "medium_vs_hard", | |
| "matchup": "hard vs medium", | |
| "winner": "hard", | |
| "loser": "medium", | |
| "winner_side": "bot_b", | |
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| "ci_high": 0.5290544741885722, | |
| "ci_95": "[49.3%, 52.9%]", | |
| "p_value": 0.2212364015336319, | |
| "effect_size": 0.022335190311890463, | |
| "significant": false, | |
| "verdict": "hard > medium ?", | |
| "showdown_rate": 0.9976666666666667, | |
| "avg_pot": 1660.856, | |
| "avg_actions": 7.770333333333333, | |
| "avg_three_bet_frequency": 0.8212891170135748, | |
| "timeout_rate": 0.0, | |
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| "winner_pfr": 0.9400043792423911, | |
| "winner_three_bet_pct": 0.9281594126900892 | |
| } | |
| } | |
| }, | |
| "summary_table": [ | |
| { | |
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| "winner": "medium", | |
| "loser": "easy", | |
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| "win_rate_mean": 0.7121666666666666, | |
| "win_rate_std": 0.010426994879744736, | |
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| "ci_low": 0.6959651075871395, | |
| "ci_high": 0.7283682257461938, | |
| "ci_95": "[69.6%, 72.8%]", | |
| "p_value": 0.0, | |
| "effect_size": 0.43822552193333375, | |
| "significant": true, | |
| "verdict": "medium > easy \u2713", | |
| "showdown_rate": 0.51, | |
| "avg_pot": 775.15, | |
| "avg_actions": 7.1386666666666665, | |
| "avg_three_bet_frequency": 0.5278668915443595, | |
| "timeout_rate": 0.0, | |
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| "illegal_action_rate": 0.0, | |
| "winner_raise_pct": 0.9530844705086275, | |
| "winner_pfr": 0.9880863737900223, | |
| "winner_three_bet_pct": 0.9396825396825397 | |
| }, | |
| { | |
| "matchup_key": "easy_vs_hard", | |
| "matchup": "hard vs easy", | |
| "winner": "hard", | |
| "loser": "easy", | |
| "winner_side": "bot_b", | |
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| "win_rate_std": 0.016977108770995807, | |
| "bb100_mean": 26.64833333333333, | |
| "bb100_std": 107.00202368283611, | |
| "ci_low": 0.6966429751276101, | |
| "ci_high": 0.7290236915390566, | |
| "ci_95": "[69.7%, 72.9%]", | |
| "p_value": 0.0, | |
| "effect_size": 0.4396985039590027, | |
| "significant": true, | |
| "verdict": "hard > easy \u2713", | |
| "showdown_rate": 0.5146666666666667, | |
| "avg_pot": 948.5943333333333, | |
| "avg_actions": 6.691666666666666, | |
| "avg_three_bet_frequency": 0.5578281889178133, | |
| "timeout_rate": 0.0, | |
| "crash_rate": 0.0, | |
| "illegal_action_rate": 0.0, | |
| "winner_raise_pct": 0.9598940142117307, | |
| "winner_pfr": 1.0, | |
| "winner_three_bet_pct": 1.0 | |
| }, | |
| { | |
| "matchup_key": "medium_vs_hard", | |
| "matchup": "hard vs medium", | |
| "winner": "hard", | |
| "loser": "medium", | |
| "winner_side": "bot_b", | |
| "win_rate_mean": 0.5111666666666667, | |
| "win_rate_std": 0.00887255443613745, | |
| "bb100_mean": 106.13333333333333, | |
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| "ci_low": 0.4932788591447611, | |
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| "ci_95": "[49.3%, 52.9%]", | |
| "p_value": 0.2212364015336319, | |
| "effect_size": 0.022335190311890463, | |
| "significant": false, | |
| "verdict": "hard > medium ?", | |
| "showdown_rate": 0.9976666666666667, | |
| "avg_pot": 1660.856, | |
| "avg_actions": 7.770333333333333, | |
| "avg_three_bet_frequency": 0.8212891170135748, | |
| "timeout_rate": 0.0, | |
| "crash_rate": 0.0, | |
| "illegal_action_rate": 0.0, | |
| "winner_raise_pct": 0.9255003706449222, | |
| "winner_pfr": 0.9400043792423911, | |
| "winner_three_bet_pct": 0.9281594126900892 | |
| } | |
| ], | |
| "behavior_summary": { | |
| "easy": { | |
| "decision_count": 24321, | |
| "fold_pct_decision": 0.12026643641297644, | |
| "check_pct_decision": 0.1589161629867193, | |
| "call_pct_decision": 0.565478393158176, | |
| "raise_pct_decision": 0.1553390074421282, | |
| "aggression_pct": 0.21550396440590952, | |
| "aggression_factor": 0.2747037010106886, | |
| "vpip": 0.7091366303436715, | |
| "pfr": 0.07579930547239852, | |
| "three_bet_pct": 0.11585251731237133, | |
| "fold_to_raise_pct": 0.10236891784909567 | |
| }, | |
| "medium": { | |
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| "check_pct_decision": 0.03656597774244833, | |
| "call_pct_decision": 0.19400542410923033, | |
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| "three_bet_pct": 0.7223907426131895, | |
| "fold_to_raise_pct": 0.0006676681689200467 | |
| }, | |
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| "check_pct_decision": 0.0, | |
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| "raise_pct_decision": 0.9404556166535742, | |
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| "aggression_factor": 15.79419525065963, | |
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| "three_bet_pct": 0.9310344827586207, | |
| "fold_to_raise_pct": 0.0 | |
| } | |
| }, | |
| "hierarchy_validation": { | |
| "winner_order_ok": true, | |
| "significance_ok": false, | |
| "hard_vs_medium_target_ok": false, | |
| "behavior_order_ok": true, | |
| "confirmed": false | |
| }, | |
| "checkpoint_metadata": { | |
| "model_status": { | |
| "medium_loaded": true, | |
| "hard_loaded": true, | |
| "warning": "", | |
| "medium_path": "/home/rushi/poker/backend/data/models/medium/ppo_medium_final.zip", | |
| "hard_path": "/home/rushi/poker/backend/data/models/hard/ppo_hard_final.zip" | |
| }, | |
| "checkpoint_paths": { | |
| "medium_final": "/home/rushi/poker/backend/data/models/medium/ppo_medium_final.zip", | |
| "hard_final": "/home/rushi/poker/backend/data/models/hard/ppo_hard_final.zip", | |
| "hard_best": "/home/rushi/poker/backend/data/models/hard/best/best_model.zip", | |
| "medium_best": "/home/rushi/poker/backend/data/models/medium/best/best_model.zip" | |
| } | |
| } | |
| } |