From a9aa2df62b51b64f1a19427f1445bdceec4edcea Mon Sep 17 00:00:00 2001 From: bigcnote Date: Sat, 1 Apr 2023 16:25:19 -0400 Subject: [PATCH 01/17] reworks strategy vizualization really close adds new dataset --- .../create_dataset.py | 115 +- .../strategy_dag_visualisation/dataset.csv | 7753 +++++++++++++---- .../strategy_dag_visualisation/index.html | 23 +- poker_ai/games/short_deck/state.py | 17 +- requirements.txt | 1 + 5 files changed, 6250 insertions(+), 1659 deletions(-) diff --git a/applications/strategy_dag_visualisation/create_dataset.py b/applications/strategy_dag_visualisation/create_dataset.py index 382a9dba..297ab4e9 100644 --- a/applications/strategy_dag_visualisation/create_dataset.py +++ b/applications/strategy_dag_visualisation/create_dataset.py @@ -1,40 +1,103 @@ import os from collections import defaultdict +from typing import List, Dict, Any +import itertools import joblib +import json import pandas as pd from tqdm import tqdm -def to_hand_str(cluster: int) -> str: - return f"hand_cluster_{cluster}" +def to_current_state_str(betting_stage: str, cluster: int, action_history: str) -> str: + return f"{betting_stage}_hand_cluster_{cluster}{action_history}" -strategy_path = "./strategy_2160.gz" -dag_data = defaultdict(lambda: defaultdict(lambda: defaultdict(list))) -data = joblib.load(strategy_path) -for info_set, action_to_probabilities in tqdm(sorted(data["strategy"].items())): +class NestedDict: + def __init__(self): + self.size = defaultdict(int) + self.max_level = 0 + + +strategy_path = "../../_2023_04_01_18_29_31_951511/agent.joblib" +dag_data: Dict[str, NestedDict] = defaultdict(NestedDict) +strategy = joblib.load(strategy_path) +comp_lookup: Dict[str, int] = {"pre_flop": 0, "flop": 1, "turn": 2, "river": 3} +for info_set_str, action_to_probabilities in tqdm(strategy["strategy"].items()): norm = sum(list(action_to_probabilities.values())) - for action in ["call", "fold", "raise"]: - probability = action_to_probabilities.get(action, 0) - cluster_str, history_str = info_set.split(" ", 1) - cluster = int(cluster_str[14:-1]) - history = [h for h in eval(history_str[8:]) if h != "skip"] - history.append(action) - path = [to_hand_str(cluster), *history] - level = len(path) - dag_data[cluster][level]["size"].append(int(1000 * probability / norm)) - dag_data[cluster][level]["path"].append(os.path.join(*path)) - -cluster = 1 -data = defaultdict(list) + for next_action in ["call", "fold", "raise"]: + probability = action_to_probabilities.get(next_action, 0) + info_set = json.loads(info_set_str) + cluster = info_set["cards_cluster"] + betting_stage = info_set["betting_stage"] + histories_lst: List[Dict[str, List[str]]] = info_set["history"] + history: List[str] = [] + action_history = "" + for past_betting_stage_dict in histories_lst: + past_betting_stage = list(past_betting_stage_dict.keys())[0] + if comp_lookup[betting_stage] > comp_lookup[past_betting_stage]: + action_history += "_" + "-".join( + list(past_betting_stage_dict.values())[0] + ) + else: + for actions in past_betting_stage_dict.values(): + # betting_stage_action = [ + # list(betting_stage.keys())[0] + "_" + a for a in actions + # ] + history.extend(actions) + history.append(next_action) + current_state = to_current_state_str(betting_stage, cluster, action_history) + if ( + current_state + == "river_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call_call-raise-skip-raise-raise-skip-call_raise-raise" + ): + import ipdb + + ipdb.set_trace() + path = [current_state, *history] + level = len(path) - 1 + # Get a lookup for a path at this state. + dag_data[current_state].size[os.path.join(*path)] = int( + 1000 * probability / norm + ) + dag_data[current_state].max_level = max( + dag_data[current_state].max_level, level + ) + + +def generate_combinations(base_path, level): + combinations = itertools.product(actions, repeat=level) + paths = [f"{base_path}/{'/'.join(p)}" for p in combinations] + valid_paths = [ + path + for path in paths + if (path.count("fold") - (1 if path.endswith("fold") else 0)) <= 2 + ] + return valid_paths + + +actions = ["fold", "raise", "call"] +current_state = "flop_hand_cluster_0_call-call-call" +current_state_folds = current_state.count("fold") +import ipdb + +ipdb.set_trace() +max_generate_level = dag_data[current_state].max_level +data: Dict[str, List[Any]] = defaultdict(list) data["size"].append(1000) -data["path"].append(to_hand_str(cluster)) -for level, size_and_path in sorted(dag_data[cluster].items()): - size = size_and_path["size"] - path = size_and_path["path"] - path, size = (list(t) for t in zip(*sorted(zip(path, size)))) - data["size"] += size - data["path"] += path +data["path"].append(current_state) +data["is_player"] = ["not_player"] +# Get all possible paths for the current state. +for level in range(1, max_generate_level + 1): + paths = generate_combinations(current_state, level) + data["path"].extend(paths) + data["size"].extend([0] * len(paths)) + data["is_player"].extend(["not_player"] * len(paths)) + +for i, path in enumerate(data["path"]): + if path in dag_data[current_state].size: + data["size"][i] = dag_data[current_state].size[path] + data["is_player"][i] = "player" + df = pd.DataFrame(data=data) df.to_csv("dataset.csv", index=False) diff --git a/applications/strategy_dag_visualisation/dataset.csv b/applications/strategy_dag_visualisation/dataset.csv index 220b673f..b3da23e4 100644 --- a/applications/strategy_dag_visualisation/dataset.csv +++ b/applications/strategy_dag_visualisation/dataset.csv @@ -1,1610 +1,6143 @@ -size,path -1000,hand_cluster_1 -0,hand_cluster_1/call -0,hand_cluster_1/fold -1000,hand_cluster_1/raise -0,hand_cluster_1/call/call -0,hand_cluster_1/call/fold -1000,hand_cluster_1/call/raise -1000,hand_cluster_1/fold/call -0,hand_cluster_1/fold/fold -0,hand_cluster_1/fold/raise -666,hand_cluster_1/raise/call -0,hand_cluster_1/raise/fold -333,hand_cluster_1/raise/raise -1000,hand_cluster_1/call/call/call 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+0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/call/call/raise,not_player +0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/call/call/call,not_player diff --git a/applications/strategy_dag_visualisation/index.html b/applications/strategy_dag_visualisation/index.html index 32879bec..4bc0a435 100644 --- a/applications/strategy_dag_visualisation/index.html +++ b/applications/strategy_dag_visualisation/index.html @@ -24,7 +24,7 @@ const NODE_REL_SIZE = 1; const graph = ForceGraph3D() .dagMode('td') - .dagLevelDistance(200) + .dagLevelDistance(20) .backgroundColor('#101020') .linkColor(() => 'rgba(255,255,255,0.2)') .nodeRelSize(NODE_REL_SIZE) @@ -47,22 +47,23 @@ .then(d3.csvParse) .then(data => { const nodes = [], links = []; - data.forEach(({ size, path }) => { + data.forEach(({ size, path, is_player }) => { const levels = path.split('/'), level = levels.length - 1, - module = level > 0 ? levels[1] : null, + module = (is_player !== "not_player" && level > 0) ? levels[1] + is_player : null, leaf = levels.pop(), parent = levels.join('/'); - if (level < 3) { - const node = { - path, - leaf, - module, - size: +size || 20, - level + if (level < 7) { + const node = { + path, + leaf, + module, + size: +size || 20, + level }; - nodes.push(node); + + nodes.push(node); if (parent) { console.log({source: parent, target: path, targetNode: node}) diff --git a/poker_ai/games/short_deck/state.py b/poker_ai/games/short_deck/state.py index 3956fe70..a7a26d70 100644 --- a/poker_ai/games/short_deck/state.py +++ b/poker_ai/games/short_deck/state.py @@ -48,18 +48,11 @@ def new_game( ] if card_info_lut: # Don't reload massive files, it takes ages. - state = ShortDeckPokerState( - players=players, - load_card_lut=False, - **kwargs - ) + state = ShortDeckPokerState(players=players, load_card_lut=False, **kwargs) state.card_info_lut = card_info_lut else: # Load massive files. - state = ShortDeckPokerState( - players=players, - **kwargs - ) + state = ShortDeckPokerState(players=players, **kwargs) return state @@ -236,8 +229,7 @@ def apply_action(self, action_str: Optional[str]) -> ShortDeckPokerState: @staticmethod def load_card_lut( - lut_path: str = ".", - pickle_dir: bool = False + lut_path: str = ".", pickle_dir: bool = False ) -> Dict[str, Dict[Tuple[int, ...], str]]: """ Load card information lookup table. @@ -278,7 +270,7 @@ def load_card_lut( card_info_lut[betting_stage] = joblib.load(fp) elif lut_path: logger.info(f"Loading card from single file at path: {lut_path}") - card_info_lut = joblib.load(lut_path + '/card_info_lut.joblib') + card_info_lut = joblib.load(lut_path + "/card_info_lut.joblib") else: card_info_lut = {} return card_info_lut @@ -408,6 +400,7 @@ def info_set(self) -> str: # paranoid about JSON's lack of care with insertion order. info_set_dict = { "cards_cluster": cards_cluster, + "betting_stage": self._betting_stage, "history": [ {betting_stage: [str(action) for action in actions]} for betting_stage, actions in self._history.items() diff --git a/requirements.txt b/requirements.txt index 5430deed..3c2cc928 100644 --- a/requirements.txt +++ b/requirements.txt @@ -5,6 +5,7 @@ enlighten==1.5.2 ipdb==0.12.3 matplotlib==3.1.3 numpy==1.17.4 +pandas==0.25.3 pytest==5.4.3 PyYAML==5.3.1 rich==1.0.0 From b53ea201af06eef1c407e9e8a71341a8413bac70 Mon Sep 17 00:00:00 2001 From: bigcnote Date: Sat, 1 Apr 2023 22:32:08 -0400 Subject: [PATCH 02/17] refactors strategy viz --- .../create_dataset.py | 196 +++++++++++------- .../strategy_dag_visualisation/index.html | 22 +- 2 files changed, 133 insertions(+), 85 deletions(-) diff --git a/applications/strategy_dag_visualisation/create_dataset.py b/applications/strategy_dag_visualisation/create_dataset.py index 297ab4e9..83048e1b 100644 --- a/applications/strategy_dag_visualisation/create_dataset.py +++ b/applications/strategy_dag_visualisation/create_dataset.py @@ -1,6 +1,6 @@ import os from collections import defaultdict -from typing import List, Dict, Any +from typing import List, Dict, Any, TypedDict, Tuple import itertools import joblib @@ -9,63 +9,99 @@ from tqdm import tqdm -def to_current_state_str(betting_stage: str, cluster: int, action_history: str) -> str: - return f"{betting_stage}_hand_cluster_{cluster}{action_history}" +# Will be cli args. +betting_round_viz = "flop_hand_cluster_0_call-call-call" +strategy_path = "../../_2023_04_01_18_29_31_951511/agent.joblib" -class NestedDict: +class StrategySizeLevelDict: def __init__(self): self.size = defaultdict(int) self.max_level = 0 -strategy_path = "../../_2023_04_01_18_29_31_951511/agent.joblib" -dag_data: Dict[str, NestedDict] = defaultdict(NestedDict) -strategy = joblib.load(strategy_path) -comp_lookup: Dict[str, int] = {"pre_flop": 0, "flop": 1, "turn": 2, "river": 3} -for info_set_str, action_to_probabilities in tqdm(strategy["strategy"].items()): - norm = sum(list(action_to_probabilities.values())) - for next_action in ["call", "fold", "raise"]: - probability = action_to_probabilities.get(next_action, 0) - info_set = json.loads(info_set_str) - cluster = info_set["cards_cluster"] - betting_stage = info_set["betting_stage"] - histories_lst: List[Dict[str, List[str]]] = info_set["history"] - history: List[str] = [] - action_history = "" - for past_betting_stage_dict in histories_lst: - past_betting_stage = list(past_betting_stage_dict.keys())[0] - if comp_lookup[betting_stage] > comp_lookup[past_betting_stage]: - action_history += "_" + "-".join( - list(past_betting_stage_dict.values())[0] - ) - else: - for actions in past_betting_stage_dict.values(): - # betting_stage_action = [ - # list(betting_stage.keys())[0] + "_" + a for a in actions - # ] - history.extend(actions) - history.append(next_action) - current_state = to_current_state_str(betting_stage, cluster, action_history) - if ( - current_state - == "river_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call_call-raise-skip-raise-raise-skip-call_raise-raise" - ): - import ipdb - - ipdb.set_trace() - path = [current_state, *history] - level = len(path) - 1 - # Get a lookup for a path at this state. - dag_data[current_state].size[os.path.join(*path)] = int( - 1000 * probability / norm - ) - dag_data[current_state].max_level = max( - dag_data[current_state].max_level, level - ) - - -def generate_combinations(base_path, level): +class InfoSet(TypedDict): + cards_cluster: int + betting_stage: str + history: List[Dict[str, List[str]]] + + +def to_start_of_betting_round_str(info_set_str: str) -> Tuple[str, List[str]]: + """ + Convert the info set string to a string that represents the start of the betting round + for use in the DAG vizualizations. Also return the history of actions for + the current betting stage. + + TODO: Doc string, show example for fast lookup of a particular betting + round. + """ + # For understanding which betting stage is later than the another. + comp_lookup: Dict[str, int] = {"pre_flop": 0, "flop": 1, "turn": 2, "river": 3} + + info_set: InfoSet = json.loads(info_set_str) + cluster = info_set["cards_cluster"] + betting_stage = info_set["betting_stage"] + + histories_lst: List[Dict[str, List[str]]] = info_set["history"] + history: List[str] = [] + action_history = "" + + # Loop over betting rounds and add the actions to either 1) the + # `top_of_betting_round` string or 2) the `history` list. + # `top_of_betting_round` string represents the state at the top of + # the betting round for an info set. The remaining actions past and + # including the current betting stage are kept in the `history` list. + for past_betting_stage_dict in histories_lst: + past_betting_stage = list(past_betting_stage_dict.keys())[0] + if comp_lookup[betting_stage] > comp_lookup[past_betting_stage]: + action_history += "_" + "-".join(list(past_betting_stage_dict.values())[0]) + else: + for actions in past_betting_stage_dict.values(): + history.extend(actions) + top_of_betting_round = f"{betting_stage}_hand_cluster_{cluster}{action_history}" + return top_of_betting_round, history + + +def _get_bot_dag_data(strategy_path: str) -> Dict[str, StrategySizeLevelDict]: + """ + Loop over the strategy and create a lookup of stats from bot's state strategies. + We will use this to create a DAG. + + TODO + """ + bot_dag_data: Dict[str, StrategySizeLevelDict] = defaultdict(StrategySizeLevelDict) + strategy = joblib.load(strategy_path) + + for info_set_str, action_to_probabilities in tqdm(strategy["strategy"].items()): + norm = sum(list(action_to_probabilities.values())) + + for next_action in ["call", "fold", "raise"]: + probability = action_to_probabilities.get(next_action, 0) + + start_of_betting_round, history = to_start_of_betting_round_str( + info_set_str + ) + history.append(next_action) + + path = [start_of_betting_round, *history] + level = len(path) - 1 + + # Get a lookup for a path at this state. + bot_dag_data[start_of_betting_round].size[os.path.join(*path)] = int( + 1000 * probability / norm + ) + bot_dag_data[start_of_betting_round].max_level = max( + bot_dag_data[start_of_betting_round].max_level, level + ) + return bot_dag_data + + +def _generate_action_combos(base_path, level): + """ + Helper function to generate all possible action combinations for a given + level of the DAG. Plus it eliminates invalid paths. + """ + actions = ["fold", "raise", "call"] combinations = itertools.product(actions, repeat=level) paths = [f"{base_path}/{'/'.join(p)}" for p in combinations] valid_paths = [ @@ -76,28 +112,36 @@ def generate_combinations(base_path, level): return valid_paths -actions = ["fold", "raise", "call"] -current_state = "flop_hand_cluster_0_call-call-call" -current_state_folds = current_state.count("fold") -import ipdb - -ipdb.set_trace() -max_generate_level = dag_data[current_state].max_level -data: Dict[str, List[Any]] = defaultdict(list) -data["size"].append(1000) -data["path"].append(current_state) -data["is_player"] = ["not_player"] -# Get all possible paths for the current state. -for level in range(1, max_generate_level + 1): - paths = generate_combinations(current_state, level) - data["path"].extend(paths) - data["size"].extend([0] * len(paths)) - data["is_player"].extend(["not_player"] * len(paths)) - -for i, path in enumerate(data["path"]): - if path in dag_data[current_state].size: - data["size"][i] = dag_data[current_state].size[path] - data["is_player"][i] = "player" - -df = pd.DataFrame(data=data) -df.to_csv("dataset.csv", index=False) +def _get_betting_round_action_combos(betting_round_viz, max_generate_level): + """ + For a given betting round, and the max level in the bot's strategy for that + betting round, generate all possible paths for the betting round. + """ + betting_round_action_combos: Dict[str, List[Any]] = defaultdict(list) + betting_round_action_combos["size"].append(1000) + betting_round_action_combos["path"].append(betting_round_viz) + betting_round_action_combos["is_player"] = ["not_player"] + # Get all possible paths for the current state. + for level in range(1, max_generate_level + 1): + paths = _generate_action_combos(betting_round_viz, level) + betting_round_action_combos["path"].extend(paths) + betting_round_action_combos["size"].extend([0] * len(paths)) + betting_round_action_combos["is_player"].extend(["not_player"] * len(paths)) + return betting_round_action_combos + + +bot_dag_data = _get_bot_dag_data(strategy_path) +max_generate_level = bot_dag_data[betting_round_viz].max_level +betting_round_action_combos = _get_betting_round_action_combos( + betting_round_viz, max_generate_level +) + +for i, path in enumerate(betting_round_action_combos["path"]): + if path in bot_dag_data[betting_round_viz].size: + betting_round_action_combos["size"][i] = bot_dag_data[betting_round_viz].size[ + path + ] + betting_round_action_combos["is_player"][i] = "player" + +strategy_viz_df = pd.DataFrame(data=betting_round_action_combos) +strategy_viz_df.to_csv("strategy_viz_dataset.csv", index=False) diff --git a/applications/strategy_dag_visualisation/index.html b/applications/strategy_dag_visualisation/index.html index 4bc0a435..2aa79094 100644 --- a/applications/strategy_dag_visualisation/index.html +++ b/applications/strategy_dag_visualisation/index.html @@ -17,7 +17,11 @@ // controls const controls = { 'DAG Orientation': 'td'}; const gui = new dat.GUI(); - gui.add(controls, 'DAG Orientation', ['td', 'bu', 'lr', 'rl', 'zout', 'zin', 'radialout', 'radialin', null]) + gui.add( + controls, 'DAG Orientation', [ + 'td', 'bu', 'lr', 'rl', 'zout', 'zin', 'radialout', 'radialin', null + ] + ) .onChange(orientation => graph && graph.dagMode(orientation)); // graph config @@ -42,7 +46,7 @@ // Decrease repel intensity graph.d3Force('charge').strength(-15); - fetch('./dataset.csv') + fetch('./strategy_viz_dataset.csv') .then(r => r.text()) .then(d3.csvParse) .then(data => { @@ -61,19 +65,19 @@ module, size: +size || 20, level - }; + }; nodes.push(node); - if (parent) { - console.log({source: parent, target: path, targetNode: node}) - links.push({source: parent, target: path, targetNode: node}); - } + if (parent) { + console.log({source: parent, target: path, targetNode: node}) + links.push({source: parent, target: path, targetNode: node}); + } } }); - graph(document.getElementById('graph')) - .graphData({ nodes, links }); + graph(document.getElementById('graph')) + .graphData({ nodes, links }); }); From 4b2a45c2f0e380720005ee7364f3592462c2fac3 Mon Sep 17 00:00:00 2001 From: bigcnote Date: Sun, 2 Apr 2023 00:33:54 -0400 Subject: [PATCH 03/17] adds viz cli --- .../strategy_dag_visualisation/dataset.csv | 6143 ----------------- poker_ai/__init__.py | 6 +- poker_ai/cli/runner.py | 2 + .../viz}/index.html | 8 +- .../viz/runner.py | 60 +- requirements.txt | 2 +- 6 files changed, 55 insertions(+), 6166 deletions(-) delete mode 100644 applications/strategy_dag_visualisation/dataset.csv rename {applications/strategy_dag_visualisation => poker_ai/viz}/index.html (92%) rename applications/strategy_dag_visualisation/create_dataset.py => poker_ai/viz/runner.py (73%) diff --git a/applications/strategy_dag_visualisation/dataset.csv b/applications/strategy_dag_visualisation/dataset.csv deleted file mode 100644 index b3da23e4..00000000 --- a/applications/strategy_dag_visualisation/dataset.csv +++ /dev/null @@ -1,6143 +0,0 @@ -size,path,is_player -1000,flop_hand_cluster_0_call-raise-call-call,not_player -0,flop_hand_cluster_0_call-raise-call-call/fold,player -228,flop_hand_cluster_0_call-raise-call-call/raise,player -771,flop_hand_cluster_0_call-raise-call-call/call,player -0,flop_hand_cluster_0_call-raise-call-call/fold/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/fold/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/fold/call,not_player -88,flop_hand_cluster_0_call-raise-call-call/raise/fold,player -240,flop_hand_cluster_0_call-raise-call-call/raise/raise,player -670,flop_hand_cluster_0_call-raise-call-call/raise/call,player -0,flop_hand_cluster_0_call-raise-call-call/call/fold,player -644,flop_hand_cluster_0_call-raise-call-call/call/raise,player -355,flop_hand_cluster_0_call-raise-call-call/call/call,player -0,flop_hand_cluster_0_call-raise-call-call/fold/fold/fold,not_player 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-0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/raise/raise/call/call,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/raise/call/fold/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/raise/call/fold/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/raise/call/fold/call,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/raise/call/raise/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/raise/call/raise/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/raise/call/raise/call,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/raise/call/call/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/raise/call/call/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/raise/call/call/call,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/fold/fold/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/fold/fold/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/fold/fold/call,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/fold/raise/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/fold/raise/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/fold/raise/call,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/fold/call/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/fold/call/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/fold/call/call,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/raise/fold/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/raise/fold/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/raise/fold/call,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/raise/raise/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/raise/raise/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/raise/raise/call,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/raise/call/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/raise/call/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/raise/call/call,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/call/fold/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/call/fold/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/call/fold/call,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/call/raise/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/call/raise/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/call/raise/call,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/call/call/fold,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/call/call/raise,not_player -0,flop_hand_cluster_0_call-raise-call-call/call/call/call/call/call/call/call/call,not_player diff --git a/poker_ai/__init__.py b/poker_ai/__init__.py index 61bd3215..ad00adfa 100644 --- a/poker_ai/__init__.py +++ b/poker_ai/__init__.py @@ -6,7 +6,10 @@ FORMAT = "%(message)s" logging.basicConfig( - format=FORMAT, datefmt="[%X] ", handlers=[RichHandler()], level=logging.INFO, + format=FORMAT, + datefmt="[%X] ", + handlers=[RichHandler()], + level=logging.INFO, ) from . import ai @@ -16,5 +19,6 @@ from . import poker from . import terminal from . import utils +from . import viz __version__ = "1.0.0rc3" diff --git a/poker_ai/cli/runner.py b/poker_ai/cli/runner.py index 5c6486d9..dbf4d223 100644 --- a/poker_ai/cli/runner.py +++ b/poker_ai/cli/runner.py @@ -3,6 +3,7 @@ from poker_ai.ai.runner import train from poker_ai.clustering.runner import cluster from poker_ai.terminal.runner import run_terminal_app +from poker_ai.viz.runner import create_viz @click.group() @@ -21,3 +22,4 @@ def cli(): cli.add_command(train, name="train") cli.add_command(cluster, name="cluster") cli.add_command(run_terminal_app, name="play") +cli.add_command(create_viz, name="viz") diff --git a/applications/strategy_dag_visualisation/index.html b/poker_ai/viz/index.html similarity index 92% rename from applications/strategy_dag_visualisation/index.html rename to poker_ai/viz/index.html index 2aa79094..3e7e9fea 100644 --- a/applications/strategy_dag_visualisation/index.html +++ b/poker_ai/viz/index.html @@ -17,11 +17,7 @@ // controls const controls = { 'DAG Orientation': 'td'}; const gui = new dat.GUI(); - gui.add( - controls, 'DAG Orientation', [ - 'td', 'bu', 'lr', 'rl', 'zout', 'zin', 'radialout', 'radialin', null - ] - ) + gui.add(controls, 'DAG Orientation', ['td', 'bu', 'lr', 'rl', 'zout', 'zin', 'radialout', 'radialin', null]) .onChange(orientation => graph && graph.dagMode(orientation)); // graph config @@ -46,7 +42,7 @@ // Decrease repel intensity graph.d3Force('charge').strength(-15); - fetch('./strategy_viz_dataset.csv') + fetch('./strategy_viz_dataset.csv") .then(r => r.text()) .then(d3.csvParse) .then(data => { diff --git a/applications/strategy_dag_visualisation/create_dataset.py b/poker_ai/viz/runner.py similarity index 73% rename from applications/strategy_dag_visualisation/create_dataset.py rename to poker_ai/viz/runner.py index 83048e1b..3bfb81c3 100644 --- a/applications/strategy_dag_visualisation/create_dataset.py +++ b/poker_ai/viz/runner.py @@ -2,13 +2,22 @@ from collections import defaultdict from typing import List, Dict, Any, TypedDict, Tuple import itertools +import logging +from pathlib import Path +import click import joblib import json import pandas as pd from tqdm import tqdm +from flask import Flask, render_template +log = logging.getLogger(__name__) +repo_root = os.path.abspath(os.path.join(os.path.dirname(__file__), "..")) +template_folder = os.path.join(repo_root, "viz") +app = Flask(__name__, template_folder=template_folder) + # Will be cli args. betting_round_viz = "flop_hand_cluster_0_call-call-call" strategy_path = "../../_2023_04_01_18_29_31_951511/agent.joblib" @@ -130,18 +139,39 @@ def _get_betting_round_action_combos(betting_round_viz, max_generate_level): return betting_round_action_combos -bot_dag_data = _get_bot_dag_data(strategy_path) -max_generate_level = bot_dag_data[betting_round_viz].max_level -betting_round_action_combos = _get_betting_round_action_combos( - betting_round_viz, max_generate_level -) - -for i, path in enumerate(betting_round_action_combos["path"]): - if path in bot_dag_data[betting_round_viz].size: - betting_round_action_combos["size"][i] = bot_dag_data[betting_round_viz].size[ - path - ] - betting_round_action_combos["is_player"][i] = "player" - -strategy_viz_df = pd.DataFrame(data=betting_round_action_combos) -strategy_viz_df.to_csv("strategy_viz_dataset.csv", index=False) +@click.command() +@click.option("--strategy_dir", type=click.Path(exists=True)) +@click.option("--betting_round_viz", type=str) +@click.option("--max_depth", type=int, default=7) +@click.option("--host", default="127.0.0.1", help="The interface to bind to.") +@click.option("--port", default=5000, help="The port to bind to.") +def create_viz(strategy_dir, betting_round_viz, max_depth, host, port): + strategy_dir = Path(strategy_dir) + bot_dag_data = _get_bot_dag_data(strategy_dir / "agent.joblib") + max_generate_level = bot_dag_data[betting_round_viz].max_level + betting_round_action_combos = _get_betting_round_action_combos( + betting_round_viz, max_generate_level + ) + + for i, path in enumerate(betting_round_action_combos["path"]): + if path in bot_dag_data[betting_round_viz].size: + betting_round_action_combos["size"][i] = bot_dag_data[ + betting_round_viz + ].size[path] + betting_round_action_combos["is_player"][i] = "player" + + strategy_viz_df = pd.DataFrame(data=betting_round_action_combos) + strategy_viz_df.to_csv(strategy_dir / "strategy_viz_dataset.csv", index=False) + + @app.route("/") + def index(): + strategy_viz_path = strategy_dir / "strategy_viz_dataset.csv" + return render_template( + "index.html", strategy_viz_path=strategy_viz_path, max_depth=max_depth + ) + + app.run(host=host, port=port) + + +if __name__ == "__main__": + create_viz() diff --git a/requirements.txt b/requirements.txt index 3c2cc928..13c319b4 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,5 +1,5 @@ blessed==1.17.5 -click==7.0 +click==8.1.3 dill==0.3.1.1 enlighten==1.5.2 ipdb==0.12.3 From 5bd75ed3f182416bc3bc20cdca80c77972088da9 Mon Sep 17 00:00:00 2001 From: bigcnote Date: Sun, 2 Apr 2023 10:44:22 -0400 Subject: [PATCH 04/17] working with flask adds flask to render graph via cli --- poker_ai/viz/__init__.py | 1 + poker_ai/viz/index.html | 26 +++++++++++++------- poker_ai/viz/runner.py | 10 ++++---- poker_ai/viz/static/strategy_viz_dataset.csv | 5 ++++ 4 files changed, 28 insertions(+), 14 deletions(-) create mode 100644 poker_ai/viz/__init__.py create mode 100644 poker_ai/viz/static/strategy_viz_dataset.csv diff --git a/poker_ai/viz/__init__.py b/poker_ai/viz/__init__.py new file mode 100644 index 00000000..0b493129 --- /dev/null +++ b/poker_ai/viz/__init__.py @@ -0,0 +1 @@ +from . import runner diff --git a/poker_ai/viz/index.html b/poker_ai/viz/index.html index 3e7e9fea..dd7445b0 100644 --- a/poker_ai/viz/index.html +++ b/poker_ai/viz/index.html @@ -41,8 +41,16 @@ // Decrease repel intensity graph.d3Force('charge').strength(-15); + + /* + fetch('/viz_args') + .then(response => response.json()) + .then(data => { + const max_depth = data['max_depth']; + }); + */ - fetch('./strategy_viz_dataset.csv") + fetch("{{ url_for('static', filename='strategy_viz_dataset.csv') }}") .then(r => r.text()) .then(d3.csvParse) .then(data => { @@ -54,26 +62,26 @@ leaf = levels.pop(), parent = levels.join('/'); - if (level < 7) { + if (level < {{ max_depth }}) { const node = { path, leaf, module, size: +size || 20, level - }; + }; nodes.push(node); - if (parent) { - console.log({source: parent, target: path, targetNode: node}) - links.push({source: parent, target: path, targetNode: node}); - } + if (parent) { + console.log({source: parent, target: path, targetNode: node}) + links.push({source: parent, target: path, targetNode: node}); + } } }); - graph(document.getElementById('graph')) - .graphData({ nodes, links }); + graph(document.getElementById('graph')) + .graphData({ nodes, links }); }); diff --git a/poker_ai/viz/runner.py b/poker_ai/viz/runner.py index 3bfb81c3..72e44f09 100644 --- a/poker_ai/viz/runner.py +++ b/poker_ai/viz/runner.py @@ -160,15 +160,15 @@ def create_viz(strategy_dir, betting_round_viz, max_depth, host, port): ].size[path] betting_round_action_combos["is_player"][i] = "player" + strategy_viz_dataset_path = ( + Path(template_folder) / "static/strategy_viz_dataset.csv" + ) strategy_viz_df = pd.DataFrame(data=betting_round_action_combos) - strategy_viz_df.to_csv(strategy_dir / "strategy_viz_dataset.csv", index=False) + strategy_viz_df.to_csv(strategy_viz_dataset_path, index=False) @app.route("/") def index(): - strategy_viz_path = strategy_dir / "strategy_viz_dataset.csv" - return render_template( - "index.html", strategy_viz_path=strategy_viz_path, max_depth=max_depth - ) + return render_template("index.html", max_depth=max_depth) app.run(host=host, port=port) diff --git a/poker_ai/viz/static/strategy_viz_dataset.csv b/poker_ai/viz/static/strategy_viz_dataset.csv new file mode 100644 index 00000000..fb87c9df --- /dev/null +++ b/poker_ai/viz/static/strategy_viz_dataset.csv @@ -0,0 +1,5 @@ +size,path,is_player +1000,turn_hand_cluster_9_raise-raise-call-raise-call-call_raise-raise-fold-raise-call,not_player +0,turn_hand_cluster_9_raise-raise-call-raise-call-call_raise-raise-fold-raise-call/fold,player +138,turn_hand_cluster_9_raise-raise-call-raise-call-call_raise-raise-fold-raise-call/raise,player +861,turn_hand_cluster_9_raise-raise-call-raise-call-call_raise-raise-fold-raise-call/call,player From 176e36521e03492021720cee5d9d7fc9adc5550b Mon Sep 17 00:00:00 2001 From: bigcnote Date: Sun, 2 Apr 2023 10:57:43 -0400 Subject: [PATCH 05/17] adds model output to gitignore --- .gitignore | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.gitignore b/.gitignore index 31f96355..5fe3f330 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,7 @@ research/ +_2* +card_info_lut.joblib +centroids.joblib tags tags/ *.pkl From 60b54c4a3e0afef5f128ffe26337d8b4f32cb15a Mon Sep 17 00:00:00 2001 From: bigcnote Date: Sun, 2 Apr 2023 13:37:32 -0400 Subject: [PATCH 06/17] document cli --- poker_ai/viz/runner.py | 146 +++++++++++++++++++++++++++++++++++------ 1 file changed, 125 insertions(+), 21 deletions(-) diff --git a/poker_ai/viz/runner.py b/poker_ai/viz/runner.py index 72e44f09..3c7168da 100644 --- a/poker_ai/viz/runner.py +++ b/poker_ai/viz/runner.py @@ -14,22 +14,27 @@ log = logging.getLogger(__name__) + +# Flask settings for the viz. repo_root = os.path.abspath(os.path.join(os.path.dirname(__file__), "..")) template_folder = os.path.join(repo_root, "viz") app = Flask(__name__, template_folder=template_folder) -# Will be cli args. -betting_round_viz = "flop_hand_cluster_0_call-call-call" -strategy_path = "../../_2023_04_01_18_29_31_951511/agent.joblib" - class StrategySizeLevelDict: + """ + Object used for storing the size and max level of a strategy for use + in the strategy viz. + """ + def __init__(self): self.size = defaultdict(int) self.max_level = 0 class InfoSet(TypedDict): + """Info set for a given state. """ + cards_cluster: int betting_stage: str history: List[Dict[str, List[str]]] @@ -41,8 +46,36 @@ def to_start_of_betting_round_str(info_set_str: str) -> Tuple[str, List[str]]: for use in the DAG vizualizations. Also return the history of actions for the current betting stage. - TODO: Doc string, show example for fast lookup of a particular betting - round. + Example Useage. + >>> strategy = joblib.load('path/to/strategy_dir/agent.joblib') + >>> strategy['strategy'].keys() + Make sure to user '' around the infoset so it can be parsed by your + shell. + + Eg; + >>> info_set_str = '{ + >>> "cards_cluster":9, + >>> "betting_stage":"turn", + >>> "history":[ + >>> {"pre_flop":["raise","raise","raise","call","call"]}, + >>> {"flop":["raise","raise","fold","call"]}, + >>> {"turn":["raise","raise"]} + >>> ] + >>> }' + >>> to_start_of_betting_round_str(info_set_str) + + Params + ------ + info_set_str : str + The info set string for a given state. As retrieved from the strategy. + + Returns + ------- + top_of_betting_round : str + The string representing the start of the betting round for the given state. + Roughly `{betting_stage}_card_cluster_{cluster}{action_history}`. + history : List[str] + The history of actions for the current betting stage. """ # For understanding which betting stage is later than the another. comp_lookup: Dict[str, int] = {"pre_flop": 0, "flop": 1, "turn": 2, "river": 3} @@ -68,15 +101,19 @@ def to_start_of_betting_round_str(info_set_str: str) -> Tuple[str, List[str]]: for actions in past_betting_stage_dict.values(): history.extend(actions) top_of_betting_round = f"{betting_stage}_hand_cluster_{cluster}{action_history}" + return top_of_betting_round, history -def _get_bot_dag_data(strategy_path: str) -> Dict[str, StrategySizeLevelDict]: +def _get_bot_dag_data(strategy_path: Path) -> Dict[str, StrategySizeLevelDict]: """ Loop over the strategy and create a lookup of stats from bot's state strategies. We will use this to create a DAG. - TODO + Params + ------ + strategy_path : Path + The path to the strategy file. """ bot_dag_data: Dict[str, StrategySizeLevelDict] = defaultdict(StrategySizeLevelDict) strategy = joblib.load(strategy_path) @@ -96,6 +133,8 @@ def _get_bot_dag_data(strategy_path: str) -> Dict[str, StrategySizeLevelDict]: level = len(path) - 1 # Get a lookup for a path at this state. + # Size is scale 0-1000, the strategy is converted to a probability then + # scaled to 0-1000. bot_dag_data[start_of_betting_round].size[os.path.join(*path)] = int( 1000 * probability / norm ) @@ -109,6 +148,19 @@ def _generate_action_combos(base_path, level): """ Helper function to generate all possible action combinations for a given level of the DAG. Plus it eliminates invalid paths. + + Params + ------ + base_path : str + Usually this would be the `start_of_betting_round` string. + level : int + The level of the strategy as based on the start of the betting round. + + Returns + ------- + valid_paths : List[str] + A list of valid paths for the given level. Removes sequences of three + folds prior to the last action. """ actions = ["fold", "raise", "call"] combinations = itertools.product(actions, repeat=level) @@ -121,18 +173,28 @@ def _generate_action_combos(base_path, level): return valid_paths -def _get_betting_round_action_combos(betting_round_viz, max_generate_level): +def _get_betting_round_action_combos(betting_round_state_viz, max_generate_level): """ For a given betting round, and the max level in the bot's strategy for that betting round, generate all possible paths for the betting round. + + Params + ------ + betting_round_state_viz : str + The string representing the start of the betting round for the given + state. This will be the root node of the vizualizations. + max_generate_level : int + The max level in the bot's strategy for the given betting round. """ betting_round_action_combos: Dict[str, List[Any]] = defaultdict(list) + # Size is scale 0-1000, the strategy is converted to a probability then + # scaled to 0-1000. betting_round_action_combos["size"].append(1000) - betting_round_action_combos["path"].append(betting_round_viz) + betting_round_action_combos["path"].append(betting_round_state_viz) betting_round_action_combos["is_player"] = ["not_player"] # Get all possible paths for the current state. for level in range(1, max_generate_level + 1): - paths = _generate_action_combos(betting_round_viz, level) + paths = _generate_action_combos(betting_round_state_viz, level) betting_round_action_combos["path"].extend(paths) betting_round_action_combos["size"].extend([0] * len(paths)) betting_round_action_combos["is_player"].extend(["not_player"] * len(paths)) @@ -140,24 +202,66 @@ def _get_betting_round_action_combos(betting_round_viz, max_generate_level): @click.command() -@click.option("--strategy_dir", type=click.Path(exists=True)) -@click.option("--betting_round_viz", type=str) -@click.option("--max_depth", type=int, default=7) +@click.option( + "--strategy_dir", + type=click.Path(exists=True), + help="Path to the strategy directory.", +) +@click.option( + "--info_set_str", + type=str, + help=( + """ + Infoset to vizualize, you can copy one from the output of the + strategy. + + >>> strategy = joblib.load('path/to/strategy_dir/agent.joblib') + >>> strategy['strategy'].keys() + Make sure to user '' around the infoset so it can be parsed by your + shell. + + Eg; + ``` + '{ + "cards_cluster":9, + "betting_stage":"turn", + "history":[ + {"pre_flop":["raise","raise","raise","call","call"]}, + {"flop":["raise","raise","fold","call"]}, + {"turn":["raise","raise"]} + ] + }' + ``` + """ + ), +) +@click.option( + "--max_depth", + type=int, + default=7, + help="Max depth of the viz. Recommend 7 or less, as the tree grows exponentially (~^3)", +) @click.option("--host", default="127.0.0.1", help="The interface to bind to.") -@click.option("--port", default=5000, help="The port to bind to.") -def create_viz(strategy_dir, betting_round_viz, max_depth, host, port): +@click.option("--port", default=8888, help="The port to bind to.") +def create_viz(strategy_dir, info_set_str, max_depth, host, port): strategy_dir = Path(strategy_dir) - bot_dag_data = _get_bot_dag_data(strategy_dir / "agent.joblib") - max_generate_level = bot_dag_data[betting_round_viz].max_level + betting_round_state_viz, _ = to_start_of_betting_round_str(info_set_str) + bot_dag_data: Dict[str, StrategySizeLevelDict] = _get_bot_dag_data( + strategy_dir / "agent.joblib" + ) + max_generate_level = bot_dag_data[betting_round_state_viz].max_level betting_round_action_combos = _get_betting_round_action_combos( - betting_round_viz, max_generate_level + betting_round_state_viz, max_generate_level ) + # Update the size of the nodes based on the bot's strategy. for i, path in enumerate(betting_round_action_combos["path"]): - if path in bot_dag_data[betting_round_viz].size: + if path in bot_dag_data[betting_round_state_viz].size: betting_round_action_combos["size"][i] = bot_dag_data[ - betting_round_viz + betting_round_state_viz ].size[path] + # Used for coloring the vizualization to see the states the bot has + # a strategy for. betting_round_action_combos["is_player"][i] = "player" strategy_viz_dataset_path = ( From 5ed55367be0452c1a556397b0e86437aa841b2b8 Mon Sep 17 00:00:00 2001 From: bigcnote Date: Sun, 2 Apr 2023 14:05:23 -0400 Subject: [PATCH 07/17] adds caching, documentation, test data --- poker_ai/viz/runner.py | 108 ++++++++++++++----- poker_ai/viz/static/strategy_viz_dataset.csv | 41 ++++++- 2 files changed, 121 insertions(+), 28 deletions(-) diff --git a/poker_ai/viz/runner.py b/poker_ai/viz/runner.py index 3c7168da..5f645135 100644 --- a/poker_ai/viz/runner.py +++ b/poker_ai/viz/runner.py @@ -206,6 +206,8 @@ def _get_betting_round_action_combos(betting_round_state_viz, max_generate_level "--strategy_dir", type=click.Path(exists=True), help="Path to the strategy directory.", + required=False, + default=None, ) @click.option( "--info_set_str", @@ -244,31 +246,89 @@ def _get_betting_round_action_combos(betting_round_state_viz, max_generate_level @click.option("--host", default="127.0.0.1", help="The interface to bind to.") @click.option("--port", default=8888, help="The port to bind to.") def create_viz(strategy_dir, info_set_str, max_depth, host, port): - strategy_dir = Path(strategy_dir) + """ + Create a vizualization of a bot's strategy in your browser. + + Prerequisites + ------------- + - You must have a strategy trained via the `poker_ai cluster` and `poker_ai + train` commands in addition to the repo's installation instructions. + Though, there is test data included for the `poker_ai viz` command when the + `strategy_dir` is None. + - You'll need to get an infoset to vizualize, you can copy one from the + output of the strategy. + + >>> strategy = joblib.load('path/to/strategy_dir/agent.joblib') + >>> strategy['strategy'].keys() + Make sure to user '' around the infoset so it can be parsed by your + shell. + + Eg; + ``` + '{ + "cards_cluster":9, + "betting_stage":"turn", + "history":[ + {"pre_flop":["raise","raise","raise","call","call"]}, + {"flop":["raise","raise","fold","call"]}, + {"turn":["raise","raise"]} + ] + }' + + Run `poker_ai viz --help` for more information about the accepted + arguments. + ``` + TODO update the one used for the test data also in the dataset and argument + default. + """ betting_round_state_viz, _ = to_start_of_betting_round_str(info_set_str) - bot_dag_data: Dict[str, StrategySizeLevelDict] = _get_bot_dag_data( - strategy_dir / "agent.joblib" - ) - max_generate_level = bot_dag_data[betting_round_state_viz].max_level - betting_round_action_combos = _get_betting_round_action_combos( - betting_round_state_viz, max_generate_level - ) - - # Update the size of the nodes based on the bot's strategy. - for i, path in enumerate(betting_round_action_combos["path"]): - if path in bot_dag_data[betting_round_state_viz].size: - betting_round_action_combos["size"][i] = bot_dag_data[ - betting_round_state_viz - ].size[path] - # Used for coloring the vizualization to see the states the bot has - # a strategy for. - betting_round_action_combos["is_player"][i] = "player" - - strategy_viz_dataset_path = ( - Path(template_folder) / "static/strategy_viz_dataset.csv" - ) - strategy_viz_df = pd.DataFrame(data=betting_round_action_combos) - strategy_viz_df.to_csv(strategy_viz_dataset_path, index=False) + + # Use the strategy provided by the user, otherwise, we'll serve the + # templated one. + if strategy_dir is not None: + strategy_dir = Path(strategy_dir) + log.info(f"Checking for cached strategy data in {strategy_dir}.") + # Let's check the cache first. No need to reparse the same strategy a + # bunch. + bot_dag_cache_path: Path = strategy_dir / "bot_dag_cache.joblib" + if bot_dag_cache_path.exists(): + log.info("Cache found, loading from cache.") + bot_dag_data: Dict[str, StrategySizeLevelDict] = joblib.load( + bot_dag_cache_path + ) + else: + log.info("Cache not found, parsing strategy.") + bot_dag_data: Dict[str, StrategySizeLevelDict] = _get_bot_dag_data( + strategy_dir / "agent.joblib" + ) + log.info("Caching strategy data.") + joblib.dump(bot_dag_data, bot_dag_cache_path) + log.info( + "Done parsing strategy. Generating missing states the bot did not traverse." + ) + max_generate_level = bot_dag_data[betting_round_state_viz].max_level + betting_round_action_combos = _get_betting_round_action_combos( + betting_round_state_viz, max_generate_level + ) + + # Update the size of the nodes based on the bot's strategy. + for i, path in enumerate(betting_round_action_combos["path"]): + if path in bot_dag_data[betting_round_state_viz].size: + betting_round_action_combos["size"][i] = bot_dag_data[ + betting_round_state_viz + ].size[path] + # Used for coloring the vizualization to see the states the bot has + # a strategy for. + betting_round_action_combos["is_player"][i] = "player" + + strategy_viz_dataset_path = ( + Path(template_folder) / "static/strategy_viz_dataset.csv" + ) + strategy_viz_df = pd.DataFrame(data=betting_round_action_combos) + strategy_viz_df.to_csv(strategy_viz_dataset_path, index=False) + else: + log.info("Using test data from the repo.") + pass @app.route("/") def index(): diff --git a/poker_ai/viz/static/strategy_viz_dataset.csv b/poker_ai/viz/static/strategy_viz_dataset.csv index fb87c9df..e92a5565 100644 --- a/poker_ai/viz/static/strategy_viz_dataset.csv +++ b/poker_ai/viz/static/strategy_viz_dataset.csv @@ -1,5 +1,38 @@ size,path,is_player -1000,turn_hand_cluster_9_raise-raise-call-raise-call-call_raise-raise-fold-raise-call,not_player -0,turn_hand_cluster_9_raise-raise-call-raise-call-call_raise-raise-fold-raise-call/fold,player -138,turn_hand_cluster_9_raise-raise-call-raise-call-call_raise-raise-fold-raise-call/raise,player -861,turn_hand_cluster_9_raise-raise-call-raise-call-call_raise-raise-fold-raise-call/call,player +1000,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/fold,player +1000,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise,player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call,player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/fold/fold,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/fold/raise,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/fold/call,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise/fold,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise/raise,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise/call,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call/fold,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call/raise,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call/call,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/fold/raise/fold,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/fold/raise/raise,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/fold/raise/call,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/fold/call/fold,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/fold/call/raise,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/fold/call/call,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise/fold/fold,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise/fold/raise,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise/fold/call,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise/raise/fold,player +466,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise/raise/raise,player +533,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise/raise/call,player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise/call/fold,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise/call/raise,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise/call/call,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call/fold/fold,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call/fold/raise,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call/fold/call,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call/raise/fold,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call/raise/raise,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call/raise/call,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call/call/fold,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call/call/raise,not_player +0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call/call/call,not_player From a58dca6f6ae979d2cf4488596f7caeb6c73c5f39 Mon Sep 17 00:00:00 2001 From: bigcnote Date: Sun, 2 Apr 2023 16:29:26 -0400 Subject: [PATCH 08/17] lints javascript --- poker_ai/viz/index.html | 18 +++++------------- 1 file changed, 5 insertions(+), 13 deletions(-) diff --git a/poker_ai/viz/index.html b/poker_ai/viz/index.html index dd7445b0..d9a768d3 100644 --- a/poker_ai/viz/index.html +++ b/poker_ai/viz/index.html @@ -41,14 +41,6 @@ // Decrease repel intensity graph.d3Force('charge').strength(-15); - - /* - fetch('/viz_args') - .then(response => response.json()) - .then(data => { - const max_depth = data['max_depth']; - }); - */ fetch("{{ url_for('static', filename='strategy_viz_dataset.csv') }}") .then(r => r.text()) @@ -62,7 +54,7 @@ leaf = levels.pop(), parent = levels.join('/'); - if (level < {{ max_depth }}) { + if (level < {{ max_depth }}) { const node = { path, leaf, @@ -73,10 +65,10 @@ nodes.push(node); - if (parent) { - console.log({source: parent, target: path, targetNode: node}) - links.push({source: parent, target: path, targetNode: node}); - } + if (parent) { + console.log({source: parent, target: path, targetNode: node}) + links.push({source: parent, target: path, targetNode: node}); + } } }); From 231cb1271ff7c297cdd3e97b2d4de6fe92726a9d Mon Sep 17 00:00:00 2001 From: bigcnote Date: Sun, 2 Apr 2023 17:43:37 -0400 Subject: [PATCH 09/17] adds sensible defaults and test data --- poker_ai/viz/runner.py | 35 +- poker_ai/viz/static/strategy_viz_dataset.csv | 15395 ++++++++++++++++- 2 files changed, 15378 insertions(+), 52 deletions(-) diff --git a/poker_ai/viz/runner.py b/poker_ai/viz/runner.py index 5f645135..544935f6 100644 --- a/poker_ai/viz/runner.py +++ b/poker_ai/viz/runner.py @@ -52,15 +52,11 @@ def to_start_of_betting_round_str(info_set_str: str) -> Tuple[str, List[str]]: Make sure to user '' around the infoset so it can be parsed by your shell. - Eg; + Eg; will work with the test data in the `poker_ai` repo for dag viz. >>> info_set_str = '{ - >>> "cards_cluster":9, - >>> "betting_stage":"turn", - >>> "history":[ - >>> {"pre_flop":["raise","raise","raise","call","call"]}, - >>> {"flop":["raise","raise","fold","call"]}, - >>> {"turn":["raise","raise"]} - >>> ] + >>> "cards_cluster":1, + >>> "betting_stage":"flop", + >>> "history":[{"pre_flop":["call","call","call"]}] >>> }' >>> to_start_of_betting_round_str(info_set_str) @@ -99,6 +95,9 @@ def to_start_of_betting_round_str(info_set_str: str) -> Tuple[str, List[str]]: action_history += "_" + "-".join(list(past_betting_stage_dict.values())[0]) else: for actions in past_betting_stage_dict.values(): + # I believe without skip is the same unique action sequence. + # I tested empirically on 1.5 million paths. + actions = [action for action in actions if action != "skip"] history.extend(actions) top_of_betting_round = f"{betting_stage}_hand_cluster_{cluster}{action_history}" @@ -122,6 +121,9 @@ def _get_bot_dag_data(strategy_path: Path) -> Dict[str, StrategySizeLevelDict]: norm = sum(list(action_to_probabilities.values())) for next_action in ["call", "fold", "raise"]: + # This will produce few nonsense action paths. For example, not all + # raises are a valid move in a given state. This is fine for now. + # TODO. probability = action_to_probabilities.get(next_action, 0) start_of_betting_round, history = to_start_of_betting_round_str( @@ -165,6 +167,9 @@ def _generate_action_combos(base_path, level): actions = ["fold", "raise", "call"] combinations = itertools.product(actions, repeat=level) paths = [f"{base_path}/{'/'.join(p)}" for p in combinations] + # This will produce few nonsense action paths. For example, not all + # raises are a valid move in a given state. This is fine for now. + # TODO. valid_paths = [ path for path in paths @@ -212,6 +217,9 @@ def _get_betting_round_action_combos(betting_round_state_viz, max_generate_level @click.option( "--info_set_str", type=str, + default=""" + {"cards_cluster":1,"betting_stage":"flop","history":[{"pre_flop":["call","call","call"]}]} + """, help=( """ Infoset to vizualize, you can copy one from the output of the @@ -225,13 +233,9 @@ def _get_betting_round_action_combos(betting_round_state_viz, max_generate_level Eg; ``` '{ - "cards_cluster":9, - "betting_stage":"turn", - "history":[ - {"pre_flop":["raise","raise","raise","call","call"]}, - {"flop":["raise","raise","fold","call"]}, - {"turn":["raise","raise"]} - ] + "cards_cluster":1, + "betting_stage":"flop", + "history":[{"pre_flop":["call","call","call"]}] }' ``` """ @@ -306,6 +310,7 @@ def create_viz(strategy_dir, info_set_str, max_depth, host, port): log.info( "Done parsing strategy. Generating missing states the bot did not traverse." ) + max_generate_level = bot_dag_data[betting_round_state_viz].max_level betting_round_action_combos = _get_betting_round_action_combos( betting_round_state_viz, max_generate_level diff --git a/poker_ai/viz/static/strategy_viz_dataset.csv b/poker_ai/viz/static/strategy_viz_dataset.csv index e92a5565..7b841514 100644 --- a/poker_ai/viz/static/strategy_viz_dataset.csv +++ b/poker_ai/viz/static/strategy_viz_dataset.csv @@ -1,38 +1,15359 @@ size,path,is_player -1000,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call,not_player -0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/fold,player -1000,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/raise,player -0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/call,player -0,turn_hand_cluster_9_raise-raise-raise-call-call_raise-raise-fold-call/fold/fold,not_player 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