From f641d77c470813d5ff6560cdf9d5d4e9dda9630c Mon Sep 17 00:00:00 2001 From: Arthur Lu Date: Wed, 13 Mar 2024 14:27:34 -0700 Subject: [PATCH] attempt to use the other wordle gym, causing cuda errors --- .gitignore | 3 +- dqn_wordle.ipynb | 114 - dqn_wordle.py | 47 + wordle/__init__.py | 83 + wordle/const.py | 3 + wordle/state.py | 162 + wordle/wordle.py | 173 + wordle/wordle_words.txt | 12972 ++++++++++++++++++++++++++++++++++++++ 8 files changed, 13442 insertions(+), 115 deletions(-) delete mode 100644 dqn_wordle.ipynb create mode 100644 dqn_wordle.py create mode 100644 wordle/__init__.py create mode 100644 wordle/const.py create mode 100644 wordle/state.py create mode 100644 wordle/wordle.py create mode 100644 wordle/wordle_words.txt diff --git a/.gitignore b/.gitignore index 1244f49..6072b32 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,3 @@ **/data/* -**/*.zip \ No newline at end of file +**/*.zip +**/__pycache__ \ No newline at end of file diff --git a/dqn_wordle.ipynb b/dqn_wordle.ipynb deleted file mode 100644 index a3b8f14..0000000 --- a/dqn_wordle.ipynb +++ /dev/null @@ -1,114 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import gym\n", - "import gym_wordle\n", - "from stable_baselines3 import DQN\n", - "import numpy as np\n", - "import tqdm" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "env = gym.make(\"Wordle-v0\")\n", - "\n", - "print(env)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [], - "source": [ - "total_timesteps = 100000\n", - "model = DQN(\"MlpPolicy\", env, verbose=0)\n", - "model.learn(total_timesteps=total_timesteps, progress_bar=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def test(model):\n", - "\n", - " end_rewards = []\n", - "\n", - " for i in range(1000):\n", - " \n", - " state = env.reset()\n", - "\n", - " done = False\n", - "\n", - " while not done:\n", - "\n", - " action, _states = model.predict(state, deterministic=True)\n", - "\n", - " state, reward, done, info = env.step(action)\n", - " \n", - " end_rewards.append(reward == 0)\n", - " \n", - " return np.sum(end_rewards) / len(end_rewards)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "model.save(\"dqn_wordle\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "model = DQN.load(\"dqn_wordle\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(test(model))" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.10" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/dqn_wordle.py b/dqn_wordle.py new file mode 100644 index 0000000..faf8fc4 --- /dev/null +++ b/dqn_wordle.py @@ -0,0 +1,47 @@ +# %% +from stable_baselines3 import DQN +import numpy as np +import wordle.state +import gym + +# %% +env = gym.make("WordleEnvFull-v0") + +print(env) + +# %% +total_timesteps = 100000 +model = DQN("MlpPolicy", env, verbose=0) +model.learn(total_timesteps=total_timesteps, progress_bar=True) + +# %% +def test(model): + + end_rewards = [] + + for i in range(1000): + + state = env.reset() + + done = False + + while not done: + + action, _states = model.predict(state, deterministic=True) + + state, reward, done, info = env.step(action) + + end_rewards.append(reward == 0) + + return np.sum(end_rewards) / len(end_rewards) + +# %% +model.save("dqn_wordle") + +# %% +model = DQN.load("dqn_wordle") + +# %% +print(test(model)) + + diff --git a/wordle/__init__.py b/wordle/__init__.py new file mode 100644 index 0000000..fe8815b --- /dev/null +++ b/wordle/__init__.py @@ -0,0 +1,83 @@ +from gym.envs.registration import ( + registry, + register, + make, + spec, + load_env_plugins as _load_env_plugins, +) + + +# Classic +# ---------------------------------------- + +register( + id="WordleEnv10-v0", + entry_point="wordle.wordle:WordleEnv10", + max_episode_steps=200, +) + +register( + id="WordleEnv100-v0", + entry_point="wordle.wordle:WordleEnv100", + max_episode_steps=500, +) + +register( + id="WordleEnv100OneAction-v0", + entry_point="wordle.wordle:WordleEnv100OneAction", + max_episode_steps=500, +) + +register( + id="WordleEnv100TwoAction-v0", + entry_point="wordle.wordle:WordleEnv100TwoAction", + max_episode_steps=500, +) + +register( + id="WordleEnv100FullAction-v0", + entry_point="wordle.wordle:WordleEnv100FullAction", + max_episode_steps=500, +) + +register( + id="WordleEnv100WithMask-v0", + entry_point="wordle.wordle:WordleEnv100WithMask", + max_episode_steps=500, +) + +register( + id="WordleEnv1000-v0", + entry_point="wordle.wordle:WordleEnv1000", + max_episode_steps=500, +) + +register( + id="WordleEnv1000WithMask-v0", + entry_point="wordle.wordle:WordleEnv1000WithMask", + max_episode_steps=500, +) + +register( + id="WordleEnv1000FullAction-v0", + entry_point="wordle.wordle:WordleEnv1000FullAction", + max_episode_steps=500, +) + +register( + id="WordleEnvFull-v0", + entry_point="wordle.wordle:WordleEnvFull", + max_episode_steps=500, +) + +register( + id="WordleEnvReal-v0", + entry_point="wordle.wordle:WordleEnvReal", + max_episode_steps=500, +) + +register( + id="WordleEnvRealWithMask-v0", + entry_point="wordle.wordle:WordleEnvRealWithMask", + max_episode_steps=500, +) diff --git a/wordle/const.py b/wordle/const.py new file mode 100644 index 0000000..20704eb --- /dev/null +++ b/wordle/const.py @@ -0,0 +1,3 @@ +WORDLE_CHARS = 'ABCDEFGHIJKLMNOPQRSTUVWXYZ' +WORDLE_N = 5 +REWARD = 10 diff --git a/wordle/state.py b/wordle/state.py new file mode 100644 index 0000000..9472cea --- /dev/null +++ b/wordle/state.py @@ -0,0 +1,162 @@ +""" +Keep the state in a 1D int array + +index[0] = remaining steps +Rest of data is laid out as binary array + +[1..27] = whether char has been guessed or not + +[[status, status, status, status, status] + for _ in "ABCD..."] +where status has codes + [1, 0, 0] - char is definitely not in this spot + [0, 1, 0] - char is maybe in this spot + [0, 0, 1] - char is definitely in this spot +""" +import collections +from typing import List +import numpy as np + +from wordle.const import WORDLE_CHARS, WORDLE_N + + +WordleState = np.ndarray + + +def get_nvec(max_turns: int): + return [max_turns] + [2] * len(WORDLE_CHARS) + [2] * 3 * WORDLE_N * len(WORDLE_CHARS) + + +def new(max_turns: int) -> WordleState: + return np.array( + [max_turns] + [0] * len(WORDLE_CHARS) + [0, 1, 0] * WORDLE_N * len(WORDLE_CHARS), + dtype=np.int32) + + +def remaining_steps(state: WordleState) -> int: + return state[0] + + +NO = 0 +SOMEWHERE = 1 +YES = 2 + + +def update_from_mask(state: WordleState, word: str, mask: List[int]) -> WordleState: + """ + return a copy of state that has been updated to new state + + From a mask we need slighty different logic since we don't know the + goal word. + + :param state: + :param word: + :param goal_word: + :return: + """ + state = state.copy() + + prior_yes = [] + prior_maybe = [] + # We need two passes because first pass sets definitely yesses + # second pass sets the no's for those who aren't already yes + state[0] -= 1 + for i, c in enumerate(word): + cint = ord(c) - ord(WORDLE_CHARS[0]) + offset = 1 + len(WORDLE_CHARS) + cint * WORDLE_N * 3 + state[1 + cint] = 1 + if mask[i] == YES: + prior_yes.append(c) + # char at position i = yes, all other chars at position i == no + state[offset + 3 * i:offset + 3 * i + 3] = [0, 0, 1] + for ocint in range(len(WORDLE_CHARS)): + if ocint != cint: + oc_offset = 1 + len(WORDLE_CHARS) + ocint * WORDLE_N * 3 + state[oc_offset + 3 * i:oc_offset + 3 * i + 3] = [1, 0, 0] + + for i, c in enumerate(word): + cint = ord(c) - ord(WORDLE_CHARS[0]) + offset = 1 + len(WORDLE_CHARS) + cint * WORDLE_N * 3 + if mask[i] == SOMEWHERE: + prior_maybe.append(c) + # Char at position i = no, other chars stay as they are + state[offset + 3 * i:offset + 3 * i + 3] = [1, 0, 0] + elif mask[i] == NO: + # Need to check this first in case there's prior maybe + yes + if c in prior_maybe: + # Then the maybe could be anywhere except here + state[offset+3*i:offset+3*i+3] = [1, 0, 0] + elif c in prior_yes: + # No maybe, definitely a yes, so it's zero everywhere except the yesses + for j in range(WORDLE_N): + # Only flip no if previously was maybe + if state[offset + 3 * j:offset + 3 * j + 3][1] == 1: + state[offset + 3 * j:offset + 3 * j + 3] = [1, 0, 0] + else: + # Just straight up no + state[offset:offset+3*WORDLE_N] = [1, 0, 0]*WORDLE_N + + return state + + +def get_mask(word: str, goal_word: str) -> List[int]: + # Definite yesses first + mask = [0, 0, 0, 0, 0] + counts = collections.Counter(goal_word) + for i, c in enumerate(word): + if goal_word[i] == c: + mask[i] = 2 + counts[c] -= 1 + + for i, c in enumerate(word): + if mask[i] == 2: + continue + elif c in counts: + if counts[c] > 0: + mask[i] = 1 + counts[c] -= 1 + else: + for j in range(i+1, len(mask)): + if mask[j] == 2: + continue + mask[j] = 0 + + return mask + +def update_mask(state: WordleState, word: str, goal_word: str) -> WordleState: + """ + return a copy of state that has been updated to new state + + :param state: + :param word: + :param goal_word: + :return: + """ + mask = get_mask(word, goal_word) + return update_from_mask(state, word, mask) + + +def update(state: WordleState, word: str, goal_word: str) -> WordleState: + state = state.copy() + + state[0] -= 1 + for i, c in enumerate(word): + cint = ord(c) - ord(WORDLE_CHARS[0]) + offset = 1 + len(WORDLE_CHARS) + cint * WORDLE_N * 3 + state[1 + cint] = 1 + if goal_word[i] == c: + # char at position i = yes, all other chars at position i == no + state[offset + 3 * i:offset + 3 * i + 3] = [0, 0, 1] + for ocint in range(len(WORDLE_CHARS)): + if ocint != cint: + oc_offset = 1 + len(WORDLE_CHARS) + ocint * WORDLE_N * 3 + state[oc_offset + 3 * i:oc_offset + 3 * i + 3] = [1, 0, 0] + elif c in goal_word: + # Char at position i = no, other chars stay as they are + state[offset + 3 * i:offset + 3 * i + 3] = [1, 0, 0] + else: + # Char at all positions = no + state[offset:offset + 3 * WORDLE_N] = [1, 0, 0] * WORDLE_N + + return state + diff --git a/wordle/wordle.py b/wordle/wordle.py new file mode 100644 index 0000000..2e6a9f3 --- /dev/null +++ b/wordle/wordle.py @@ -0,0 +1,173 @@ +import os +from typing import Optional, List + +import gym +from gym import spaces +import numpy as np + +import wordle.state +from wordle.const import WORDLE_N, REWARD + +CUR_PATH = os.environ.get('PYTHONPATH', '.') +import os +dirname = os.path.dirname(__file__) +VALID_WORDS_PATH = f'{dirname}/wordle_words.txt' + + +def _load_words(limit: Optional[int]=None) -> List[str]: + with open(VALID_WORDS_PATH, 'r') as f: + lines = [x.strip().upper() for x in f.readlines()] + if not limit: + return lines + else: + return lines[:limit] + + +class WordleEnvBase(gym.Env): + """ + Actions: + Can play any 5 letter word in vocabulary + * 13k for full vocab + State space is defined as: + * 6 possibilities for turns (WORDLE_TURNS) + * Each VALID_CHAR has a state of 0/1 for whether it's been guessed before + * For each in VALID_CHARS [A-Z] can be in one of 3^WORDLE_N states: (No, Maybe, Yes) + for full game, this is (3^5)^26 + Each state has 1 + 5*26 possibilities + Reward: + Reward is 10 for guessing the right word, -10 for not guessing the right word after 6 guesses. + Starting State: + Random goal word + Initial state with turn 0, all chars Unvisited + Maybe + """ + def __init__(self, words: List[str], + max_turns: int, + allowable_words: Optional[int] = None, + frequencies: Optional[List[float]]=None, + mask_based_state_updates: bool=False): + assert all(len(w) == WORDLE_N for w in words), f'Not all words of length {WORDLE_N}, {words}' + self.words = words + self.max_turns = max_turns + self.allowable_words = allowable_words + self.mask_based_state_updates = mask_based_state_updates + if not self.allowable_words: + self.allowable_words = len(self.words) + + self.frequencies = None + if frequencies: + assert len(words) == len(frequencies), f'{len(words), len(frequencies)}' + self.frequencies = np.array(frequencies, dtype=np.float32) / sum(frequencies) + + self.action_space = spaces.Discrete(len(self.words)) + self.observation_space = spaces.MultiDiscrete(wordle.state.get_nvec(self.max_turns)) + + self.done = True + self.goal_word: int = -1 + + self.state: wordle.state.WordleState = None + self.state_updater = wordle.state.update + if self.mask_based_state_updates: + self.state_updater = wordle.state.update_mask + + def step(self, action: int): + if self.done: + raise ValueError( + "You are calling 'step()' even though this " + "environment has already returned done = True. You " + "should always call 'reset()' once you receive 'done = " + "True' -- any further steps are undefined behavior." + ) + self.state = self.state_updater(state=self.state, + word=self.words[action], + goal_word=self.words[self.goal_word]) + + reward = 0 + if action == self.goal_word: + self.done = True + #reward = REWARD + if wordle.state.remaining_steps(self.state) == self.max_turns-1: + reward = 0#-10*REWARD # No reward for guessing off the bat + else: + #reward = REWARD*(self.state.remaining_steps() + 1) / self.max_turns + reward = REWARD + elif wordle.state.remaining_steps(self.state) == 0: + self.done = True + reward = -REWARD + + return self.state.copy(), reward, self.done, False, {"goal_id": self.goal_word} + + def reset(self, options = None, seed: Optional[int] = None): + self.state = wordle.state.new(self.max_turns) + self.done = False + self.goal_word = int(np.random.random()*self.allowable_words) + + return self.state.copy(), {"goal_id": self.goal_word} + + def set_goal_word(self, goal_word: str): + self.goal_word = self.words.index(goal_word) + + def set_goal_id(self, goal_id: int): + self.goal_word = goal_id + + +class WordleEnv10(WordleEnvBase): + def __init__(self): + super().__init__(words=_load_words(10), max_turns=6) + + +class WordleEnv100(WordleEnvBase): + def __init__(self): + super().__init__(words=_load_words(100), max_turns=6) + + +class WordleEnv100OneAction(WordleEnvBase): + def __init__(self): + super().__init__(words=_load_words(100), allowable_words=1, max_turns=6) + + +class WordleEnv100WithMask(WordleEnvBase): + def __init__(self): + super().__init__(words=_load_words(100), max_turns=6, + mask_based_state_updates=True) + + +class WordleEnv100TwoAction(WordleEnvBase): + def __init__(self): + super().__init__(words=_load_words(100), allowable_words=2, max_turns=6) + + +class WordleEnv100FullAction(WordleEnvBase): + def __init__(self): + super().__init__(words=_load_words(), allowable_words=100, max_turns=6) + + +class WordleEnv1000(WordleEnvBase): + def __init__(self): + super().__init__(words=_load_words(1000), max_turns=6) + + +class WordleEnv1000WithMask(WordleEnvBase): + def __init__(self): + super().__init__(words=_load_words(1000), max_turns=6, + mask_based_state_updates=True) + + +class WordleEnv1000FullAction(WordleEnvBase): + def __init__(self): + super().__init__(words=_load_words(), allowable_words=1000, max_turns=6) + + +class WordleEnvFull(WordleEnvBase): + def __init__(self): + super().__init__(words=_load_words(), max_turns=6) + + +class WordleEnvReal(WordleEnvBase): + def __init__(self): + super().__init__(words=_load_words(), allowable_words=2315, max_turns=6) + + +class WordleEnvRealWithMask(WordleEnvBase): + def __init__(self): + super().__init__(words=_load_words(), allowable_words=2315, max_turns=6, + mask_based_state_updates=True) diff --git a/wordle/wordle_words.txt b/wordle/wordle_words.txt new file mode 100644 index 0000000..16a085d --- /dev/null +++ b/wordle/wordle_words.txt @@ -0,0 +1,12972 @@ +cigar +rebut +sissy +humph +awake +blush +focal +evade +naval +serve +heath +dwarf +model +karma +stink +grade +quiet +bench +abate +feign +major +death +fresh +crust +stool +colon +abase +marry +react +batty +pride +floss +helix +croak +staff +paper +unfed +whelp +trawl +outdo +adobe +crazy +sower +repay +digit +crate +cluck +spike +mimic +pound +maxim +linen +unmet +flesh +booby +forth +first +stand +belly +ivory +seedy +print +yearn +drain +bribe +stout +panel +crass +flume +offal +agree +error +swirl +argue +bleed +delta +flick +totem +wooer +front +shrub +parry +biome +lapel +start +greet +goner +golem +lusty +loopy +round +audit +lying +gamma +labor +islet +civic +forge +corny +moult +basic +salad +agate +spicy +spray +essay +fjord +spend +kebab +guild +aback +motor +alone +hatch +hyper +thumb +dowry +ought +belch +dutch +pilot +tweed +comet +jaunt +enema +steed +abyss +growl +fling +dozen +boozy +erode +world +gouge +click +briar 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