From 163adfbd62d7c61ce73e0bc42d9bdd45d6ef8d4c Mon Sep 17 00:00:00 2001 From: Herbie Bradley Date: Mon, 10 Jul 2023 19:16:01 +0000 Subject: [PATCH] Update for release --- OpenELM_Paper.pdf | Bin 1862078 -> 1872346 bytes README.md | 5 +- run_p3.py | 64 +++---- src/openelm/algorithms/genetic.py | 159 ++++++++++++++++++ src/openelm/algorithms/map_elites.py | 144 +++++++++++----- src/openelm/benchmarks/benchmark_bugs.py | 10 +- src/openelm/configs.py | 4 +- src/openelm/elm.py | 55 +++++- src/openelm/environments/__init__.py | 50 ------ src/openelm/environments/poetry.py | 4 +- .../environments/sodaracer/simulator.py | 10 +- src/openelm/utils/utils.py | 7 + 12 files changed, 370 insertions(+), 142 deletions(-) create mode 100644 src/openelm/algorithms/genetic.py diff --git a/OpenELM_Paper.pdf b/OpenELM_Paper.pdf index 0f9b9963aaf3068efd5ff8f3c32020211ae82252..3adb3e9b0a31ba8333b8941ddfe8495a440c57a6 100644 GIT binary patch delta 171633 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zg8UN>^(Bhp29zQ!Pkdu{%!;+KT#FU4d+Z@QwYQ_fSFy#hXuyJ#kTMF`5@7l_xR4v#1TL$UW@B1k9(hMm~q%2mYSq?05Upf1o;@~v&m%oazW81A>6 zb}iL(4WicfM)N+qA0MW&@f^m=Qn&mZY$jB7Gd?hSDBXn$w&9DAP83WsGOkx}m;SY$ zsHbcAT@k*N039T(8H)to?s0o88aM2B_rs~SdPG4O#1~XJ+k68?!k&d(v!KY#6vZf4 z7h4ym$jsnm?&uTRCm2Drv&R#E?J%{d(l|kiN1U~~$+#3F5SSHU6CryC+7Ig31e!mX zO`U+e4ao{+G*6GPI}BqO(2y1XLE7CmT%8gB;!t|r6ZNT5m*d8S{ej#O%(6CjT&Q;G z76kGQtgwV}NAkfDu(Ld|%v^|cFOa&fs<=8v-fzOWg7!ywf3;$vYo3U`GT$k3C^bjh z_k$fKF6t<;(HMl;uFx?t9b~-WJquuK`BNb(bv9MmHDfE*4MXT1bvOC;>)D>J%zt2v zqo>5(St!%tAbSxpR2;_@<5o8mdgILRQcrg)VYqoa;_?iGGyIp0`G=XS?U@3L!1XtW zU&L~=!`$5rquV%59uSDUoIloh29>G0%42$N7AOtb>-fhgK1*~J{7_^*KGlgaw#AYn hO{XRIeA^M6z&T_s%-a+q0ba1l`4AcDzY+mh{{@iSH4Fd% diff --git a/README.md b/README.md index ee237b64..723970db 100644 --- a/README.md +++ b/README.md @@ -10,6 +10,9 @@ We want to support users with many different compute profiles! 3. Provide a simple interface to a range of example environments for evolutionary search, to let users adapt these easily for their domain. 4. Demonstrate the potential of evolution with LLMs. +# Install +`pip install openelm` + # Features ### LLM integration with evolutionary algorithms @@ -43,7 +46,7 @@ Roughly, ELM consists of a pipeline of different components: All options for these classes are defined in `configs.py`, via dataclasses which are registered as a `hydra` config, and can be overriden via the command line when running one of the example scripts such as `run_elm.py`. ## Running ELM -`python run_elm.py` will start an ELM evolutionary search using the defaults listed in `configs.py`. These can be overriden via the command line. +`python run_elm.py` will start an ELM evolutionary search using the defaults listed in `configs.py`. These can be overriden via the command line. For example, you can use `run_elm.py env=image_evolution` to run the Image Evolution environment. ## Sandbox To use the code execution sandbox, see the [sandboxing readme](https://github.com/CarperAI/OpenELM/blob/main/src/openelm/sandbox/README.md) for instructions to set it up in a Docker container with the gVisor runtime. diff --git a/run_p3.py b/run_p3.py index eb86b524..a0a17fae 100644 --- a/run_p3.py +++ b/run_p3.py @@ -3,7 +3,6 @@ import pathlib import time from collections import Counter -from typing import List import hydra import requests @@ -11,11 +10,9 @@ from omegaconf import OmegaConf from openelm.codegen.codegen_utilities import set_seed -from openelm.environments import P3Problem, P3ProbSol -from openelm.mutation_model import DiffModel, MutationModel, PromptModel from openelm.configs import P3Config -from openelm.environments import P3Problem, p3_long_init_args, p3_med_init_args -from openelm.mutation_model import DiffModel, MutationModel, PromptModel +from openelm.environments.p3.p3 import P3Problem, P3ProbSol +from openelm.mutation_model import MutationModel, PromptModel from openelm.sandbox.server.sandbox_codex_execute import ExecResult from openelm.utils.code_eval import pass_at_k @@ -30,6 +27,7 @@ python run_p3.py probsol=True model.model_path=Salesforce/codegen-2B-mono env.batch_size=8 iterations_per_puzzle=16 """ + class P3: def __init__(self, config: P3Config) -> None: """ @@ -38,40 +36,47 @@ def __init__(self, config: P3Config) -> None: self.config: P3Config = config # Model - if self.config.model.model_name == 'prompt': + if self.config.model.model_name == "prompt": self.mutation_model: MutationModel = PromptModel(self.config.model) # elif self.config.model.model_name == 'diff': # self.mutation_model: MutationModel = DiffModel(self.config.model) self.log_dir = self.cfg.output_dir - def run(self): """ Query PromptModel to generate self.config.probsol=False: solutions to given programming puzzle problems self.config.probsol=True: new problem+solution pairs """ - puzzles = requests.get("https://raw.githubusercontent.com/microsoft/PythonProgrammingPuzzles/v0.2/puzzles/puzzles.json").json() + puzzles = requests.get( + "https://raw.githubusercontent.com/microsoft/PythonProgrammingPuzzles/v0.2/puzzles/puzzles.json" + ).json() run_start_time = time.time() for puzzle_id in self.config.starting_seeds: self.config.env.starting_seed = puzzle_id puzzle = puzzles[puzzle_id] puzzle_start_time = time.time() - puzzle_dict = {'name': puzzle['name']} - logging.info(puzzle['name']) + puzzle_dict = {"name": puzzle["name"]} + logging.info(puzzle["name"]) if self.config.probsol: - env = P3ProbSol(config=self.config.env, mutation_model=self.mutation_model) + env = P3ProbSol( + config=self.config.env, mutation_model=self.mutation_model + ) else: - env = P3Problem(config=self.config.env, mutation_model=self.mutation_model) + env = P3Problem( + config=self.config.env, mutation_model=self.mutation_model + ) # Run solutions = [] assert self.config.iterations_per_puzzle >= self.config.env.batch_size - for i in range(self.config.iterations_per_puzzle // self.config.env.batch_size): - set_seed(i) # Change seed for each query + for i in range( + self.config.iterations_per_puzzle // self.config.env.batch_size + ): + set_seed(i) # Change seed for each query solutions += env.random() @@ -79,37 +84,38 @@ def run(self): res_sols_list = [] solved = False for sol in solutions: - res_sol_dict = {'program_str': sol.program_str} + res_sol_dict = {"program_str": sol.program_str} if self.config.save_result_obj is not None: if isinstance(sol.result_obj, ExecResult): - res_sol_dict['result_obj'] = sol.result_obj.name + res_sol_dict["result_obj"] = sol.result_obj.name else: - res_sol_dict['result_obj'] = sol.result_obj + res_sol_dict["result_obj"] = sol.result_obj fitness = env.fitness(sol) res_sol_dict["fitness"] = fitness res_sols_list.append(res_sol_dict) if fitness == 1.0: - solved = True # just want to save if the current problem is solved by any attempt + solved = True # just want to save if the current problem is solved by any attempt - puzzle_dict['config'] = OmegaConf.to_container(self.config) - puzzle_dict['solutions'] = res_sols_list - puzzle_dict['solved'] = solved - puzzle_dict['time_elapsed'] = time.time() - puzzle_start_time + puzzle_dict["config"] = OmegaConf.to_container(self.config) + puzzle_dict["solutions"] = res_sols_list + puzzle_dict["solved"] = solved + puzzle_dict["time_elapsed"] = time.time() - puzzle_start_time # Save results if self.config.save_results: dir = f'{self.log_dir}/{puzzle_dict["name"]}/{run_start_time}' pathlib.Path(dir).mkdir(parents=True, exist_ok=True) - with open(f'{dir}/results.json', 'w') as file: + with open(f"{dir}/results.json", "w") as file: file.write(json.dumps(puzzle_dict)) - logging.info(f'Successfully ran on {len(self.config.starting_seeds)}' + - f'/{len(self.config.starting_seeds)}' + - f' puzzles and saved any results to {self.log_dir}') - + logging.info( + f"Successfully ran on {len(self.config.starting_seeds)}" + + f"/{len(self.config.starting_seeds)}" + + f" puzzles and saved any results to {self.log_dir}" + ) def eval_pass_at_k(self, timestamp: str, k: int): """ @@ -122,7 +128,7 @@ def eval_pass_at_k(self, timestamp: str, k: int): """ path = pathlib.Path(self.log_dir) - puzzle_paths = sorted(list(path.iterdir())) # Get all logged puzzles + puzzle_paths = sorted(list(path.iterdir())) # Get all logged puzzles paks = [] for p in puzzle_paths: n = 0 @@ -131,7 +137,7 @@ def eval_pass_at_k(self, timestamp: str, k: int): if len(timestamp) == 0: # Get latest run path = pathlib.Path(p) - run_paths = sorted(list(path.iterdir())) # Get all the runs per puzzle + run_paths = sorted(list(path.iterdir())) # Get all the runs per puzzle run_path = run_paths[-1] else: # Get 'timestamp' run diff --git a/src/openelm/algorithms/genetic.py b/src/openelm/algorithms/genetic.py new file mode 100644 index 00000000..d2d3193b --- /dev/null +++ b/src/openelm/algorithms/genetic.py @@ -0,0 +1,159 @@ +import os +import pickle +import random +from pathlib import Path +from typing import Optional, Tuple + +import numpy as np + +from openelm.configs import QDConfig +from openelm.environments import BaseEnvironment, Genotype + +Phenotype = Optional[np.ndarray] +MapIndex = Optional[tuple] +Individual = Tuple[np.ndarray, float] + + +class Pool: + """The pool stores a set of solutions or individuals.""" + + def __init__(self, pool_size: int): + """Initializes an empty pool. + + Args: + pool_size (int): The number of solutions to store in the pool. + history_length (int): The number of historical solutions + to maintain in the pool. + """ + self.pool_size = pool_size + self.pool = [] + + def add(self, solution, fitness): + """Adds a solution to the pool. + + If the pool is full, the oldest solution is removed. The solution + is also added to the history. + + Args: + solution: The solution to add to the pool. + """ + # if new fitness is better than the worst, add it to the pool + if fitness > self.pool[-1][1]: + if len(self.pool) >= self.pool_size: + self.pool.pop(0) + self.pool.append((solution, fitness)) + # sort the pool by fitness + self.pool.sort(key=lambda x: x[1], reverse=True) + + +class MAPElitesBase: + """ + Base class for a genetic algorithm + """ + + def __init__( + self, + env, + config: QDConfig, + init_pool: Optional[Pool] = None, + ): + """ + The base class for a genetic algorithm, implementing common functions and search. + + Args: + env (BaseEnvironment): The environment to evaluate solutions in. This + should be a subclass of `BaseEnvironment`, and should implement + methods to generate random solutions, mutate existing solutions, + and evaluate solutions for their fitness in the environment. + config (QDConfig): The configuration for the algorithm. + init_pool (Pool, optional): A pool to use for the algorithm. If not passed, + a new pool will be created. Defaults to None. + """ + self.env: BaseEnvironment = env + self.config: QDConfig = config + self.save_history = self.config.save_history + self.save_snapshot_interval = self.config.save_snapshot_interval + self.start_step = 0 + self.save_np_rng_state = self.config.save_np_rng_state + self.load_np_rng_state = self.config.load_np_rng_state + self.rng = np.random.default_rng(self.config.seed) + self.rng_generators = None + + self._init_pool(init_pool, self.config.log_snapshot_dir) + + def to_mapindex(self, b: Phenotype) -> MapIndex: + """Converts a phenotype (position in behaviour space) to a map index.""" + raise NotImplementedError + + def _init_pool( + self, init_map: Optional[Pool] = None, log_snapshot_dir: Optional[str] = None + ): + if init_map is None and log_snapshot_dir is None: + self.pool = Pool(self.config.pool_size) + elif init_map is not None and log_snapshot_dir is None: + self.pool = init_map + elif init_map is None and log_snapshot_dir is not None: + self.pool = Pool(self.config.pool_size) + log_path = Path(log_snapshot_dir) + if log_snapshot_dir and os.path.isdir(log_path): + stem_dir = log_path.stem + + assert ( + "step_" in stem_dir + ), f"loading directory ({stem_dir}) doesn't contain 'step_' in name" + self.start_step = ( + int(stem_dir.replace("step_", "")) + 1 + ) # add 1 to correct the iteration steps to run + + snapshot_path = log_path / "pool.pkl" + assert os.path.isfile( + snapshot_path + ), f'{log_path} does not contain map snapshot "pool.pkl"' + # first, load arrays and set them in Maps + # Load maps from pickle file + with open(snapshot_path, "rb") as f: + self.pool = pickle.load(f) + + print("Loading finished") + + def random_selection(self) -> MapIndex: + """Randomly select a niche (cell) in the map that has been explored.""" + return random.choice(self.pool.pool) + + def search(self, init_steps: int, total_steps: int, atol: float = 0.0) -> str: + """ + Run the genetic algorithm. + + Args: + initsteps (int): Number of initial random solutions to generate. + totalsteps (int): Total number of steps to run the algorithm for, + including initial steps. + atol (float, optional): Tolerance for how close the best performing + solution has to be to the maximum possible fitness before the + search stops early. Defaults to 1. + + Returns: + str: A string representation of the best perfoming solution. The + best performing solution object can be accessed via the + `current_max_genome` class attribute. + """ + total_steps = int(total_steps) + for n_steps in range(total_steps): + if n_steps < init_steps: + # Initialise by generating initsteps random solutions + new_individuals: list[Genotype] = self.env.random() + else: + # Randomly select a batch of individuals + batch: list[Genotype] = [] + for _ in range(self.env.batch_size): + item = self.random_selection() + batch.append(item) + # Mutate + new_individuals = self.env.mutate(batch) + + for individual in new_individuals: + # Evaluate fitness + fitness = self.env.fitness(individual) + if np.isinf(fitness): + continue + self.pool.add(individual, fitness) diff --git a/src/openelm/algorithms/map_elites.py b/src/openelm/algorithms/map_elites.py index aef21547..c90a4fd6 100644 --- a/src/openelm/algorithms/map_elites.py +++ b/src/openelm/algorithms/map_elites.py @@ -77,6 +77,32 @@ def __setitem__(self, map_ix, value): self.top[map_ix] = top_val self.array[(self.top[map_ix], *map_ix)] = value + def assign_fitness_in_depth(self, map_ix, value: float) -> int: + indices_at_bin = (slice(None),) + map_ix + # expecting a non-empty index, only calling this method when we know + # current fitness can be placed somewhere + insert_idx = np.where(self.array[indices_at_bin] < value)[0][-1] + new_bin_fitnesses = np.concatenate( + ( + self.array[indices_at_bin][1 : insert_idx + 1], + np.array([value]), + self.array[indices_at_bin][insert_idx + 1 :], + ) + ) + self.array[indices_at_bin] = new_bin_fitnesses + return insert_idx + + def insert_individual_at_depth(self, map_ix, depth, individual): + indices_at_bin = (slice(None),) + map_ix + new_bin_individuals = np.concatenate( + ( + self.array[indices_at_bin][1 : depth + 1], + np.array([individual]), + self.array[indices_at_bin][depth + 1 :], + ) + ) + self.array[indices_at_bin] = new_bin_individuals + @property def latest(self) -> np.ndarray: """Returns the latest values in the history buffer.""" @@ -351,54 +377,31 @@ def search(self, init_steps: int, total_steps: int, atol: float = 0.0) -> str: else: # Randomly select a batch of elites from the map. batch: list[Genotype] = [] - for _ in range(self.env.batch_size): - map_ix = self.random_selection() - batch.append(self.genomes[map_ix]) + if self.config.crossover: + crossover_parents = [] + previous_ix = None + for i in range(self.config.crossover_parents): + map_ix = self.random_selection() + if map_ix != previous_ix: + crossover_parents.append(self.genomes[map_ix]) + previous_ix = map_ix + batch.append(crossover_parents) + else: + for _ in range(self.env.batch_size): + map_ix = self.random_selection() + batch.append(self.genomes[map_ix]) # Mutate the elite. new_individuals = self.env.mutate(batch) - # `new_individuals` is a list of generation/mutation. We put them - # into the behavior space one-by-one. - # TODO: account for the case where multiple new individuals are - # placed in the same niche, for saving histories. - for individual in new_individuals: - fitness = self.env.fitness(individual) - if np.isinf(fitness): - continue - map_ix = self.to_mapindex(individual.to_phenotype()) - # if the return is None, the individual is invalid and is thrown - # into the recycle bin. - if map_ix is None: - self.recycled[self.recycled_count % len(self.recycled)] = individual - self.recycled_count += 1 - continue - - if self.save_history: - # TODO: thresholding - self.history[map_ix].append(individual) - self.nonzero[map_ix] = True - - # If new fitness greater than old fitness in niche, replace. - if fitness > self.fitnesses[map_ix]: - self.fitnesses[map_ix] = fitness - self.genomes[map_ix] = individual - # If new fitness is the highest so far, update the tracker. - if fitness > max_fitness: - max_fitness = fitness - max_genome = individual - - tbar.set_description(f"{max_fitness=:.4f}") - # Stop if best fitness is within atol of maximum possible fitness. - if np.isclose(max_fitness, self.env.max_fitness, atol=atol): - break + max_genome, max_fitness = self.update_map( + new_individuals, max_genome, max_fitness + ) + tbar.set_description(f"{max_fitness=:.4f}") self.fitness_history["max"].append(self.max_fitness()) self.fitness_history["min"].append(self.min_fitness()) self.fitness_history["mean"].append(self.mean_fitness()) self.fitness_history["qd_score"].append(self.qd_score()) - self.fitness_history["niches_filled"].append(self.niches_filled()) - self.fitness_history["qd_score"].append(self.qd_score()) - self.fitness_history["niches_filled"].append(self.niches_filled()) if ( self.save_snapshot_interval is not None @@ -412,6 +415,53 @@ def search(self, init_steps: int, total_steps: int, atol: float = 0.0) -> str: self.visualize() return str(max_genome) + def update_map(self, new_individuals, max_genome, max_fitness): + """ + Update the map if new individuals achieve better fitness scores. + + Args: + new_individuals (list[Genotype]) : List of new solutions + max_fitness : current maximum fitness + + Returns: + max_genome : updated maximum genome + max_fitness : updated maximum fitness + + """ + # `new_individuals` is a list of generation/mutation. We put them + # into the behavior space one-by-one. + for individual in new_individuals: + fitness = self.env.fitness(individual) + if np.isinf(fitness): + continue + phenotype = individual.to_phenotype() + map_ix = self.to_mapindex(phenotype) + + # if the return is None, the individual is invalid and is thrown + # into the recycle bin. + if map_ix is None: + self.recycled[self.recycled_count % len(self.recycled)] = individual + self.recycled_count += 1 + continue + + if self.save_history: + # TODO: thresholding + self.history[map_ix].append(individual) + + self.nonzero[map_ix] = True + + # If new fitness greater than old fitness in niche, replace. + if fitness > self.fitnesses[map_ix]: + self.fitnesses[map_ix] = fitness + self.genomes[map_ix] = individual + + # update if new fitness is the highest so far. + if fitness > max_fitness: + max_fitness = fitness + max_genome = individual + + return max_genome, max_fitness + def niches_filled(self): """Get the number of niches that have been explored in the map.""" return self.fitnesses.niches_filled @@ -447,8 +497,11 @@ def save_results(self, step: int): "nonzero": self.nonzero.array, } # Save maps as pickle file - with open((output_folder / "maps.pkl"), "wb") as f: - pickle.dump(maps, f) + try: + with open((output_folder / "maps.pkl"), "wb") as f: + pickle.dump(maps, f) + except Exception: + pass if self.save_history: with open((output_folder / "history.pkl"), "wb") as f: pickle.dump(self.history, f) @@ -483,18 +536,19 @@ def plot_fitness(self): plt.plot(self.fitness_history["min"], label="Min fitness") plt.legend() plt.savefig(f"{save_path}/MAPElites_fitness_history.png") + plt.close("all") plt.figure() plt.plot(self.fitness_history["qd_score"], label="QD score") plt.legend() plt.savefig(f"{save_path}/MAPElites_qd_score.png") + plt.close("all") plt.figure() plt.plot(self.fitness_history["niches_filled"], label="Niches filled") plt.legend() plt.savefig(f"{save_path}/MAPElites_niches_filled.png") - - # self.visualize_individuals() + plt.close("all") if len(self.map_dims) > 1: if len(self.fitnesses.dims) == 2: @@ -514,8 +568,8 @@ def plot_fitness(self): plt.figure() plt.pcolor(map2d, cmap="inferno") - plt.colorbar() plt.savefig(f"{save_path}/MAPElites_vis.png") + plt.close("all") def visualize_individuals(self): """Visualize the genes of the best performing solution.""" diff --git a/src/openelm/benchmarks/benchmark_bugs.py b/src/openelm/benchmarks/benchmark_bugs.py index 95d93ebc..e79064a3 100644 --- a/src/openelm/benchmarks/benchmark_bugs.py +++ b/src/openelm/benchmarks/benchmark_bugs.py @@ -26,7 +26,7 @@ class BenchmarkBugsConfig(BaseConfig): "run": {"dir": "logs/benchmarks/bugs/${hydra.job.override_dirname}"} } ) - model_path: str = "/fsx/diff_models/diff_16b_prelim" + model_path: str = "CarperAI/diff-codegen-2b-v2" bugs_data_path: str = "/fsx/shared/diff_benchmark.json" mode: str = "diff" seed: Optional[int] = None @@ -40,12 +40,12 @@ class BenchmarkBugsConfig(BaseConfig): top_p: float = 0.95 gen_max_len: int = 256 batch_size: int = 32 - n_trials: int = 3200 + n_trials: int = 500 n_bugs_trials: int = 100 timeout: float = 5.0 verbose: bool = True - tasks: list[str] = field(default_factory=lambda: ["bugs"]) - n_bugs: list[int] = field(default_factory=lambda: [1, 2, 3, 4, 5]) + tasks: list[str] = field(default_factory=lambda: ["parity"]) + n_bugs: list[int] = field(default_factory=lambda: [1]) temp_samples: list[float] = field(default_factory=lambda: [0.8]) sweep: bool = False @@ -95,6 +95,7 @@ def benchmark_parity(self, n_bugs, **kwargs): elif self.cfg.mode == "diff": eval_results = [] for text in completions: + # print(text) # split the diff text according to , , , . parsed: dict = split_diff(text) # truncate the diff hunk at the first line not starting with @@ -108,6 +109,7 @@ def benchmark_parity(self, n_bugs, **kwargs): # 2. it ignores invalid lines (not starting with " ", # "+" or "-" and not being "@@ ... @@"). eval_results.append(apply_diff(function_str, diff_hunk)) + # print("Patched!") else: # Invalid format. No patching. eval_results.append(function_str) diff --git a/src/openelm/configs.py b/src/openelm/configs.py index 3b75a549..932e8426 100644 --- a/src/openelm/configs.py +++ b/src/openelm/configs.py @@ -52,6 +52,8 @@ class QDConfig(BaseConfig): seed: Optional[int] = 42 save_np_rng_state: bool = False load_np_rng_state: bool = False + crossover: bool = False + crossover_parents: int = 2 @dataclass @@ -155,7 +157,7 @@ class PromptEnvConfig(EnvConfig): defaults_elm = [ {"model": "prompt"}, {"qd": "mapelites"}, - {"env": "qdaif"}, + {"env": "sodarace"}, "_self_", ] diff --git a/src/openelm/elm.py b/src/openelm/elm.py index d670ab42..ca23eb0e 100644 --- a/src/openelm/elm.py +++ b/src/openelm/elm.py @@ -1,16 +1,61 @@ -from typing import Optional +from typing import Any, Optional from hydra.core.hydra_config import HydraConfig from openelm.configs import DiffModelConfig, ELMConfig, PromptModelConfig -from openelm.environments import BaseEnvironment, load_algorithm, load_env from openelm.mutation_model import DiffModel, MutationModel, PromptModel +def load_env(env_name: str) -> Any: + if env_name == "sodarace": + from openelm.environments.sodaracer.sodarace import Sodarace + + return Sodarace + elif env_name == "image_evolution": + from openelm.environments.base import ImageOptim + + return ImageOptim + elif env_name == "match_string": + from openelm.environments.base import MatchString + + return MatchString + elif env_name == "function_optim": + from openelm.environments.base import FunctionOptim + + return FunctionOptim + elif env_name == "p3_probsol": + from openelm.environments.p3.p3 import P3ProbSol + + return P3ProbSol + elif env_name == "p3_problem": + from openelm.environments.p3.p3 import P3Problem + + return P3Problem + elif env_name == "prompt_evolution": + from openelm.environments.prompt.prompt import PromptEvolution + + return PromptEvolution + elif env_name == "qdaif": + from openelm.environments.poetry import PoetryEvolution + + return PoetryEvolution + else: + raise ValueError(f"Unknown environment {env_name}") + + +def load_algorithm(algorithm_name: str) -> Any: + if algorithm_name == "mapelites": + from openelm.algorithms.map_elites import MAPElites + + return MAPElites + elif algorithm_name == "cvtmapelites": + from openelm.algorithms.map_elites import CVTMAPElites + + return CVTMAPElites + + class ELM: - def __init__( - self, config: ELMConfig, env: Optional[BaseEnvironment] = None - ) -> None: + def __init__(self, config: ELMConfig, env: Optional[Any] = None) -> None: """ The main class of ELM. diff --git a/src/openelm/environments/__init__.py b/src/openelm/environments/__init__.py index e6f2801d..44b52b0b 100644 --- a/src/openelm/environments/__init__.py +++ b/src/openelm/environments/__init__.py @@ -1,56 +1,6 @@ -from typing import Any - -from openelm.algorithms.map_elites import CVTMAPElites, MAPElites from openelm.environments.base import BaseEnvironment, Genotype - -def load_env(env_name: str) -> Any: - if env_name == "sodarace": - from openelm.environments.sodaracer.sodarace import Sodarace - - return Sodarace - elif env_name == "image_evolution": - from openelm.environments.base import ImageOptim - - return ImageOptim - elif env_name == "match_string": - from openelm.environments.base import MatchString - - return MatchString - elif env_name == "function_optim": - from openelm.environments.base import FunctionOptim - - return FunctionOptim - elif env_name == "p3_probsol": - from openelm.environments.p3.p3 import P3ProbSol - - return P3ProbSol - elif env_name == "p3_problem": - from openelm.environments.p3.p3 import P3Problem - - return P3Problem - elif env_name == "prompt_evolution": - from openelm.environments.prompt.prompt import PromptEvolution - - return PromptEvolution - elif env_name == "qdaif": - from openelm.environments.poetry import PoetryEvolution - - return PoetryEvolution - else: - raise ValueError(f"Unknown environment {env_name}") - - -def load_algorithm(algorithm_name: str) -> Any: - if algorithm_name == "mapelites": - return MAPElites - elif algorithm_name == "cvtmapelites": - return CVTMAPElites - - __all__ = [ "Genotype", "BaseEnvironment", - "load_algorithm", - "load_env", ] diff --git a/src/openelm/environments/poetry.py b/src/openelm/environments/poetry.py index 7e5b1de1..2b2579f8 100644 --- a/src/openelm/environments/poetry.py +++ b/src/openelm/environments/poetry.py @@ -139,7 +139,7 @@ def random(self) -> list[PoetryGenotype]: results = [] for prompt in prompt_list: results.append( - self.mutation_model([HumanMessage(content=prompt["prompt"])]).content + self.mutation_model(HumanMessage(content=prompt["prompt"]).content) ) return [PoetryGenotype(poem=c) for c in results] @@ -148,7 +148,7 @@ def mutate(self, genomes: list[PoetryGenotype]) -> list[PoetryGenotype]: results = [] for prompt in prompt_list: results.append( - self.mutation_model([HumanMessage(content=prompt["prompt"])]).content + self.mutation_model(HumanMessage(content=prompt["prompt"]).content) ) return [PoetryGenotype(poem=c) for c in results] diff --git a/src/openelm/environments/sodaracer/simulator.py b/src/openelm/environments/sodaracer/simulator.py index 29ffd471..1836994d 100644 --- a/src/openelm/environments/sodaracer/simulator.py +++ b/src/openelm/environments/sodaracer/simulator.py @@ -31,7 +31,7 @@ class IESoRWorld(Framework): name: "IESoRWorld" def __init__(self, canvas_size: tuple[int, int] = (150, 200)): - super(IESoRWorld, self).__init__() + # super(IESoRWorld, self).__init__() """ Initialize the world. @@ -58,8 +58,8 @@ def __init__(self, canvas_size: tuple[int, int] = (150, 200)): self.gravity = b2.b2Vec2(0.0, -25.0) # ??? Magic numbers. # Construct a world object, which will hold and simulate the rigid bodies. - self.world.gravity = self.gravity - # self.world: b2.b2World = b2.b2World(self.gravity) + # self.world.gravity = self.gravity + self.world: b2.b2World = b2.b2World(self.gravity) self.world.autoClearForces = False self.groundBodyDef: b2.b2BodyDef = b2.b2BodyDef() @@ -632,8 +632,8 @@ def evaluate(self, time: float) -> float: + [muscle.joint.bodyA.position[0] for muscle in self.world.muscle_list] ) return abs(end + self.morphology["offsetX"]) - except Exception as e: - print(e) + except Exception: + # print(e) # print(self.world.bone_list) # print(self.world.muscle_list) return -np.inf diff --git a/src/openelm/utils/utils.py b/src/openelm/utils/utils.py index 625e803f..fee9a0a6 100644 --- a/src/openelm/utils/utils.py +++ b/src/openelm/utils/utils.py @@ -1,3 +1,4 @@ +import os from dataclasses import is_dataclass from pathlib import Path @@ -22,3 +23,9 @@ def validate_config(config): raise IOError( "Invalid config type. Must be a path to a yaml, a dict, or dataclass." ) + + +def safe_open_w(path, *args, **kwargs): + """Open "path" for writing, creating any parent directories as needed.""" + os.makedirs(os.path.dirname(path), exist_ok=True) + return open(path, *args, **kwargs)