#%% import datasets import zstandard as zstd import io #%% class LichessConfig(datasets.BuilderConfig): def __init__(self, features, **kwargs): super(LichessConfig, self).__init__(**kwargs) self.features = features class Lichess(datasets.GeneratorBasedBuilder): BUILDER_CONFIG_CLASS = LichessConfig BUILDER_CONFIGS = [LichessConfig(name="pgn", features=["WhiteElo", "BlackElo", "pgn"]), LichessConfig(name="fen", features=["WhiteElo", "BlackElo", "fens", "moves", "scores"]),] def _info(self): features_dict = {feature: datasets.Value("uint16") for feature in self.config.features} if self.config.name == "pgn": features_dict["pgn"] = datasets.Value("string") if self.config.name == "fen": features_dict["fens"] = datasets.Value("string") features_dict["moves"] = datasets.Value("string") features_dict["scores"] = datasets.Value("string") info = datasets.DatasetInfo(datasets.Features(features_dict)) return info def _get_filepaths(self): #months = ["01", "02", "03", "04", "05", "06", # "07", "08", "09", "10", "11", "12"] months = ["04"] shards = ["0", "1", "2", "3"] filepaths = [ self.config.name + "/2023/" + m for m in months] if self.config.name == "pgn": paths = [] for shard in shards: paths.extend([filepath + "/" + shard + ".zst" for filepath in filepaths]) if self.config.name == "fen": paths = [] for shard in shards: paths.extend([filepath + "/" + shard + "_fen.zst" for filepath in filepaths]) return paths def _split_generators(self, dl_manager: datasets.DownloadManager): filepaths = self._get_filepaths() downloaded_files = dl_manager.download(filepaths) generator = datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={'filepaths': downloaded_files}) return [generator] def _generate_examples(self, filepaths): dctx = zstd.ZstdDecompressor() for filepath in filepaths: n = 0 with open(filepath, "rb") as file: with dctx.stream_reader(file) as sr: pgn = io.TextIOWrapper(sr) if self.config.name == "pgn": while True: white_elo, black_elo = pgn.readline().split(" ") game_pgn = pgn.readline() next_line = pgn.readline() if game_pgn: _id = n n += 1 yield _id, {"WhiteElo": int(white_elo), "BlackElo": int(black_elo), "pgn": game_pgn} else: break elif self.config.name == "fen": while True: white_elo, black_elo = pgn.readline().split(" ") game = pgn.readline() fens, moves, scores = game.split(";") if game: _id = n n += 1 yield _id, {"WhiteElo": white_elo, "BlackElo": black_elo, "fens": fens, "moves": moves, "scores": scores} else: break