import datetime import io import json import mmap import os from pathlib import Path from typing import Any import jsonlines import tqdm import zstandard def json_serial(obj: Any) -> str: """JSON serializer for objects not serializable by default json code""" if isinstance(obj, (datetime.datetime,)): return obj.isoformat() raise TypeError("Type %s not serializable" % type(obj)) # Modified version of lm_dataformat Archive for single file. class Archive: def __init__(self, file_path: str, compression_level: int = 3) -> None: self.file_path = file_path dir_name = os.path.dirname(file_path) if dir_name: os.makedirs(dir_name, exist_ok=True) self.fh = open(self.file_path, "wb") self.cctx = zstandard.ZstdCompressor(level=compression_level) self.compressor = self.cctx.stream_writer(self.fh) def add_data(self, data, meta=None) -> None: if meta is None: meta = {} self.compressor.write( json.dumps({"text": data, "meta": meta}, default=json_serial).encode( "UTF-8" ) + b"\n" ) def commit(self) -> None: self.compressor.flush(zstandard.FLUSH_FRAME) self.fh.flush() self.fh.close() # Modified version of lm_dataformat Reader with self.fh set, allowing peeking for tqdm. class Reader: def __init__(self) -> None: pass def read( self, file, get_meta: bool = False, autojoin_paragraphs: bool = True, para_joiner: str = "\n\n", ): with open(file, "rb") as fh: self.fh = fh cctx = zstandard.ZstdDecompressor() reader = io.BufferedReader(cctx.stream_reader(fh)) rdr = jsonlines.Reader(reader) for ob in rdr: # naive jsonl where each object is just the string itself, with no meta. For legacy compatibility. if isinstance(ob, str): assert not get_meta yield ob continue text = ob["text"] if autojoin_paragraphs and isinstance(text, list): text = para_joiner.join(text) if get_meta: yield text, (ob["meta"] if "meta" in ob else {}) else: yield text class TextArchive: def __init__(self, file_path, mode: str = "rb+") -> None: self.file_path = file_path dir_name = os.path.dirname(file_path) if dir_name: os.makedirs(dir_name, exist_ok=True) if not os.path.exists(file_path): Path(file_path).touch() self.fh = open(self.file_path, mode) def add_data(self, data) -> None: self.fh.write(data.encode("UTF-8") + b"\n") def commit(self) -> None: self.fh.flush() self.fh.close() class TextReader: def __init__(self, file_path) -> None: self.file_path = file_path # Optimized mmap read with infrequent tqdm updates to maintain speed # Tested up to 250MB/s. def read_tqdm(self, update_frequency: int = 10000): current_file_position = 0 line_counter = 0 with open(self.file_path, "r", encoding="utf-8") as fh, tqdm.tqdm( total=os.path.getsize(self.file_path), dynamic_ncols=True, unit="byte", unit_scale=1, ) as progress: with mmap.mmap(fh.fileno(), length=0, access=mmap.ACCESS_READ) as mmap_obj: for line in iter(mmap_obj.readline, b""): line = line.decode("utf-8") line_counter += 1 if line_counter == update_frequency: new_file_pos = mmap_obj.tell() bytes_read = new_file_pos - current_file_position current_file_position = new_file_pos progress.update(bytes_read) line_counter = 0 yield line[:-1] def read_and_tell(self): current_file_position = 0 with open(self.file_path, "r", encoding="utf8") as fh: with mmap.mmap(fh.fileno(), length=0, access=mmap.ACCESS_READ) as mmap_obj: for line in iter(mmap_obj.readline, b""): line = line.decode("utf-8") new_file_pos = mmap_obj.tell() raw_bytes_read = new_file_pos - current_file_position current_file_position = new_file_pos yield line[:-1], raw_bytes_read def read(self): with open(self.file_path, "r", encoding="utf8") as fh: with mmap.mmap(fh.fileno(), length=0, access=mmap.ACCESS_READ) as mmap_obj: for line in iter(mmap_obj.readline, b""): line = line.decode("utf-8") yield line[:-1] def read_slow(self): with open(self.file_path, "r", encoding="utf8") as fh: while True: line = fh.readline() if line == -1 or line == "": break else: yield line[:-1] # Optimized for speed. Decompresses the archive in shell before # using the mmap'd TextReader. class ZStdTextReader: def __init__(self, file) -> None: self.file = file def read_tqdm(self): decompressed_file = self.file[:-4] print("Decompressing file, please wait...") os.system(f"zstd -d {self.file}") # linux decompress is faster reader = TextReader(decompressed_file) yield from reader.read_tqdm() os.remove(decompressed_file)