# Copyright (c) ModelScope Contributors. All rights reserved. import json import os import torch.distributed as dist from accelerate.utils import gather_object from queue import Queue from threading import Thread from typing import Any, Dict, List, Literal, Union from .env import is_last_rank, is_master from .logger import get_logger from .utils import check_json_format logger = get_logger() def read_from_jsonl(fpath: str, encoding: str = 'utf-8') -> List[Any]: res: List[Any] = [] with open(fpath, 'r', encoding=encoding) as f: for line in f: res.append(json.loads(line)) return res def write_to_jsonl(fpath: str, obj_list: List[Any], encoding: str = 'utf-8') -> None: res: List[str] = [] for obj in obj_list: res.append(json.dumps(obj, ensure_ascii=False)) with open(fpath, 'w', encoding=encoding) as f: text = '\n'.join(res) f.write(f'{text}\n') class JsonlWriter: def __init__(self, fpath: str, *, encoding: str = 'utf-8', strict: bool = True, enable_async: bool = False, write_on_rank: Literal['master', 'last'] = 'master'): if write_on_rank == 'master': self.is_write_rank = is_master() elif write_on_rank == 'last': self.is_write_rank = is_last_rank() else: raise ValueError(f"Invalid `write_on_rank`: {write_on_rank}, should be 'master' or 'last'") self.fpath = os.path.abspath(os.path.expanduser(fpath)) if self.is_write_rank else None self.encoding = encoding self.strict = strict self.enable_async = enable_async self._queue = Queue() self._thread = None def _append_worker(self): while True: item = self._queue.get() self._append(**item) def _append(self, obj: Union[Dict, List[Dict]], gather_obj: bool = False): if isinstance(obj, (list, tuple)) and all(isinstance(item, dict) for item in obj): obj_list = obj else: obj_list = [obj] if gather_obj and dist.is_initialized(): obj_list = gather_object(obj_list) if not self.is_write_rank: return obj_list = check_json_format(obj_list) for i, _obj in enumerate(obj_list): obj_list[i] = json.dumps(_obj, ensure_ascii=False) + '\n' self._write_buffer(''.join(obj_list)) def append(self, obj: Union[Dict, List[Dict]], gather_obj: bool = False): if self.enable_async: if self._thread is None: self._thread = Thread(target=self._append_worker, daemon=True) self._thread.start() self._queue.put({'obj': obj, 'gather_obj': gather_obj}) else: self._append(obj, gather_obj=gather_obj) def _write_buffer(self, text: str): if not text: return assert self.is_write_rank, f'self.is_write_rank: {self.is_write_rank}' try: os.makedirs(os.path.dirname(self.fpath), exist_ok=True) with open(self.fpath, 'a', encoding=self.encoding) as f: f.write(text) except Exception: if self.strict: raise logger.error(f'Cannot write content to jsonl file. text: {text}') def append_to_jsonl(fpath: str, obj: Union[Dict, List[Dict]], *, encoding: str = 'utf-8', strict: bool = True, write_on_rank: Literal['master', 'last'] = 'master') -> None: jsonl_writer = JsonlWriter(fpath, encoding=encoding, strict=strict, write_on_rank=write_on_rank) jsonl_writer.append(obj) def get_file_mm_type(file_name: str) -> Literal['image', 'video', 'audio']: video_extensions = {'.mp4', '.mkv', '.mov', '.avi', '.wmv', '.flv', '.webm'} audio_extensions = {'.mp3', '.wav', '.aac', '.flac', '.ogg', '.m4a'} image_extensions = {'.jpg', '.jpeg', '.png', '.gif', '.bmp', '.tiff', '.webp'} _, ext = os.path.splitext(file_name) if ext.lower() in video_extensions: return 'video' elif ext.lower() in audio_extensions: return 'audio' elif ext.lower() in image_extensions: return 'image' else: raise ValueError(f'file_name: {file_name}, ext: {ext}')