# coding=utf-8 # Copyright 2022-present, the HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Contains a utility to iterate by chunks over an iterator.""" import itertools from typing import Iterable, TypeVar T = TypeVar("T") def chunk_iterable(iterable: Iterable[T], chunk_size: int) -> Iterable[Iterable[T]]: """Iterates over an iterator chunk by chunk. Taken from https://stackoverflow.com/a/8998040. See also https://github.com/huggingface/huggingface_hub/pull/920#discussion_r938793088. Args: iterable (`Iterable`): The iterable on which we want to iterate. chunk_size (`int`): Size of the chunks. Must be a strictly positive integer (e.g. >0). Example: ```python >>> from huggingface_hub.utils import chunk_iterable >>> for items in chunk_iterable(range(17), chunk_size=8): ... print(items) # [0, 1, 2, 3, 4, 5, 6, 7] # [8, 9, 10, 11, 12, 13, 14, 15] # [16] # smaller last chunk ``` Raises: [`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError) If `chunk_size` <= 0. The last chunk can be smaller than `chunk_size`. """ if not isinstance(chunk_size, int) or chunk_size <= 0: raise ValueError("`chunk_size` must be a strictly positive integer (>0).") iterator = iter(iterable) while True: try: next_item = next(iterator) except StopIteration: return yield itertools.chain((next_item,), itertools.islice(iterator, chunk_size - 1))