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| # 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. | |
| <Tip warning={true}> | |
| The last chunk can be smaller than `chunk_size`. | |
| </Tip> | |
| """ | |
| 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)) | |