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Multiple dataloader memory error
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For the use of multiple datasets and tasks, we use around more than 200+ dataloaders, then pass it into `dataloader1, dataloader2, ..., dataloader200=accelerate.prepare(dataloader1, dataloader2, ..., dataloader200)` It causes the memory error when generating batches. Any solutions to it? ```bash File "/home/xxx/my_code/src/utils/data_utils.py", line 54, in generate_batch x = next(iterator) File "/home/xxx/anaconda3/envs/pt1.7/lib/python3.7/site-packages/accelerate/data_loader.py", line 301, in __iter__ for batch in super().__iter__(): File "/home/xxx/anaconda3/envs/pt1.7/lib/python3.7/site-packages/torch/utils/data/dataloader.py", line 435, in __next__ data = self._next_data() File "/home/xxx/anaconda3/envs/pt1.7/lib/python3.7/site-packages/torch/utils/data/dataloader.py", line 475, in _next_data data = self._dataset_fetcher.fetch(index) # may raise StopIteration File "/home/xxx/anaconda3/envs/pt1.7/lib/python3.7/site-packages/torch/utils/data/_utils/fetch.py", line 28, in fetch data.append(next(self.dataset_iter)) File "/home/xxx/anaconda3/envs/pt1.7/lib/python3.7/site-packages/accelerate/data_loader.py", line 249, in __iter__ for element in self.dataset: File "/home/xxx/anaconda3/envs/pt1.7/lib/python3.7/site-packages/datasets/iterable_dataset.py", line 503, in __iter__ for key, example in self._iter(): File "/home/xxx/anaconda3/envs/pt1.7/lib/python3.7/site-packages/datasets/iterable_dataset.py", line 500, in _iter yield from ex_iterable File "/home/xxx/anaconda3/envs/pt1.7/lib/python3.7/site-packages/datasets/iterable_dataset.py", line 231, in __iter__ new_key = "_".join(str(key) for key in keys) MemoryError ```
2023-01-26T02:01:11Z
https://github.com/huggingface/datasets/issues/4873
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Docs for creating an audio dataset
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This PR is a first draft of how to create audio datasets (`AudioFolder` and loading script). Feel free to let me know if there are any specificities I'm missing for this. 🙂
2022-09-22T17:19:13Z
https://github.com/huggingface/datasets/pull/4872
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Fix: wmt datasets - fix CWMT zh subsets
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Fix https://github.com/huggingface/datasets/issues/4575 TODO: run `datasets-cli test`: - [x] wmt17 - [x] wmt18 - [x] wmt19
2022-08-23T10:00:20Z
https://github.com/huggingface/datasets/pull/4871
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audio folder check CI
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2022-11-02T11:54:35Z
https://github.com/huggingface/datasets/pull/4870
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Fix typos in documentation
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https://github.com/huggingface/datasets/pull/4869
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adding mafand to datasets
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I'm addding the MAFAND dataset by Masakhane based on the paper/repository below: Paper: https://aclanthology.org/2022.naacl-main.223/ Code: https://github.com/masakhane-io/lafand-mt Please, help merge this Everything works except for creating dummy data file
2022-08-22T11:00:50Z
https://github.com/huggingface/datasets/pull/4868
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Complete tags of superglue dataset card
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Related to #4479 .
2022-08-22T09:14:03Z
https://github.com/huggingface/datasets/pull/4867
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amend docstring for dunder
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display dunder method in docsting with underlines an not bold markdown.
2022-09-09T16:33:11Z
https://github.com/huggingface/datasets/pull/4866
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2022-08-22T06:13:20Z
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Dataset Viewer issue for MoritzLaurer/multilingual_nli
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2022-08-19T14:55:20Z
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### Link _No response_ ### Description I've just uploaded a new dataset to the hub and the viewer does not work for some reason, see here: https://huggingface.co/datasets/MoritzLaurer/multilingual_nli It displays the error: ``` Status code: 400 Exception: Status400Error Message: The dataset does not exist. ``` Weirdly enough the dataviewer works for an earlier version of the same dataset. The only difference is that it is smaller, but I'm not aware of other changes I have made: https://huggingface.co/datasets/MoritzLaurer/multilingual_nli_test Do you know why the dataviewer is not working? ### Owner _No response_
2022-08-22T14:47:14Z
https://github.com/huggingface/datasets/issues/4865
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Allow pathlib PoxisPath in Dataset.read_json
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2022-08-19T12:59:17Z
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CONTRIBUTOR
**Is your feature request related to a problem? Please describe.** ``` from pathlib import Path from datasets import Dataset ds = Dataset.read_json(Path('data.json')) ``` causes an error ``` AttributeError: 'PosixPath' object has no attribute 'decode' ``` **Describe the solution you'd like** It should be able to accept PosixPath and read the json from inside.
2023-03-12T11:25:49Z
https://github.com/huggingface/datasets/issues/4864
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2022-08-22T05:18:53Z
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TFDS wiki_dialog dataset to Huggingface dataset
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2022-08-18T23:06:30Z
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## Adding a Dataset - **Name:** *Wiki_dialog* - **Description: https://github.com/google-research/dialog-inpainting#:~:text=JSON%20object%2C%20for-,example,-%3A - **Paper: https://arxiv.org/abs/2205.09073 - **Data: https://github.com/google-research/dialog-inpainting - **Motivation:** *Research and Development on biggest corpus of dialog data* Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/main/ADD_NEW_DATASET.md).
2022-08-22T09:41:45Z
https://github.com/huggingface/datasets/issues/4863
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Got "AttributeError: 'xPath' object has no attribute 'read'" when loading an excel dataset with my own code
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2022-08-18T18:36:14Z
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## Describe the bug A clear and concise description of what the bug is. ## Steps to reproduce the bug ```python # Sample code to reproduce the bug # The dataset function is as follows: from pathlib import Path from typing import Dict, List, Tuple import datasets import pandas as pd _CITATION = """\ """ _DATASETNAME = "jadi_ide" _DESCRIPTION = """\ """ _HOMEPAGE = "" _LICENSE = "Unknown" _URLS = { _DATASETNAME: "https://github.com/fathanick/Javanese-Dialect-Identification-from-Twitter-Data/raw/main/Update 16K_Dataset.xlsx", } _SOURCE_VERSION = "1.0.0" class JaDi_Ide(datasets.GeneratorBasedBuilder): SOURCE_VERSION = datasets.Version(_SOURCE_VERSION) BUILDER_CONFIGS = [ NusantaraConfig( name="jadi_ide_source", version=SOURCE_VERSION, description="JaDi-Ide source schema", schema="source", subset_id="jadi_ide", ), ] DEFAULT_CONFIG_NAME = "source" def _info(self) -> datasets.DatasetInfo: if self.config.schema == "source": features = datasets.Features( { "id": datasets.Value("string"), "text": datasets.Value("string"), "label": datasets.Value("string") } ) return datasets.DatasetInfo( description=_DESCRIPTION, features=features, homepage=_HOMEPAGE, license=_LICENSE, citation=_CITATION, ) def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]: """Returns SplitGenerators.""" # Dataset does not have predetermined split, putting all as TRAIN urls = _URLS[_DATASETNAME] base_dir = Path(dl_manager.download_and_extract(urls)) data_files = {"train": base_dir} return [ datasets.SplitGenerator( name=datasets.Split.TRAIN, gen_kwargs={ "filepath": data_files["train"], "split": "train", }, ), ] def _generate_examples(self, filepath: Path, split: str) -> Tuple[int, Dict]: """Yields examples as (key, example) tuples.""" df = pd.read_excel(filepath, engine='openpyxl') df.columns = ["id", "text", "label"] if self.config.schema == "source": for row in df.itertuples(): ex = { "id": str(row.id), "text": row.text, "label": row.label, } yield row.id, ex ``` ## Expected results Expecting to load the dataset smoothly. ## Actual results File "/home/xuyan/anaconda3/lib/python3.7/site-packages/datasets/load.py", line 1751, in load_dataset use_auth_token=use_auth_token, File "/home/xuyan/anaconda3/lib/python3.7/site-packages/datasets/builder.py", line 705, in download_and_prepare dl_manager=dl_manager, verify_infos=verify_infos, **download_and_prepare_kwargs File "/home/xuyan/anaconda3/lib/python3.7/site-packages/datasets/builder.py", line 1227, in _download_and_prepare super()._download_and_prepare(dl_manager, verify_infos, check_duplicate_keys=verify_infos) File "/home/xuyan/anaconda3/lib/python3.7/site-packages/datasets/builder.py", line 793, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/home/xuyan/anaconda3/lib/python3.7/site-packages/datasets/builder.py", line 1216, in _prepare_split desc=f"Generating {split_info.name} split", File "/home/xuyan/anaconda3/lib/python3.7/site-packages/tqdm/std.py", line 1195, in __iter__ for obj in iterable: File "/home/xuyan/.cache/huggingface/modules/datasets_modules/datasets/jadi_ide/7a539f2b6f726defea8fbe36ceda17bae66c370f6d6c418e3a08d760ebef7519/jadi_ide.py", line 107, in _generate_examples df = pd.read_excel(filepath, engine='openpyxl') File "/home/xuyan/anaconda3/lib/python3.7/site-packages/datasets/download/streaming_download_manager.py", line 701, in xpandas_read_excel return pd.read_excel(BytesIO(filepath_or_buffer.read()), **kwargs) AttributeError: 'xPath' object has no attribute 'read' ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.4.0 - Platform: Linux-4.15.0-142-generic-x86_64-with-debian-stretch-sid - Python version: 3.7.4 - PyArrow version: 9.0.0 - Pandas version: 0.25.1
2022-08-31T09:25:08Z
https://github.com/huggingface/datasets/issues/4862
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Using disk for memory with the method `from_dict`
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2022-08-18T15:18:18Z
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**Is your feature request related to a problem? Please describe.** I start with an empty dataset. In a loop, at each iteration, I create a new dataset with the method `from_dict` (based on some data I load) and I concatenate this new dataset with the one at the previous iteration. After some iterations, I have an OOM error. **Describe the solution you'd like** The method `from_dict` loads the data in RAM. It could be good to add an option to use the disk instead. **Describe alternatives you've considered** To solve the problem, I have to do an intermediate step where I save the new datasets at each iteration with `save_to_disk`. Once it's done, I open them all and concatenate them.
2023-01-26T18:36:28Z
https://github.com/huggingface/datasets/issues/4861
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2022-08-22T09:08:59Z
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Add collection3 dataset
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2022-08-23T20:02:45Z
https://github.com/huggingface/datasets/pull/4860
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can't install using conda on Windows 10
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## Describe the bug I wanted to install using conda or Anaconda navigator. That didn't work, so I had to install using pip. ## Steps to reproduce the bug conda install -c huggingface -c conda-forge datasets ## Expected results Should have indicated successful installation. ## Actual results Solving environment: failed with initial frozen solve. Retrying with flexible solve. Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source. ... took forever, so I cancelled it with ctrl-c ## Environment info - `datasets` version: 2.4.0 # after installing with pip - Platform: Windows-10-10.0.19044-SP0 - Python version: 3.9.12 - PyArrow version: 9.0.0 - Pandas version: 1.4.2 - conda version: 4.13.0 conda info active environment : base active env location : G:\anaconda2022 shell level : 1 user config file : C:\Users\michael\.condarc populated config files : C:\Users\michael\.condarc conda version : 4.13.0 conda-build version : 3.21.8 python version : 3.9.12.final.0 virtual packages : __cuda=11.1=0 __win=0=0 __archspec=1=x86_64 base environment : G:\anaconda2022 (writable) conda av data dir : G:\anaconda2022\etc\conda conda av metadata url : None channel URLs : https://conda.anaconda.org/pytorch/win-64 https://conda.anaconda.org/pytorch/noarch https://conda.anaconda.org/huggingface/win-64 https://conda.anaconda.org/huggingface/noarch https://conda.anaconda.org/conda-forge/win-64 https://conda.anaconda.org/conda-forge/noarch https://conda.anaconda.org/anaconda-fusion/win-64 https://conda.anaconda.org/anaconda-fusion/noarch https://repo.anaconda.com/pkgs/main/win-64 https://repo.anaconda.com/pkgs/main/noarch https://repo.anaconda.com/pkgs/r/win-64 https://repo.anaconda.com/pkgs/r/noarch https://repo.anaconda.com/pkgs/msys2/win-64 https://repo.anaconda.com/pkgs/msys2/noarch package cache : G:\anaconda2022\pkgs C:\Users\michael\.conda\pkgs C:\Users\michael\AppData\Local\conda\conda\pkgs envs directories : G:\anaconda2022\envs C:\Users\michael\.conda\envs C:\Users\michael\AppData\Local\conda\conda\envs platform : win-64 user-agent : conda/4.13.0 requests/2.27.1 CPython/3.9.12 Windows/10 Windows/10.0.19044 administrator : False netrc file : None offline mode : False
2022-08-17T19:57:37Z
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map() function removes columns when input_columns is not None
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2022-08-16T20:42:30Z
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## Describe the bug The map function, removes features from the dataset that are not present in the _input_columns_ list of columns, despite the columns being removed not mentioned in the _remove_columns_ argument. ## Steps to reproduce the bug ```python from datasets import Dataset ds = Dataset.from_dict({"a" : [1,2,3],"b" : [0,1,0], "c" : [2,4,5]}) def double(x,y): x = x*2 y = y*2 return {"d" : x, "e" : y} ds.map(double, input_columns=["a","c"]) ``` ## Expected results ``` Dataset({ features: ['a', 'b', 'c', 'd', 'e'], num_rows: 3 }) ``` ## Actual results ``` Dataset({ features: ['a', 'c', 'd', 'e'], num_rows: 3 }) ``` In this specific example feature **b** should not be removed. ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.4.0 - Platform: linux (colab) - Python version: 3.7.13 - PyArrow version: 6.0.1
2022-09-22T13:55:24Z
https://github.com/huggingface/datasets/issues/4858
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No preprocessed wikipedia is working on huggingface/datasets
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2022-08-16T13:55:33Z
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## Describe the bug 20220301 wikipedia dump has been deprecated, so now there is no working wikipedia dump on huggingface https://huggingface.co/datasets/wikipedia https://dumps.wikimedia.org/enwiki/
2022-08-17T13:35:08Z
https://github.com/huggingface/datasets/issues/4857
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file missing when load_dataset with openwebtext on windows
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## Describe the bug 0015896-b1054262f7da52a0518521e29c8e352c.txt is missing when I run run_mlm.py with openwebtext. I check the cache_path and can not find 0015896-b1054262f7da52a0518521e29c8e352c.txt. but I can find this file in the 17ecf461bfccd469a1fbc264ccb03731f8606eea7b3e2e8b86e13d18040bf5b3/urlsf_subset00-16_data.xz with 7-zip. ## Steps to reproduce the bug ```sh python run_mlm.py --model_type roberta --tokenizer_name roberta-base --dataset_name openwebtext --per_device_train_batch_size 8 --per_device_eval_batch_size 8 --do_train --do_eval --output_dir F:/model/roberta-base ``` or ```python from datasets import load_dataset load_dataset("openwebtext", None, cache_dir=None, use_auth_token=None) ``` ## Expected results Loading is successful ## Actual results Traceback (most recent call last): File "D:\Python\v3.8.5\lib\site-packages\datasets\builder.py", line 704, in download_and_prepare self._download_and_prepare( File "D:\Python\v3.8.5\lib\site-packages\datasets\builder.py", line 1227, in _download_and_prepare super()._download_and_prepare(dl_manager, verify_infos, check_duplicate_keys=verify_infos) File "D:\Python\v3.8.5\lib\site-packages\datasets\builder.py", line 795, in _download_and_prepare raise OSError( OSError: Cannot find data file. Original error: [Errno 22] Invalid argument: 'F://huggingface/datasets/downloads/extracted/0901d27f43b7e9ac0577da0d0061c8c632ba0b70ecd1b4bfb21562d9b7486faa/0015896-b1054262f7da52a0518521e29c8e352c.txt' ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.4.0 - Platform: windows - Python version: 3.8.5 - PyArrow version: 9.0.0
2023-01-04T03:39:12Z
https://github.com/huggingface/datasets/issues/4856
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Dataset Viewer issue for super_glue
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### Link https://huggingface.co/datasets/super_glue ### Description can't view super_glue dataset on the web page ### Owner _No response_
2022-08-22T10:08:01Z
https://github.com/huggingface/datasets/issues/4855
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Fix bug and checksums in exams dataset
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Fix #4852.
2022-08-16T06:43:57Z
https://github.com/huggingface/datasets/pull/4853
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Bug in multilingual_with_para config of exams dataset and checksums error
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## Describe the bug There is a bug for "multilingual_with_para" config in exams dataset: ```python ds = load_dataset("./datasets/exams", split="train") ``` raises: ``` KeyError: 'choices' ``` Moreover, there is a NonMatchingChecksumError: ``` NonMatchingChecksumError: Checksums didn't match for dataset source files: ['https://github.com/mhardalov/exams-qa/raw/main/data/exams/multilingual/with_paragraphs/train_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/multilingual/with_paragraphs/dev_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/multilingual/with_paragraphs/test_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/test_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/train_bg_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/dev_bg_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/train_hr_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/dev_hr_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/train_hu_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/dev_hu_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/train_it_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/dev_it_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/train_mk_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/dev_mk_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/train_pl_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/dev_pl_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/train_pt_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/dev_pt_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/train_sq_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/dev_sq_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/train_sr_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/dev_sr_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/train_tr_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/dev_tr_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/train_vi_with_para.jsonl.tar.gz', 'https://github.com/mhardalov/exams-qa/raw/main/data/exams/cross-lingual/with_paragraphs/dev_vi_with_para.jsonl.tar.gz'] ``` CC: @thesofakillers
2022-09-16T09:50:55Z
https://github.com/huggingface/datasets/issues/4852
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Fix license tag and Source Data section in billsum dataset card
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Fixed the data source and license fields
2022-08-22T13:56:24Z
https://github.com/huggingface/datasets/pull/4851
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Fix test of _get_extraction_protocol for TAR files
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While working in another PR, I discovered an xpass test (a test that is supposed to xfail but nevertheless passes) when testing `_get_extraction_protocol`: https://github.com/huggingface/datasets/runs/7818845285?check_suite_focus=true ``` XPASS tests/test_streaming_download_manager.py::test_streaming_dl_manager_get_extraction_protocol_throws[https://foo.bar/train.tar] ``` This PR: - refactors the test so that it tests the raise of the exceptions instead of xfailing - fixes the test for TAR files: it does not raise an exception, but returns "tar" - fixes some tests wrongly named: exchange `test_streaming_dl_manager_get_extraction_protocol` with `test_streaming_dl_manager_get_extraction_protocol_gg_drive`
2022-08-15T09:42:56Z
https://github.com/huggingface/datasets/pull/4850
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2022-08-14T15:09:59Z
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Test win ci
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aa
2023-09-24T10:04:13Z
https://github.com/huggingface/datasets/pull/4847
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2022-08-14T10:26:08Z
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Update documentation card of miam dataset
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2022-08-13T14:38:55Z
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Hi ! Paper has been published at EMNLP.
2022-08-17T00:50:04Z
https://github.com/huggingface/datasets/pull/4846
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2022-08-23T04:42:26Z
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Mark CI tests as xfail if Hub HTTP error
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2022-08-13T10:45:11Z
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In order to make testing more robust (and avoid merges to master with red tests), we could mark tests as xfailed (instead of failed) when the Hub raises some temporary HTTP errors. This PR: - marks tests as xfailed only if the Hub raises a 500 error for: - test_upstream_hub - makes pytest report the xfailed/xpassed tests. More tests could also be marked if needed. Examples of CI failures due to temporary Hub HTTP errors: - FAILED tests/test_upstream_hub.py::TestPushToHub::test_push_dataset_dict_to_hub_multiple_files - https://github.com/huggingface/datasets/runs/7806855399?check_suite_focus=true `requests.exceptions.HTTPError: 500 Server Error: Internal Server Error for url: https://hub-ci.huggingface.co/api/datasets/__DUMMY_TRANSFORMERS_USER__/test-16603108028233/commit/main (Request ID: aZeAQ5yLktoGHQYBcJ3zo)` - FAILED tests/test_upstream_hub.py::TestPushToHub::test_push_dataset_dict_to_hub_no_token - https://github.com/huggingface/datasets/runs/7840022996?check_suite_focus=true `requests.exceptions.HTTPError: 500 Server Error: Internal Server Error for url: https://s3.us-east-1.amazonaws.com/lfs-staging.huggingface.co/repos/81/e3/81e3b831fa9bf23190ec041f26ef7ff6d6b71c1a937b8ec1ef1f1f05b508c089/caae596caa179cf45e7c9ac0c6d9a9cb0fe2d305291bfbb2d8b648ae26ed38b6?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA4N7VTDGOZQA2IKWK%2F20220815%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220815T144713Z&X-Amz-Expires=900&X-Amz-Signature=5ddddfe8ef2b0601e80ab41c78a4d77d921942b0d8160bcab40ff894095e6823&X-Amz-SignedHeaders=host&x-id=PutObject` - FAILED tests/test_upstream_hub.py::TestPushToHub::test_push_dataset_dict_to_hub_private - https://github.com/huggingface/datasets/runs/7835921082?check_suite_focus=true `requests.exceptions.HTTPError: 500 Server Error: Internal Server Error for url: https://hub-ci.huggingface.co/api/repos/create (Request ID: gL_1I7i2dii9leBhlZen-) - Internal Error - We're working hard to fix that as soon as possible!` - FAILED tests/test_upstream_hub.py::TestPushToHub::test_push_dataset_to_hub_custom_features_image_list - https://github.com/huggingface/datasets/runs/7835920900?check_suite_focus=true - This is not 500, but 404: `requests.exceptions.HTTPError: 404 Client Error: Not Found for url: [https://hub-ci.huggingface.co/datasets/__DUMMY_TRANSFORMERS_USER__/test-16605586458339.git/info/lfs/objects](https://hub-ci.huggingface.co/datasets/__DUMMY_TRANSFORMERS_USER__/test-16605586458339.git/info/lfs/objects/batch)`
2022-08-23T04:57:12Z
https://github.com/huggingface/datasets/pull/4845
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2022-08-30T10:14:54Z
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Add 'val' to VALIDATION_KEYWORDS.
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2022-08-13T06:49:41Z
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CONTRIBUTOR
This PR fixes #4839 by adding the word `"val"` to the `VALIDATION_KEYWORDS` so that the `load_dataset()` method with `imagefolder` (and probably, some other directives as well) reads folders named `"val"` as well. I think the supported keywords have to be mentioned in the documentation as well, but I couldn't think of a proper place to add that.
2022-08-30T10:17:35Z
https://github.com/huggingface/datasets/pull/4844
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2022-08-14T11:02:09Z
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Fix typo in streaming docs
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2022-08-12T20:18:21Z
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2022-08-14T11:43:30Z
https://github.com/huggingface/datasets/pull/4843
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2022-08-14T10:28:49Z
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Update stackexchange license
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2022-08-12T17:39:06Z
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The correct license of the stackexchange subset of the Pile is `cc-by-sa-4.0`, as can for example be seen here: https://stackoverflow.com/help/licensing
2022-08-14T10:43:18Z
https://github.com/huggingface/datasets/pull/4842
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2022-08-14T11:00:22Z
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Update ted_talks_iwslt license to include ND
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2022-08-12T16:14:52Z
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Excerpt from the paper's abstract: "Aside from its cultural and social relevance, this content, which is published under the Creative Commons BY-NC-ND license, also represents a precious language resource for the machine translation research community"
2022-08-14T11:15:22Z
https://github.com/huggingface/datasets/pull/4841
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Dataset Viewer issue for darragh/demo_data_raw3
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2022-08-12T15:22:58Z
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### Link https://huggingface.co/datasets/darragh/demo_data_raw3 ### Description ``` Exception: ValueError Message: Arrow type extension<arrow.py_extension_type<pyarrow.lib.UnknownExtensionType>> does not have a datasets dtype equivalent. ``` reported by @NielsRogge ### Owner No
2022-09-08T07:55:44Z
https://github.com/huggingface/datasets/issues/4840
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ImageFolder dataset builder does not read the validation data set if it is named as "val"
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2022-08-12T13:26:00Z
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**Is your feature request related to a problem? Please describe.** Currently, the `'imagefolder'` data set builder in [`load_dataset()`](https://github.com/huggingface/datasets/blob/2.4.0/src/datasets/load.py#L1541] ) only [supports](https://github.com/huggingface/datasets/blob/6c609a322da994de149b2c938f19439bca99408e/src/datasets/data_files.py#L31) the following names as the validation data set directory name: `["validation", "valid", "dev"]`. When the validation directory is named as `'val'`, the Data set will not have a validation split. I expected this to be a trivial task but ended up spending a lot of time before knowing that only the above names are supported. Here's a minimal example of `val` not being recognized: ```python import os import numpy as np import cv2 from datasets import load_dataset # creating a dummy data set with the following structure: # ROOT # | -- train # | ---- class_1 # | ---- class_2 # | -- val # | ---- class_1 # | ---- class_2 ROOT = "data" for which in ["train", "val"]: for class_name in ["class_1", "class_2"]: dir_name = os.path.join(ROOT, which, class_name) if not os.path.exists(dir_name): os.makedirs(dir_name) for i in range(10): cv2.imwrite( os.path.join(dir_name, f"{i}.png"), np.random.random((224, 224)) ) # trying to create a data set dataset = load_dataset( "imagefolder", data_dir=ROOT ) >> dataset DatasetDict({ train: Dataset({ features: ['image', 'label'], num_rows: 20 }) }) # ^ note how the dataset only has a 'train' subset ``` **Describe the solution you'd like** The suggestion is to include `"val"` to [that list ](https://github.com/huggingface/datasets/blob/6c609a322da994de149b2c938f19439bca99408e/src/datasets/data_files.py#L31) as that's a commonly used phrase to name the validation directory. Also, In the documentation, explicitly mention that only such directory names are supported as train/val/test directories to avoid confusion. **Describe alternatives you've considered** In the documentation, explicitly mention that only such directory names are supported as train/val/test directories without adding `val` to the above list. **Additional context** A question asked in the forum: [ Loading an imagenet-style image dataset with train/val directories](https://discuss.huggingface.co/t/loading-an-imagenet-style-image-dataset-with-train-val-directories/21554)
2022-08-30T10:14:55Z
https://github.com/huggingface/datasets/issues/4839
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Fix documentation card of adv_glue dataset
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2022-08-12T13:15:26Z
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Fix documentation card of adv_glue dataset.
2022-08-15T10:17:14Z
https://github.com/huggingface/datasets/pull/4838
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Add support for CSV metadata files to ImageFolder
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2022-08-12T11:19:18Z
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Fix #4814
2022-08-31T12:01:27Z
https://github.com/huggingface/datasets/pull/4837
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Is it possible to pass multiple links to a split in load script?
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2022-08-12T11:06:11Z
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**Is your feature request related to a problem? Please describe.** I wanted to use a python loading script in hugging face datasets that use different sources of text (it's somehow a compilation of multiple datasets + my own dataset) based on how `load_dataset` [works](https://huggingface.co/docs/datasets/loading) I assumed I could do something like bellow in my loading script: ```python ... _URL = "MY_DATASET_URL/resolve/main/data/" _URLS = { "train": [ "FIRST_URL_TO.txt", _URL + "train-00000-of-00001-676bfebbc8742592.parquet" ] } ... ``` but when loading the dataset it raises the following error: ```python File ~/.local/lib/python3.8/site-packages/datasets/builder.py:704, in DatasetBuilder.download_and_prepare(self, download_config, download_mode, ignore_verifications, try_from_hf_gcs, dl_manager, base_path, use_auth_token, **download_and_prepare_kwargs) 702 logger.warning("HF google storage unreachable. Downloading and preparing it from source") 703 if not downloaded_from_gcs: --> 704 self._download_and_prepare( 705 dl_manager=dl_manager, verify_infos=verify_infos, **download_and_prepare_kwargs ... 668 if isinstance(a, str): 669 # Force-cast str subclasses to str (issue #21127) 670 parts.append(str(a)) TypeError: expected str, bytes or os.PathLike object, not list ``` **Describe the solution you'd like** I believe since it's possible for `load_dataset` to get list of URLs instead of just a URL for `train` split it can be possible here too. **Describe alternatives you've considered** An alternative solution would be to download all needed datasets locally and `push_to_hub` them all, but since the datasets I'm talking about are huge it's not among my options. **Additional context** I think loading `text` beside the `parquet` is completely a different issue but I believe I can figure it out by proposing a config for my dataset to load each entry of `_URLS['train']` separately either by `load_dataset("text", ...` or `load_dataset("parquet", ...`.
2022-08-12T11:06:11Z
https://github.com/huggingface/datasets/issues/4836
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Fix documentation card of ethos dataset
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2022-08-12T09:51:06Z
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Fix documentation card of ethos dataset.
2022-08-12T13:13:55Z
https://github.com/huggingface/datasets/pull/4835
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Fix documentation card of recipe_nlg dataset
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2022-08-12T09:49:39Z
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Fix documentation card of recipe_nlg dataset
2022-08-12T11:28:18Z
https://github.com/huggingface/datasets/pull/4834
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Fix missing tags in dataset cards
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2022-08-12T09:04:52Z
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Fix missing tags in dataset cards: - boolq - break_data - definite_pronoun_resolution - emo - kor_nli - pg19 - quartz - sciq - squad_es - wmt14 - wmt15 - wmt16 - wmt17 - wmt18 - wmt19 - wmt_t2t This PR partially fixes the missing tags in dataset cards. Subsequent PRs will follow to complete this task.
2022-09-22T14:41:23Z
https://github.com/huggingface/datasets/pull/4833
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Fix tags in dataset cards
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Fix wrong tags in dataset cards.
2022-08-12T04:41:55Z
https://github.com/huggingface/datasets/pull/4832
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Add oversampling strategies to interleave datasets
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CONTRIBUTOR
Hello everyone, Here is a proposal to improve `interleave_datasets` function. Following Issue #3064, and @lhoestq [comment](https://github.com/huggingface/datasets/issues/3064#issuecomment-1022333385), I propose here a code that performs oversampling when interleaving a `Dataset` list. I have myself encountered this problem while trying to implement training on a multilingual dataset following a training strategy similar to that of [XLSUM paper](https://arxiv.org/pdf/2106.13822.pdf), a multilingual abstract summary dataset where the multilingual training dataset is created by sampling from the languages following a smoothing strategy. The main idea is to sample languages that have a low number of samples more frequently than other languages. As in Issue #3064, the current default strategy is a undersampling strategy, which stops as soon as a dataset runs out of samples. The new `all_exhausted` strategy stops building the new dataset as soon as all samples in each dataset have been added at least once. How does it work in practice: - if ``probabilities`` is `None` and the strategy is `all_exhausted`, it simply performs a round robin interleaving that stops when the longest dataset is out of samples. Here the new dataset length will be $maxLengthDataset*nbDataset$. - if ``probabilities`` is not `None` and the strategy is `all_exhausted`, it keeps trace of the datasets which were out of samples but continues to add them to the new dataset, and stops as soons as every dataset runs out of samples at least once. - In the other cases, it is supposed to keep the same behaviour as before. Except that this time, when probabilities are precised, it really stops AS SOON AS a dataset is out of samples. More on the last sentence: The previous example of `interleave_datasets` was: >>> from datasets import Dataset, interleave_datasets >>> d1 = Dataset.from_dict({"a": [0, 1, 2]}) >>> d2 = Dataset.from_dict({"a": [10, 11, 12]}) >>> d3 = Dataset.from_dict({"a": [20, 21, 22]}) >>> dataset = interleave_datasets([d1, d2, d3]) >>> dataset["a"] [0, 10, 20, 1, 11, 21, 2, 12, 22] >>> dataset = interleave_datasets([d1, d2, d3], probabilities=[0.7, 0.2, 0.1], seed=42) >>> dataset["a"] [10, 0, 11, 1, 2, 20, 12] With my implementation, `dataset = interleave_datasets([d1, d2, d3], probabilities=[0.7, 0.2, 0.1], seed=42)` gives: >>> dataset["a"] [10, 0, 11, 1, 2] because `d1` is already out of samples just after `2` is added. Example of the results of applying the different strategies: >>> from datasets import Dataset, interleave_datasets >>> d1 = Dataset.from_dict({"a": [0, 1, 2]}) >>> d2 = Dataset.from_dict({"a": [10, 11, 12]}) >>> d3 = Dataset.from_dict({"a": [20, 21, 22]}) >>> dataset = interleave_datasets([d1, d2, d3], probabilities=[0.7, 0.2, 0.1], seed=42, stopping_strategy="all_exhausted") >>> dataset["a"] [10, 0, 11, 1, 2, 20, 12, 10, 0, 1, 2, 21, 0, 11, 1, 2, 0, 1, 12, 2, 10, 0, 22] >>> dataset = interleave_datasets([d1, d2, d3], probabilities=[0.7, 0.2, 0.1], seed=42) >>> dataset["a"] [10, 0, 11, 1, 2] >>> dataset = interleave_datasets([d1, d2, d3]) >>> dataset["a"] [0, 10, 20, 1, 11, 21, 2, 12, 22] >>> dataset = interleave_datasets([d1, d2, d3], stopping_strategy="all_exhausted") >>> dataset["a"] [0, 10, 20, 1, 11, 21, 2, 12, 22] >>> d1 = Dataset.from_dict({"a": [0, 1, 2]}) >>> d2 = Dataset.from_dict({"a": [10, 11, 12, 13]}) >>> d3 = Dataset.from_dict({"a": [20, 21, 22, 23, 24]}) >>> dataset = interleave_datasets([d1, d2, d3]) >>> dataset["a"] [0, 10, 20, 1, 11, 21, 2, 12, 22] >>> dataset = interleave_datasets([d1, d2, d3], stopping_strategy="all_exhausted") >>> dataset["a"] [0, 10, 20, 1, 11, 21, 2, 12, 22, 0, 13, 23, 1, 0, 24] >>> dataset = interleave_datasets([d1, d2, d3], probabilities=[0.7, 0.2, 0.1], seed=42) >>> dataset["a"] [10, 0, 11, 1, 2] >>> dataset = interleave_datasets([d1, d2, d3], probabilities=[0.7, 0.2, 0.1], seed=42, stopping_strategy="all_exhausted") >>> dataset["a"] [10, 0, 11, 1, 2, 20, 12, 13, ..., 0, 1, 2, 0, 24] **Final note:** I've been using that code for a research project involving a large-scale multilingual dataset. One should be careful when using oversampling to avoid to avoid exploding the size of the dataset. For example, if a very large data set has a low probability of being sampled, the final dataset may be several times the size of that large data set.
2023-07-11T15:57:48Z
https://github.com/huggingface/datasets/pull/4831
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Fix task tags in dataset cards
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Misalignment between card tag validation and docs
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## Describe the bug As pointed out in other issue: https://github.com/huggingface/datasets/pull/4827#discussion_r943536284 the validation of the dataset card tags is not aligned with its documentation: e.g. - implementation: `license: List[str]` - docs: `license: Union[str, List[str]]` They should be aligned. CC: @julien-c
2023-07-21T15:38:02Z
https://github.com/huggingface/datasets/issues/4829
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Support PIL Image objects in `add_item`/`add_column`
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CONTRIBUTOR
Fix #4796 PS: We should also improve the type inference in `OptimizedTypeSequence` to make it possible to also infer the complex types (only `Image` currently) in nested arrays (e.g. `[[pil_image], [pil_image, pil_image]]` or `[{"img": pil_image}`]), but I plan to address this in a separate PR.
2023-09-24T10:15:33Z
https://github.com/huggingface/datasets/pull/4828
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Add license metadata to pg19
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As reported over email by Roy Rijkers
2022-08-11T15:01:03Z
https://github.com/huggingface/datasets/pull/4827
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Fix language tags in dataset cards
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Fix language tags in all dataset cards, so that they are validated (aligned with our `languages.json` resource).
2022-08-11T14:17:48Z
https://github.com/huggingface/datasets/pull/4826
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[Windows] Fix Access Denied when using os.rename()
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In this PR, we are including an additional step when `os.rename()` raises a PermissionError. Basically, we will use `shutil.move()` on the temp files. Fix #2937
2022-08-24T13:09:07Z
https://github.com/huggingface/datasets/pull/4825
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Fix titles in dataset cards
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Fix all the titles in the dataset cards, so that they conform to the required format.
2022-08-11T13:46:11Z
https://github.com/huggingface/datasets/pull/4824
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Update data URL in mkqa dataset
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2022-08-11T09:16:13Z
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Update data URL in mkqa dataset. Fix #4817.
2022-08-11T09:51:50Z
https://github.com/huggingface/datasets/pull/4823
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Fix train_test_split docs
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2022-08-11T08:55:45Z
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I saw that `stratify` is added to the `train_test_split` method as per #4322, hence the docs can be updated.
2022-08-11T09:59:29Z
https://github.com/huggingface/datasets/pull/4821
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Terminating: fork() called from a process already using GNU OpenMP, this is unsafe.
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2022-08-10T19:42:33Z
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Hi, when i try to run prepare_dataset function in [fine tuning ASR tutorial 4](https://colab.research.google.com/github/patrickvonplaten/notebooks/blob/master/Fine_tuning_Wav2Vec2_for_English_ASR.ipynb) , i got this error. I got this error Terminating: fork() called from a process already using GNU OpenMP, this is unsafe. There is no other logs available, so i have no clue what is the cause of it. ``` def prepare_dataset(batch): audio = batch["path"] # batched output is "un-batched" batch["input_values"] = processor(audio["array"], sampling_rate=audio["sampling_rate"]).input_values[0] batch["input_length"] = len(batch["input_values"]) with processor.as_target_processor(): batch["labels"] = processor(batch["text"]).input_ids return batch data = data.map(prepare_dataset, remove_columns=data.column_names["train"], num_proc=4) ``` Specify the actual results or traceback. There is no traceback except `Terminating: fork() called from a process already using GNU OpenMP, this is unsafe.` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.4.0 - Platform: Linux-5.15.0-43-generic-x86_64-with-glibc2.29 - Python version: 3.8.10 - PyArrow version: 9.0.0 - Pandas version: 1.4.3
2022-08-10T19:53:10Z
https://github.com/huggingface/datasets/issues/4820
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Add missing language tags to resources
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2022-08-10T19:06:42Z
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Add missing language tags to resources, required by existing datasets on GitHub.
2022-08-10T19:45:49Z
https://github.com/huggingface/datasets/pull/4819
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Add add cc-by-sa-2.5 license tag
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2022-08-10T17:18:39Z
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- [ ] add it to moon-landing - [ ] add it to hub-docs
2022-10-04T13:47:24Z
https://github.com/huggingface/datasets/pull/4818
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Outdated Link for mkqa Dataset
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## Describe the bug The URL used to download the mkqa dataset is outdated. It seems the URL to download the dataset is currently https://github.com/apple/ml-mkqa/blob/main/dataset/mkqa.jsonl.gz instead of https://github.com/apple/ml-mkqa/raw/master/dataset/mkqa.jsonl.gz (master branch has been renamed to main). ## Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset("mkqa") ``` ## Expected results downloads the dataset ## Actual results ```python Downloading builder script: 4.79k/? [00:00<00:00, 201kB/s] Downloading metadata: 13.2k/? [00:00<00:00, 504kB/s] Downloading and preparing dataset mkqa/mkqa (download: 11.35 MiB, generated: 34.29 MiB, post-processed: Unknown size, total: 45.65 MiB) to /home/lhr/.cache/huggingface/datasets/mkqa/mkqa/1.0.0/5401489c674c81257cf563417aaaa5de2c7e26a1090ce9b10eb0404f10003d4d... Downloading data files: 0% 0/1 [00:00<?, ?it/s] --------------------------------------------------------------------------- FileNotFoundError Traceback (most recent call last) Input In [3], in <cell line: 3>() 1 from datasets import load_dataset ----> 3 dataset = load_dataset("mkqa") File ~/repos/punc-cap/venv/lib/python3.9/site-packages/datasets/load.py:1746, in load_dataset(path, name, data_dir, data_files, split, cache_dir, features, download_config, download_mode, ignore_verifications, keep_in_memory, save_infos, revision, use_auth_token, task, streaming, **config_kwargs) 1743 try_from_hf_gcs = path not in _PACKAGED_DATASETS_MODULES 1745 # Download and prepare data -> 1746 builder_instance.download_and_prepare( 1747 download_config=download_config, 1748 download_mode=download_mode, 1749 ignore_verifications=ignore_verifications, 1750 try_from_hf_gcs=try_from_hf_gcs, 1751 use_auth_token=use_auth_token, 1752 ) 1754 # Build dataset for splits 1755 keep_in_memory = ( 1756 keep_in_memory if keep_in_memory is not None else is_small_dataset(builder_instance.info.dataset_size) 1757 ) File ~/repos/punc-cap/venv/lib/python3.9/site-packages/datasets/builder.py:704, in DatasetBuilder.download_and_prepare(self, download_config, download_mode, ignore_verifications, try_from_hf_gcs, dl_manager, base_path, use_auth_token, **download_and_prepare_kwargs) 702 logger.warning("HF google storage unreachable. Downloading and preparing it from source") 703 if not downloaded_from_gcs: --> 704 self._download_and_prepare( 705 dl_manager=dl_manager, verify_infos=verify_infos, **download_and_prepare_kwargs 706 ) 707 # Sync info 708 self.info.dataset_size = sum(split.num_bytes for split in self.info.splits.values()) File ~/repos/punc-cap/venv/lib/python3.9/site-packages/datasets/builder.py:1227, in GeneratorBasedBuilder._download_and_prepare(self, dl_manager, verify_infos) 1226 def _download_and_prepare(self, dl_manager, verify_infos): -> 1227 super()._download_and_prepare(dl_manager, verify_infos, check_duplicate_keys=verify_infos) File ~/repos/punc-cap/venv/lib/python3.9/site-packages/datasets/builder.py:771, in DatasetBuilder._download_and_prepare(self, dl_manager, verify_infos, **prepare_split_kwargs) 769 split_dict = SplitDict(dataset_name=self.name) 770 split_generators_kwargs = self._make_split_generators_kwargs(prepare_split_kwargs) --> 771 split_generators = self._split_generators(dl_manager, **split_generators_kwargs) 773 # Checksums verification 774 if verify_infos and dl_manager.record_checksums: File ~/.cache/huggingface/modules/datasets_modules/datasets/mkqa/5401489c674c81257cf563417aaaa5de2c7e26a1090ce9b10eb0404f10003d4d/mkqa.py:130, in Mkqa._split_generators(self, dl_manager) 128 # download and extract URLs 129 urls_to_download = _URLS --> 130 downloaded_files = dl_manager.download_and_extract(urls_to_download) 132 return [datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_files["train"]})] File ~/repos/punc-cap/venv/lib/python3.9/site-packages/datasets/download/download_manager.py:431, in DownloadManager.download_and_extract(self, url_or_urls) 415 def download_and_extract(self, url_or_urls): 416 """Download and extract given url_or_urls. 417 418 Is roughly equivalent to: (...) 429 extracted_path(s): `str`, extracted paths of given URL(s). 430 """ --> 431 return self.extract(self.download(url_or_urls)) File ~/repos/punc-cap/venv/lib/python3.9/site-packages/datasets/download/download_manager.py:309, in DownloadManager.download(self, url_or_urls) 306 download_func = partial(self._download, download_config=download_config) 308 start_time = datetime.now() --> 309 downloaded_path_or_paths = map_nested( 310 download_func, 311 url_or_urls, 312 map_tuple=True, 313 num_proc=download_config.num_proc, 314 disable_tqdm=not is_progress_bar_enabled(), 315 desc="Downloading data files", 316 ) 317 duration = datetime.now() - start_time 318 logger.info(f"Downloading took {duration.total_seconds() // 60} min") File ~/repos/punc-cap/venv/lib/python3.9/site-packages/datasets/utils/py_utils.py:393, in map_nested(function, data_struct, dict_only, map_list, map_tuple, map_numpy, num_proc, types, disable_tqdm, desc) 391 num_proc = 1 392 if num_proc <= 1 or len(iterable) <= num_proc: --> 393 mapped = [ 394 _single_map_nested((function, obj, types, None, True, None)) 395 for obj in logging.tqdm(iterable, disable=disable_tqdm, desc=desc) 396 ] 397 else: 398 split_kwds = [] # We organize the splits ourselve (contiguous splits) File ~/repos/punc-cap/venv/lib/python3.9/site-packages/datasets/utils/py_utils.py:394, in <listcomp>(.0) 391 num_proc = 1 392 if num_proc <= 1 or len(iterable) <= num_proc: 393 mapped = [ --> 394 _single_map_nested((function, obj, types, None, True, None)) 395 for obj in logging.tqdm(iterable, disable=disable_tqdm, desc=desc) 396 ] 397 else: 398 split_kwds = [] # We organize the splits ourselve (contiguous splits) File ~/repos/punc-cap/venv/lib/python3.9/site-packages/datasets/utils/py_utils.py:330, in _single_map_nested(args) 328 # Singleton first to spare some computation 329 if not isinstance(data_struct, dict) and not isinstance(data_struct, types): --> 330 return function(data_struct) 332 # Reduce logging to keep things readable in multiprocessing with tqdm 333 if rank is not None and logging.get_verbosity() < logging.WARNING: File ~/repos/punc-cap/venv/lib/python3.9/site-packages/datasets/download/download_manager.py:335, in DownloadManager._download(self, url_or_filename, download_config) 332 if is_relative_path(url_or_filename): 333 # append the relative path to the base_path 334 url_or_filename = url_or_path_join(self._base_path, url_or_filename) --> 335 return cached_path(url_or_filename, download_config=download_config) File ~/repos/punc-cap/venv/lib/python3.9/site-packages/datasets/utils/file_utils.py:185, in cached_path(url_or_filename, download_config, **download_kwargs) 181 url_or_filename = str(url_or_filename) 183 if is_remote_url(url_or_filename): 184 # URL, so get it from the cache (downloading if necessary) --> 185 output_path = get_from_cache( 186 url_or_filename, 187 cache_dir=cache_dir, 188 force_download=download_config.force_download, 189 proxies=download_config.proxies, 190 resume_download=download_config.resume_download, 191 user_agent=download_config.user_agent, 192 local_files_only=download_config.local_files_only, 193 use_etag=download_config.use_etag, 194 max_retries=download_config.max_retries, 195 use_auth_token=download_config.use_auth_token, 196 ignore_url_params=download_config.ignore_url_params, 197 download_desc=download_config.download_desc, 198 ) 199 elif os.path.exists(url_or_filename): 200 # File, and it exists. 201 output_path = url_or_filename File ~/repos/punc-cap/venv/lib/python3.9/site-packages/datasets/utils/file_utils.py:530, in get_from_cache(url, cache_dir, force_download, proxies, etag_timeout, resume_download, user_agent, local_files_only, use_etag, max_retries, use_auth_token, ignore_url_params, download_desc) 525 raise FileNotFoundError( 526 f"Cannot find the requested files in the cached path at {cache_path} and outgoing traffic has been" 527 " disabled. To enable file online look-ups, set 'local_files_only' to False." 528 ) 529 elif response is not None and response.status_code == 404: --> 530 raise FileNotFoundError(f"Couldn't find file at {url}") 531 _raise_if_offline_mode_is_enabled(f"Tried to reach {url}") 532 if head_error is not None: FileNotFoundError: Couldn't find file at https://github.com/apple/ml-mkqa/raw/master/dataset/mkqa.jsonl.gz ``` ## Environment info - `datasets` version: 2.4.0 - Platform: Linux-5.13.0-40-generic-x86_64-with-glibc2.31 - Python version: 3.9.7 - PyArrow version: 9.0.0 - Pandas version: 1.4.2
2022-08-11T09:37:52Z
https://github.com/huggingface/datasets/issues/4817
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Update version of opus_paracrawl dataset
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2022-08-10T05:39:44Z
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This PR updates OPUS ParaCrawl from 7.1 to 9 version. Fix #4815.
2022-08-12T14:32:29Z
https://github.com/huggingface/datasets/pull/4816
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Outdated loading script for OPUS ParaCrawl dataset
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2022-08-10T05:12:34Z
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## Describe the bug Our loading script for OPUS ParaCrawl loads its 7.1 version. Current existing version is 9.
2022-08-12T14:17:57Z
https://github.com/huggingface/datasets/issues/4815
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Support CSV as metadata file format in AudioFolder/ImageFolder
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2022-08-09T14:36:49Z
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Requested here: https://discuss.huggingface.co/t/how-to-structure-an-image-dataset-repo-using-the-image-folder-approach/21004. CSV is also used in AutoTrain for specifying metadata in image datasets.
2022-08-31T11:59:08Z
https://github.com/huggingface/datasets/issues/4814
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Fix loading example in opus dataset cards
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2022-08-09T13:47:38Z
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This PR: - fixes the examples to load the datasets, with the corrected dataset name, in their dataset cards for: - opus_dgt - opus_paracrawl - opus_wikipedia - fixes their dataset cards with the missing required information: title, data instances/fields/splits - enumerates the supported languages - adds a missing citation reference for opus_wikipedia Related to: - #4806
2022-08-09T17:52:15Z
https://github.com/huggingface/datasets/pull/4813
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2022-08-12T13:27:04Z
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Fix bug in function validate_type for Python >= 3.9
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Fix `validate_type` function, so that it uses `get_origin` instead. This makes the function forward compatible. This fixes #4811 because: ```python In [4]: typing.Optional[str] Out[4]: typing.Optional[str] In [5]: get_origin(typing.Optional[str]) Out[5]: typing.Union ``` Fix #4811.
2022-08-12T13:41:23Z
https://github.com/huggingface/datasets/pull/4812
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Bug in function validate_type for Python >= 3.9
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## Describe the bug The function `validate_type` assumes that the type `typing.Optional[str]` is automatically transformed to `typing.Union[str, NoneType]`. ```python In [4]: typing.Optional[str] Out[4]: typing.Union[str, NoneType] ``` However, this is not the case for Python 3.9: ```python In [3]: typing.Optional[str] Out[3]: typing.Optional[str] ```
2022-08-12T13:27:05Z
https://github.com/huggingface/datasets/issues/4811
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Add description to hellaswag dataset
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2022-09-23T11:35:38Z
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Complete the mlqa dataset card
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I fixed the issue #4808 Details of PR: - Added languages included in the dataset. - Added task id and task category. - Updated the citation information. Fix #4808.
2022-08-09T16:26:21Z
https://github.com/huggingface/datasets/pull/4809
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Add more information to the dataset card of mlqa dataset
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document fix in opus_gnome dataset
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I fixed a issue #4805. I changed `"gnome"` to `"opus_gnome"` in[ README.md](https://github.com/huggingface/datasets/tree/main/datasets/opus_gnome#dataset-summary).
2022-08-09T07:28:03Z
https://github.com/huggingface/datasets/pull/4807
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Fix opus_gnome dataset card
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I fixed a issue #4805. I changed `"gnome"` to `"opus_gnome"` in[ README.md](https://github.com/huggingface/datasets/tree/main/datasets/opus_gnome#dataset-summary). Fix #4805
2022-08-09T12:06:46Z
https://github.com/huggingface/datasets/pull/4806
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Wrong example in opus_gnome dataset card
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2022-08-09T03:21:27Z
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CONTRIBUTOR
## Describe the bug I found that [the example on opus_gone dataset ](https://github.com/huggingface/datasets/tree/main/datasets/opus_gnome#dataset-summary) doesn't work. ## Steps to reproduce the bug ```python load_dataset("gnome", lang1="it", lang2="pl") ``` `"gnome"` should be `"opus_gnome"` ## Expected results ```bash 100% 1/1 [00:00<00:00, 42.09it/s] DatasetDict({ train: Dataset({ features: ['id', 'translation'], num_rows: 8368 }) }) ``` ## Actual results ```bash Couldn't find 'gnome' on the Hugging Face Hub either: FileNotFoundError: Couldn't find file at https://raw.githubusercontent.com/huggingface/datasets/main/datasets/gnome/gnome.py ``` ## Environment info - `datasets` version: 2.4.0 - Platform: Linux-5.4.0-120-generic-x86_64-with-glibc2.27 - Python version: 3.9.13 - PyArrow version: 9.0.0 - Pandas version: 1.4.3
2022-08-09T11:52:05Z
https://github.com/huggingface/datasets/issues/4805
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streaming dataset with concatenating splits raises an error
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2022-08-09T02:41:56Z
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## Describe the bug streaming dataset with concatenating splits raises an error ## Steps to reproduce the bug ```python from datasets import load_dataset # no error repo = "nateraw/ade20k-tiny" dataset = load_dataset(repo, split="train+validation") ``` ```python from datasets import load_dataset # error repo = "nateraw/ade20k-tiny" dataset = load_dataset(repo, split="train+validation", streaming=True) ``` ```sh --------------------------------------------------------------------------- ValueError Traceback (most recent call last) [<ipython-input-4-a6ae02d63899>](https://localhost:8080/#) in <module>() 3 # error 4 repo = "nateraw/ade20k-tiny" ----> 5 dataset = load_dataset(repo, split="train+validation", streaming=True) 1 frames [/usr/local/lib/python3.7/dist-packages/datasets/builder.py](https://localhost:8080/#) in as_streaming_dataset(self, split, base_path) 1030 splits_generator = splits_generators[split] 1031 else: -> 1032 raise ValueError(f"Bad split: {split}. Available splits: {list(splits_generators)}") 1033 1034 # Create a dataset for each of the given splits ValueError: Bad split: train+validation. Available splits: ['validation', 'train'] ``` [Colab](https://colab.research.google.com/drive/1wMj08_0bym9jnGgByib4lsBPu8NCZBG9?usp=sharing) ## Expected results load successfully or throws an error saying it is not supported. ## Actual results above ## Environment info - `datasets` version: 2.4.0 - Platform: Windows-10-10.0.22000-SP0 (windows11 x64) - Python version: 3.9.13 - PyArrow version: 8.0.0 - Pandas version: 1.4.3
2023-11-25T14:52:09Z
https://github.com/huggingface/datasets/issues/4804
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Support `pipeline` argument in inspect.py functions
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2022-08-08T16:01:24Z
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CONTRIBUTOR
**Is your feature request related to a problem? Please describe.** The `wikipedia` dataset requires a `pipeline` argument to build the list of splits: https://huggingface.co/datasets/wikipedia/blob/main/wikipedia.py#L937 But this is currently not supported in `get_dataset_config_info`: https://github.com/huggingface/datasets/blob/main/src/datasets/inspect.py#L373-L375 which is called by other functions, e.g. `get_dataset_split_names`. **Additional context** The dataset viewer is not working out-of-the-box on `wikipedia` for this reason: https://huggingface.co/datasets/wikipedia/viewer <img width="637" alt="Capture d’écran 2022-08-08 à 12 01 16" src="https://user-images.githubusercontent.com/1676121/183461838-5330783b-0269-4ba7-a999-314cde2023d8.png">
2023-09-25T12:21:35Z
https://github.com/huggingface/datasets/issues/4803
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`with_format` behavior is inconsistent on different datasets
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2022-08-08T10:41:34Z
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CONTRIBUTOR
## Describe the bug I found a case where `with_format` does not transform the dataset to the requested format. ## Steps to reproduce the bug Run: ```python from transformers import AutoTokenizer, AutoFeatureExtractor from datasets import load_dataset raw = load_dataset("glue", "sst2", split="train") raw = raw.select(range(100)) tokenizer = AutoTokenizer.from_pretrained("philschmid/tiny-bert-sst2-distilled") def preprocess_func(examples): return tokenizer(examples["sentence"], padding=True, max_length=256, truncation=True) data = raw.map(preprocess_func, batched=True) print(type(data[0]["input_ids"])) data = data.with_format("torch", columns=["input_ids"]) print(type(data[0]["input_ids"])) ``` printing as expected: ```python <class 'list'> <class 'torch.Tensor'> ``` Then run: ```python raw = load_dataset("beans", split="train") raw = raw.select(range(100)) preprocessor = AutoFeatureExtractor.from_pretrained("nateraw/vit-base-beans") def preprocess_func(examples): imgs = [img.convert("RGB") for img in examples["image"]] return preprocessor(imgs) data = raw.map(preprocess_func, batched=True) print(type(data[0]["pixel_values"])) data = data.with_format("torch", columns=["pixel_values"]) print(type(data[0]["pixel_values"])) ``` Printing, unexpectedly ```python <class 'list'> <class 'list'> ``` ## Expected results `with_format` should transform into the requested format; it's not the case. ## Actual results `type(data[0]["pixel_values"])` should be `torch.Tensor` in the example above ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: dev version, commit 44af3fafb527302282f6b6507b952de7435f0979 - Platform: Linux - Python version: 3.9.12 - PyArrow version: 7.0.0
2022-08-09T16:49:09Z
https://github.com/huggingface/datasets/issues/4802
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2022-08-22T16:14:15Z
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Fix fine classes in trec dataset
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2022-08-08T05:11:02Z
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MEMBER
This PR: - replaces the fine labels, so that there are 50 instead of 47 - once more labels are added, all they (fine and coarse) have been re-ordered, so that they align with the order in: https://cogcomp.seas.upenn.edu/Data/QA/QC/definition.html - the feature names have been fixed: `fine_label` instead of `label-fine` - to sneak-case (underscores instead of hyphens) - words have been reordered Fix #4790.
2022-08-22T16:29:14Z
https://github.com/huggingface/datasets/pull/4801
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support LargeListArray in pyarrow
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2022-08-08T03:58:46Z
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CONTRIBUTOR
```python import numpy as np import datasets a = np.zeros((5000000, 768)) res = datasets.Dataset.from_dict({'embedding': a}) ''' File '/home/wenjiaxin/anaconda3/envs/data/lib/python3.8/site-packages/datasets/arrow_writer.py', line 178, in __arrow_array__ out = numpy_to_pyarrow_listarray(data) File "/home/wenjiaxin/anaconda3/envs/data/lib/python3.8/site-packages/datasets/features/features.py", line 1173, in numpy_to_pyarrow_listarray offsets = pa.array(np.arange(n_offsets + 1) * step_offsets, type=pa.int32()) File "pyarrow/array.pxi", line 312, in pyarrow.lib.array File "pyarrow/array.pxi", line 83, in pyarrow.lib._ndarray_to_array File "pyarrow/error.pxi", line 100, in pyarrow.lib.check_status pyarrow.lib.ArrowInvalid: Integer value 2147483904 not in range: -2147483648 to 2147483647 ''' ``` Loading a large numpy array currently raises the error above as the type of offsets is `int32`. And pyarrow has supported [LargeListArray](https://arrow.apache.org/docs/python/generated/pyarrow.LargeListArray.html) for this case.
2023-08-17T02:34:11Z
https://github.com/huggingface/datasets/pull/4800
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2022-08-09T16:42:51Z
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video dataset loader/parser
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2022-08-07T01:54:12Z
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CONTRIBUTOR
you know how you can [use `load_dataset` with any arbitrary csv file](https://huggingface.co/docs/datasets/loading#csv)? and you can also [use it to load a local image dataset](https://huggingface.co/docs/datasets/image_load#local-files)? could you please add functionality to load a video dataset? it would be really cool if i could point it to a bunch of video files and use pytorch to start looping through batches of videos. like if my batch size is 16, each sample in the batch is a frame from a video. i'm competing in the [minerl challenge](https://www.aicrowd.com/challenges/neurips-2022-minerl-basalt-competition), and it would be awesome to use the HF ecosystem.
2023-10-01T00:08:31Z
https://github.com/huggingface/datasets/issues/4799
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2022-10-03T15:35:10Z
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Shard generator
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2022-08-06T09:14:06Z
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Hi everyone! I was using Hugging Face datasets to process some very large datasets and found that it would be quite handy to have a feature that will allow to "split" these large datasets into chunks with equal size. Even better - be able to run through these chunks one by one in simple and convenient way. So I decided to add the method called shard_generator() to the main Dataset class. It works similar to shard method but it returns a generator of datasets with equal size (defined by shard_size attribute). Example: ```python >>> from datasets import load_dataset >>> ds = load_dataset("rotten_tomatoes", split="validation") >>> ds Dataset({ features: ['text', 'label'], num_rows: 1066 }) >>> next(ds.shard_generator(300)) Dataset({ features: ['text', 'label'], num_rows: 300 }) ``` I hope it can be helpful to someone. Thanks!
2022-10-03T15:35:10Z
https://github.com/huggingface/datasets/pull/4798
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Torgo dataset creation
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2022-08-09T18:46:00Z
https://github.com/huggingface/datasets/pull/4797
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ArrowInvalid: Could not convert <PIL.Image.Image image mode=RGB when adding image to Dataset
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CONTRIBUTOR
## Describe the bug When adding a Pillow image to an existing Dataset on the hub, `add_item` fails due to the Pillow image not being automatically converted into the Image feature. ## Steps to reproduce the bug ```python from datasets import load_dataset from PIL import Image dataset = load_dataset("hf-internal-testing/example-documents") # load any random Pillow image image = Image.open("/content/cord_example.png").convert("RGB") new_image = {'image': image} dataset['test'] = dataset['test'].add_item(new_image) ``` ## Expected results The image should be automatically casted to the Image feature when using `add_item`. For now, this can be fixed by using `encode_example`: ``` import datasets feature = datasets.Image(decode=False) new_image = {'image': feature.encode_example(image)} dataset['test'] = dataset['test'].add_item(new_image) ``` ## Actual results ``` ArrowInvalid: Could not convert <PIL.Image.Image image mode=RGB size=576x864 at 0x7F7CCC4589D0> with type Image: did not recognize Python value type when inferring an Arrow data type ```
2024-01-17T05:51:58Z
https://github.com/huggingface/datasets/issues/4796
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Missing MBPP splits
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(@albertvillanova) The [MBPP dataset on the Hub](https://huggingface.co/datasets/mbpp) has only a test split for both its "full" and its "sanitized" subset, while the [paper](https://arxiv.org/abs/2108.07732) states in subsection 2.1 regarding the full split: > In the experiments described later in the paper, we hold out 10 problems for **few-shot prompting**, another 500 as our **test** dataset (which is used to evaluate both few-shot inference and fine-tuned models), 374 problems for **fine-tuning**, and the rest for **validation**. If the dataset on the Hub should reproduce most closely what the original authors use, I guess this four-way split should be reflected. The paper doesn't explicitly state the task_id ranges of the splits, but the [GitHub readme](https://github.com/google-research/google-research/tree/master/mbpp) referenced in the paper specifies exact task_id ranges, although it misstates the total number of samples: > We specify a train and test split to use for evaluation. Specifically: > > * Task IDs 11-510 are used for evaluation. > * Task IDs 1-10 and 511-1000 are used for training and/or prompting. We typically used 1-10 for few-shot prompting, although you can feel free to use any of the training examples. I.e. the few-shot, train and validation splits are combined into one split, with a soft suggestion of using the first ten for few-shot prompting. It is not explicitly stated whether the 374 fine-tuning samples mentioned in the paper have task_id 511 to 784 or 601 to 974 or are randomly sampled from task_id 511 to 974. Regarding the "sanitized" split the paper states the following: > For evaluations involving the edited dataset, we perform comparisons with 100 problems that appear in both the original and edited dataset, using the same held out 10 problems for few-shot prompting and 374 problems for fine-tuning. The statement doesn't appear to be very precise, as among the 10 few-shot problems, those with task_id 1, 5 and 10 are not even part of the sanitized variant, and many from the task_id range from 511 to 974 are missing (e.g. task_id 511 to 553). I suppose the idea the task_id ranges for each split remain the same, even if some of the task_ids are not present. That would result in 7 few-shot, 257 test, 141 train and 22 validation examples in the sanitized split.
2022-09-13T12:27:24Z
https://github.com/huggingface/datasets/issues/4795
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Add DocVQA
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2022-08-04T13:07:26Z
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CONTRIBUTOR
## Adding a Dataset - **Name:** DocVQA - **Description:** Document Visual Question Answering (DocVQA) seeks to inspire a “purpose-driven” point of view in Document Analysis and Recognition research, where the document content is extracted and used to respond to high-level tasks defined by the human consumers of this information. - **Paper:** https://arxiv.org/abs/2007.00398 - **Data:** https://www.docvqa.org/datasets/docvqa - **Motivation:** Models like LayoutLM and Donut in the Transformers library are fine-tuned on DocVQA. Would be very handy to directly load this dataset from the hub. Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/main/ADD_NEW_DATASET.md).
2022-08-08T05:31:20Z
https://github.com/huggingface/datasets/issues/4792
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Dataset Viewer issue for Team-PIXEL/rendered-wikipedia-english
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### Link https://huggingface.co/datasets/Team-PIXEL/rendered-wikipedia-english/viewer/rendered-wikipedia-en/train ### Description The dataset can be loaded fine but the viewer shows this error: ``` Server Error Status code: 400 Exception: Status400Error Message: The dataset does not exist. ``` I'm guessing this is because I recently renamed the dataset. Based on related issues (e.g. https://github.com/huggingface/datasets/issues/4759) , is there something server-side that needs to be refreshed? ### Owner Yes
2022-08-04T13:43:16Z
https://github.com/huggingface/datasets/issues/4791
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Issue with fine classes in trec dataset
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2022-08-04T12:28:51Z
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## Describe the bug According to their paper, the TREC dataset contains 2 kinds of classes: - 6 coarse classes: TREC-6 - 50 fine classes: TREC-50 However, our implementation only has 47 (instead of 50) fine classes. The reason for this is that we only considered the last segment of the label, which is repeated for several coarse classes: - We have one `desc` fine label instead of 2: - `DESC:desc` - `HUM:desc` - We have one `other` fine label instead of 3: - `ENTY:other` - `LOC:other` - `NUM:other` From their paper: > We define a two-layered taxonomy, which represents a natural semantic classification for typical answers in the TREC task. The hierarchy contains 6 coarse classes and 50 fine classes, > Each coarse class contains a non-overlapping set of fine classes.
2022-08-22T16:14:16Z
https://github.com/huggingface/datasets/issues/4790
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Update doc upload_dataset.mdx
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2022-09-09T16:37:10Z
https://github.com/huggingface/datasets/pull/4789
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Fix NonMatchingChecksumError in mbpp dataset
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Fix issue reported on the Hub: https://huggingface.co/datasets/mbpp/discussions/1 Fix #4787.
2022-08-04T17:34:00Z
https://github.com/huggingface/datasets/pull/4788
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NonMatchingChecksumError in mbpp dataset
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## Describe the bug As reported on the Hub [Fix Checksum Mismatch](https://huggingface.co/datasets/mbpp/discussions/1), there is a `NonMatchingChecksumError` when loading mbpp dataset ## Steps to reproduce the bug ```python ds = load_dataset("mbpp", "full") ``` ## Expected results Loading of the dataset without any exception raised. ## Actual results ``` NonMatchingChecksumError Traceback (most recent call last) <ipython-input-1-a3fbdd3ed82e> in <module> ----> 1 ds = load_dataset("mbpp", "full") .../huggingface/datasets/src/datasets/load.py in load_dataset(path, name, data_dir, data_files, split, cache_dir, features, download_config, download_mode, ignore_verifications, keep_in_memory, save_infos, revision, use_auth_token, task, streaming, **config_kwargs) 1791 1792 # Download and prepare data -> 1793 builder_instance.download_and_prepare( 1794 download_config=download_config, 1795 download_mode=download_mode, .../huggingface/datasets/src/datasets/builder.py in download_and_prepare(self, download_config, download_mode, ignore_verifications, try_from_hf_gcs, dl_manager, base_path, use_auth_token, **download_and_prepare_kwargs) 702 logger.warning("HF google storage unreachable. Downloading and preparing it from source") 703 if not downloaded_from_gcs: --> 704 self._download_and_prepare( 705 dl_manager=dl_manager, verify_infos=verify_infos, **download_and_prepare_kwargs 706 ) .../huggingface/datasets/src/datasets/builder.py in _download_and_prepare(self, dl_manager, verify_infos) 1225 1226 def _download_and_prepare(self, dl_manager, verify_infos): -> 1227 super()._download_and_prepare(dl_manager, verify_infos, check_duplicate_keys=verify_infos) 1228 1229 def _get_examples_iterable_for_split(self, split_generator: SplitGenerator) -> ExamplesIterable: .../huggingface/datasets/src/datasets/builder.py in _download_and_prepare(self, dl_manager, verify_infos, **prepare_split_kwargs) 773 # Checksums verification 774 if verify_infos and dl_manager.record_checksums: --> 775 verify_checksums( 776 self.info.download_checksums, dl_manager.get_recorded_sizes_checksums(), "dataset source files" 777 ) .../huggingface/datasets/src/datasets/utils/info_utils.py in verify_checksums(expected_checksums, recorded_checksums, verification_name) 38 if len(bad_urls) > 0: 39 error_msg = "Checksums didn't match" + for_verification_name + ":\n" ---> 40 raise NonMatchingChecksumError(error_msg + str(bad_urls)) 41 logger.info("All the checksums matched successfully" + for_verification_name) 42 NonMatchingChecksumError: Checksums didn't match for dataset source files: ['https://raw.githubusercontent.com/google-research/google-research/master/mbpp/mbpp.jsonl'] ```
2022-08-04T17:21:01Z
https://github.com/huggingface/datasets/issues/4787
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2022-08-03T15:23:00Z
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The following code: ```python import datasets train_dataset, test_dataset = load_dataset("imdb", split=["train", "test"]) s3 = datasets.filesystems.S3FileSystem(key=aws_access_key_id, secret=aws_secret_access_key) train_dataset.save_to_disk("s3://datasets/", fs=s3) ``` produces following traceback: ```shell File "C:\Users\Hong Knop\AppData\Local\Programs\Python\Python310\lib\site-packages\botocore\auth.py", line 374, in scope return '/'.join(scope) ``` I invoke print(scope) in <auth.py> (line 373) and find this: ```python [('4VA08VLL3VTKQJKCAI8M',), '20220803', 'us-east-1', 's3', 'aws4_request'] ```
2022-08-03T15:23:00Z
https://github.com/huggingface/datasets/issues/4786
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Require torchaudio<0.12.0 in docs
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This PR adds to docs the requirement of torchaudio<0.12.0 to avoid RuntimeError. Subsequent to PR: - #4777
2022-08-03T15:07:43Z
https://github.com/huggingface/datasets/pull/4785
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Add Multiface dataset
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2022-08-02T21:00:22Z
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## Adding a Dataset - **Name:** Multiface dataset - **Description:** f high quality recordings of the faces of 13 identities, each captured in a multi-view capture stage performing various facial expressions. An average of 12,200 (v1 scripts) to 23,000 (v2 scripts) frames per subject with capture rate at 30 fps - **Data:** https://github.com/facebookresearch/multiface The whole dataset is 65TB though, so I'm not sure Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/main/ADD_NEW_DATASET.md).
2022-08-08T14:42:36Z
https://github.com/huggingface/datasets/issues/4784
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2022-09-07T19:07:34Z
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Docs for creating a loading script for image datasets
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2022-08-02T20:36:03Z
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This PR is a first draft of creating a loading script for image datasets. Feel free to let me know if there are any specificities I'm missing for this. 🙂 To do: - [x] Document how to create different configurations.
2022-09-09T17:08:14Z
https://github.com/huggingface/datasets/pull/4783
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2022-08-20T02:11:53Z
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pyarrow.lib.ArrowCapacityError: array cannot contain more than 2147483646 bytes, have 2147483648
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2022-08-02T18:36:05Z
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1,326,247,158
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## Describe the bug Following the example in CodeParrot, I receive an array size limitation error when deduplicating larger datasets. ## Steps to reproduce the bug ```python dataset_name = "the_pile" ds = load_dataset(dataset_name, split="train") ds = ds.map(preprocess, num_proc=num_workers) uniques = set(ds.unique("hash")) ``` Gists for minimum reproducible example: https://gist.github.com/conceptofmind/c5804428ea1bd89767815f9cd5f02d9a https://gist.github.com/conceptofmind/feafb07e236f28d79c2d4b28ffbdb6e2 ## Expected results Chunking and writing out a deduplicated dataset. ## Actual results ``` return dataset._data.column(column).unique().to_pylist() File "pyarrow/table.pxi", line 394, in pyarrow.lib.ChunkedArray.unique File "pyarrow/_compute.pyx", line 531, in pyarrow._compute.call_function File "pyarrow/_compute.pyx", line 330, in pyarrow._compute.Function.call File "pyarrow/error.pxi", line 143, in pyarrow.lib.pyarrow_internal_check_status File "pyarrow/error.pxi", line 124, in pyarrow.lib.check_status pyarrow.lib.ArrowCapacityError: array cannot contain more than 2147483646 bytes, have 2147483648 ```
2022-08-22T09:46:28Z
https://github.com/huggingface/datasets/issues/4782
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2022-09-12T11:24:45Z
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Fix label renaming and add a battery of tests
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2022-08-02T16:42:07Z
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This PR makes some changes to label renaming in `to_tf_dataset()`, both to fix some issues when users input something we weren't expecting, and also to make it easier to deprecate label renaming in future, if/when we want to move this special-casing logic to a function in `transformers`. The main changes are: - Label renaming now only happens when the `auto_rename_labels` argument is set. For backward compatibility, this defaults to `True` for now. - If the user requests "label" but the data collator renames that column to "labels", the label renaming logic will now handle that case correctly. - Added a battery of tests to make this more reliable in future. - Adds an optimization to loading in `to_tf_dataset()` for unshuffled datasets (uses slicing instead of a list of indices) Fixes #4772
2022-09-12T11:27:06Z
https://github.com/huggingface/datasets/pull/4781
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2022-08-02T16:03:17Z
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Remove apache_beam import from module level in natural_questions dataset
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2022-08-02T15:34:54Z
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Instead of importing `apache_beam` at the module level, import it in the method `_build_pcollection`. Fix #4779.
2022-08-02T16:16:33Z
https://github.com/huggingface/datasets/pull/4780
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2022-08-02T16:03:18Z
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Loading natural_questions requires apache_beam even with existing preprocessed data
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2022-08-02T15:06:57Z
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## Describe the bug When loading "natural_questions", the package "apache_beam" is required: ``` ImportError: To be able to use natural_questions, you need to install the following dependency: apache_beam. Please install it using 'pip install apache_beam' for instance' ``` This requirement is unnecessary, once there exists preprocessed data and the script just needs to download it. ## Steps to reproduce the bug ```python load_dataset("natural_questions", "dev", split="validation", revision="main") ``` ## Expected results No ImportError raised. ## Actual results ``` ImportError Traceback (most recent call last) [<ipython-input-3-c938e7c05d02>](https://localhost:8080/#) in <module>() ----> 1 from datasets import load_dataset; ds = load_dataset("natural_questions", "dev", split="validation", revision="main") [/usr/local/lib/python3.7/dist-packages/datasets/load.py](https://localhost:8080/#) in load_dataset(path, name, data_dir, data_files, split, cache_dir, features, download_config, download_mode, ignore_verifications, keep_in_memory, save_infos, revision, use_auth_token, task, streaming, **config_kwargs) 1732 revision=revision, 1733 use_auth_token=use_auth_token, -> 1734 **config_kwargs, 1735 ) 1736 [/usr/local/lib/python3.7/dist-packages/datasets/load.py](https://localhost:8080/#) in load_dataset_builder(path, name, data_dir, data_files, cache_dir, features, download_config, download_mode, revision, use_auth_token, **config_kwargs) 1504 download_mode=download_mode, 1505 data_dir=data_dir, -> 1506 data_files=data_files, 1507 ) 1508 [/usr/local/lib/python3.7/dist-packages/datasets/load.py](https://localhost:8080/#) in dataset_module_factory(path, revision, download_config, download_mode, dynamic_modules_path, data_dir, data_files, **download_kwargs) 1245 f"Couldn't find '{path}' on the Hugging Face Hub either: {type(e1).__name__}: {e1}" 1246 ) from None -> 1247 raise e1 from None 1248 else: 1249 raise FileNotFoundError( [/usr/local/lib/python3.7/dist-packages/datasets/load.py](https://localhost:8080/#) in dataset_module_factory(path, revision, download_config, download_mode, dynamic_modules_path, data_dir, data_files, **download_kwargs) 1180 download_config=download_config, 1181 download_mode=download_mode, -> 1182 dynamic_modules_path=dynamic_modules_path, 1183 ).get_module() 1184 elif path.count("/") == 1: # community dataset on the Hub [/usr/local/lib/python3.7/dist-packages/datasets/load.py](https://localhost:8080/#) in get_module(self) 490 base_path=hf_github_url(path=self.name, name="", revision=revision), 491 imports=imports, --> 492 download_config=self.download_config, 493 ) 494 additional_files = [(config.DATASETDICT_INFOS_FILENAME, dataset_infos_path)] if dataset_infos_path else [] [/usr/local/lib/python3.7/dist-packages/datasets/load.py](https://localhost:8080/#) in _download_additional_modules(name, base_path, imports, download_config) 214 _them_str = "them" if len(needs_to_be_installed) > 1 else "it" 215 raise ImportError( --> 216 f"To be able to use {name}, you need to install the following {_depencencies_str}: " 217 f"{', '.join(needs_to_be_installed)}.\nPlease install {_them_str} using 'pip install " 218 f"{' '.join(needs_to_be_installed.values())}' for instance'" ImportError: To be able to use natural_questions, you need to install the following dependency: apache_beam. Please install it using 'pip install apache_beam' for instance' ``` ## Environment info Colab notebook.
2022-08-02T16:03:18Z
https://github.com/huggingface/datasets/issues/4779
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2022-08-23T16:32:22Z
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Update local loading script docs
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2022-08-01T20:21:07Z
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This PR clarifies the local loading script section to include how to load a dataset after you've modified the local loading script (closes #4732).
2022-08-23T16:32:26Z
https://github.com/huggingface/datasets/pull/4778
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Require torchaudio<0.12.0 to avoid RuntimeError
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Related to: - https://github.com/huggingface/transformers/issues/18379 Fix partially #4776.
2022-08-02T17:35:14Z
https://github.com/huggingface/datasets/pull/4777
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RuntimeError when using torchaudio 0.12.0 to load MP3 audio file
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Current version of `torchaudio` (0.12.0) raises a RuntimeError when trying to use `sox_io` backend but non-Python dependency `sox` is not installed: https://github.com/pytorch/audio/blob/2e1388401c434011e9f044b40bc8374f2ddfc414/torchaudio/backend/sox_io_backend.py#L21-L29 ```python def _fail_load( filepath: str, frame_offset: int = 0, num_frames: int = -1, normalize: bool = True, channels_first: bool = True, format: Optional[str] = None, ) -> Tuple[torch.Tensor, int]: raise RuntimeError("Failed to load audio from {}".format(filepath)) ``` Maybe we should raise a more actionable error message so that the user knows how to fix it. UPDATE: - this is an incompatibility of latest torchaudio (0.12.0) and the sox backend TODO: - [x] as a temporary solution, we should recommend installing torchaudio<0.12.0 - #4777 - #4785 - [ ] however, a stable solution must be found for torchaudio>=0.12.0 Related to: - https://github.com/huggingface/transformers/issues/18379
2023-03-02T15:58:16Z
https://github.com/huggingface/datasets/issues/4776
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Streaming not supported in Theivaprakasham/wildreceipt
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### Link _No response_ ### Description _No response_ ### Owner _No response_
2022-08-01T10:30:29Z
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Training hangs at the end of epoch, with set_transform/with_transform+multiple workers
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## Describe the bug I use load_dataset() (I tried with [wiki](https://huggingface.co/datasets/wikipedia) and my own json data) and use set_transform/with_transform for preprocessing. But it hangs at the end of the 1st epoch if dataloader_num_workers>=1. No problem with single worker. ## Steps to reproduce the bug ```python train_dataset = datasets.load_dataset("wikipedia", "20220301.en", split='train', cache_dir=model_args.cache_dir, streaming=False) train_dataset.set_transform(psg_parse_fn) train_dataloader = DataLoader( train_dataset, batch_size=args.train_batch_size, sampler=DistributedSampler(train_dataset), collate_fn=data_collator, drop_last=args.dataloader_drop_last, num_workers=args.dataloader_num_workers, ) ``` ## Expected results ## Actual results It simply hangs. The ending step is num_example/batch_size (one epoch). ## Environment info - `datasets` version: 2.4.1.dev0 - Platform: Linux-5.4.170+-x86_64-with-glibc2.17 - Python version: 3.8.12 - PyArrow version: 8.0.0 - Pandas version: 1.4.1
2022-07-31T06:36:43Z
https://github.com/huggingface/datasets/issues/4774
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2022-07-29T23:32:21Z
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This PR describes loading a dataset from the Hub by specifying a relative path in `data_dir` or `data_files` in `load_dataset` (see #4757).
2022-08-25T18:36:45Z
https://github.com/huggingface/datasets/pull/4773
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AssertionError when using label_cols in to_tf_dataset
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## Describe the bug An incorrect `AssertionError` is raised when using `label_cols` in `to_tf_dataset` and the label's key name is `label`. The assertion is in this line: https://github.com/huggingface/datasets/blob/2.4.0/src/datasets/arrow_dataset.py#L475 ## Steps to reproduce the bug ```python from datasets import load_dataset from transformers import DefaultDataCollator dataset = load_dataset('glue', 'mrpc', split='train') tf_dataset = dataset.to_tf_dataset( columns=["sentence1", "sentence2", "idx"], label_cols=["label"], batch_size=16, collate_fn=DefaultDataCollator(return_tensors="tf"), ) ``` ## Expected results No assertion error. ## Actual results ``` AssertionError: in user code: File "/opt/conda/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 475, in split_features_and_labels * assert set(features.keys()).union(labels.keys()) == set(input_batch.keys()) ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.4.0 - Platform: Linux-4.18.0-305.45.1.el8_4.ppc64le-ppc64le-with-glibc2.17 - Python version: 3.8.13 - PyArrow version: 7.0.0 - Pandas version: 1.4.3
2022-09-12T11:24:46Z
https://github.com/huggingface/datasets/issues/4772
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Remove dummy data generation docs
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This PR removes instructions to generate dummy data since that is no longer necessary for datasets that are uploaded to the Hub instead of our GitHub repo. Close #4744
2022-08-03T00:04:01Z
https://github.com/huggingface/datasets/pull/4771
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2022-07-29T16:02:07Z
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fix typo
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2022-07-29T11:46:12Z
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CONTRIBUTOR
By defaul -> By default
2022-07-29T16:02:07Z
https://github.com/huggingface/datasets/pull/4770
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