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[docs] Split pattern search order
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2023-03-31T19:51:38Z
2023-04-03T18:43:30Z
2023-04-03T18:29:58Z
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This PR addresses #5681 about the order of split patterns πŸ€— Datasets searches for when generating dataset splits.
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pyarrow.lib.ArrowInvalid: Unable to merge: Field <field> has incompatible types
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### Describe the bug When loading the dataset [wikianc-en](https://huggingface.co/datasets/cyanic-selkie/wikianc-en) which I created using [this](https://github.com/cyanic-selkie/wikianc) code, I get the following error: ``` Traceback (most recent call last): File "/home/sven/code/rector/answer-detection/train.py", line 106, in <module> (dataset, weights) = get_dataset(args.dataset, tokenizer, labels, args.padding) File "/home/sven/code/rector/answer-detection/dataset.py", line 106, in get_dataset dataset = load_dataset("cyanic-selkie/wikianc-en") File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/load.py", line 1794, in load_dataset ds = builder_instance.as_dataset(split=split, verification_mode=verification_mode, in_memory=keep_in_memory) File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/builder.py", line 1106, in as_dataset datasets = map_nested( File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/utils/py_utils.py", line 443, in map_nested mapped = [ File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/utils/py_utils.py", line 444, in <listcomp> _single_map_nested((function, obj, types, None, True, None)) File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/utils/py_utils.py", line 346, in _single_map_nested return function(data_struct) File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/builder.py", line 1136, in _build_single_dataset ds = self._as_dataset( File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/builder.py", line 1207, in _as_dataset dataset_kwargs = ArrowReader(cache_dir, self.info).read( File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/arrow_reader.py", line 239, in read return self.read_files(files=files, original_instructions=instructions, in_memory=in_memory) File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/arrow_reader.py", line 260, in read_files pa_table = self._read_files(files, in_memory=in_memory) File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/arrow_reader.py", line 203, in _read_files pa_table = concat_tables(pa_tables) if len(pa_tables) != 1 else pa_tables[0] File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/table.py", line 1808, in concat_tables return ConcatenationTable.from_tables(tables, axis=axis) File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/table.py", line 1514, in from_tables return cls.from_blocks(blocks) File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/table.py", line 1427, in from_blocks table = cls._concat_blocks(blocks, axis=0) File "/home/sven/.cache/pypoetry/virtualenvs/rector-Z2mdKRnn-py3.10/lib/python3.10/site-packages/datasets/table.py", line 1373, in _concat_blocks return pa.concat_tables(pa_tables, promote=True) File "pyarrow/table.pxi", line 5224, in pyarrow.lib.concat_tables File "pyarrow/error.pxi", line 144, in pyarrow.lib.pyarrow_internal_check_status File "pyarrow/error.pxi", line 100, in pyarrow.lib.check_status pyarrow.lib.ArrowInvalid: Unable to merge: Field paragraph_anchors has incompatible types: list<: struct<start: uint32 not null, end: uint32 not null, qid: uint32, pageid: uint32, title: string not null> not null> vs list<item: struct<start: uint32, end: uint32, qid: uint32, pageid: uint32, title: string>> ``` This only happens when I load the `train` split, indicating that the size of the dataset is the deciding factor. ### Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset("cyanic-selkie/wikianc-en", split="train") ``` ### Expected behavior The dataset should load normally without any errors. ### Environment info - `datasets` version: 2.10.1 - Platform: Linux-6.2.8-arch1-1-x86_64-with-glibc2.37 - Python version: 3.10.10 - PyArrow version: 11.0.0 - Pandas version: 1.5.3
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[docs] Compress data files
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2023-03-31T17:17:26Z
2023-04-19T13:37:32Z
2023-04-19T07:25:58Z
MEMBER
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This PR addresses the comments in #5687 about compressing text file extensions before uploading to the Hub. Also clarified what "too large" means based on the GitLFS [docs](https://docs.github.com/en/repositories/working-with-files/managing-large-files/about-git-large-file-storage).
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Support streaming Beam datasets from HF GCS preprocessed data
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2023-04-12T05:57:55Z
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This PR implements streaming Apache Beam datasets that are already preprocessed by us and stored in the HF Google Cloud Storage: - natural_questions - wiki40b - wikipedia This is done by streaming from the prepared Arrow files in HF Google Cloud Storage. This will fix their corresponding dataset viewers. Related to: - https://github.com/huggingface/datasets-server/pull/988#discussion_r1150767138 Related to: - https://huggingface.co/datasets/natural_questions/discussions/4 - https://huggingface.co/datasets/wiki40b/discussions/2 - https://huggingface.co/datasets/wikipedia/discussions/9 CC: @severo
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raise AttributeError(f"No {package_name} attribute {name}") AttributeError: No huggingface_hub attribute hf_api
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### Describe the bug rta.sh Traceback (most recent call last): File "run.py", line 7, in <module> import datasets File "/home/appuser/miniconda3/envs/pt2/lib/python3.8/site-packages/datasets/__init__.py", line 37, in <module> from .builder import ArrowBasedBuilder, BeamBasedBuilder, BuilderConfig, DatasetBuilder, GeneratorBasedBuilder File "/home/appuser/miniconda3/envs/pt2/lib/python3.8/site-packages/datasets/builder.py", line 44, in <module> from .data_files import DataFilesDict, _sanitize_patterns File "/home/appuser/miniconda3/envs/pt2/lib/python3.8/site-packages/datasets/data_files.py", line 120, in <module> dataset_info: huggingface_hub.hf_api.DatasetInfo, File "/home/appuser/miniconda3/envs/pt2/lib/python3.8/site-packages/huggingface_hub/__init__.py", line 290, in __getattr__ raise AttributeError(f"No {package_name} attribute {name}") AttributeError: No huggingface_hub attribute hf_api ### Reproduction _No response_ ### Logs ```shell Traceback (most recent call last): File "run.py", line 7, in <module> import datasets File "/home/appuser/miniconda3/envs/pt2/lib/python3.8/site-packages/datasets/__init__.py", line 37, in <module> from .builder import ArrowBasedBuilder, BeamBasedBuilder, BuilderConfig, DatasetBuilder, GeneratorBasedBuilder File "/home/appuser/miniconda3/envs/pt2/lib/python3.8/site-packages/datasets/builder.py", line 44, in <module> from .data_files import DataFilesDict, _sanitize_patterns File "/home/appuser/miniconda3/envs/pt2/lib/python3.8/site-packages/datasets/data_files.py", line 120, in <module> dataset_info: huggingface_hub.hf_api.DatasetInfo, File "/home/appuser/miniconda3/envs/pt2/lib/python3.8/site-packages/huggingface_hub/__init__.py", line 290, in __getattr__ raise AttributeError(f"No {package_name} attribute {name}") AttributeError: No huggingface_hub attribute hf_api ``` ### System info ```shell - huggingface_hub version: 0.13.2 - Platform: Linux-5.4.0-144-generic-x86_64-with-glibc2.10 - Python version: 3.8.5 - Running in iPython ?: No - Running in notebook ?: No - Running in Google Colab ?: No - Token path ?: /home/appuser/.cache/huggingface/token - Has saved token ?: False - Configured git credential helpers: - FastAI: N/A - Tensorflow: N/A - Torch: 1.7.1 - Jinja2: N/A - Graphviz: N/A - Pydot: N/A - Pillow: 9.3.0 - hf_transfer: N/A - ENDPOINT: https://huggingface.co - HUGGINGFACE_HUB_CACHE: /home/appuser/.cache/huggingface/hub - HUGGINGFACE_ASSETS_CACHE: /home/appuser/.cache/huggingface/assets - HF_TOKEN_PATH: /home/appuser/.cache/huggingface/token - HF_HUB_OFFLINE: False - HF_HUB_DISABLE_TELEMETRY: False - HF_HUB_DISABLE_PROGRESS_BARS: None - HF_HUB_DISABLE_SYMLINKS_WARNING: False - HF_HUB_DISABLE_IMPLICIT_TOKEN: False ```
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2024-03-15T15:59:18Z
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### Describe the bug I am unable to download the wikipedia dataset onto GCS. When I run the script provided the memory firstly gets eaten up, then it crashes. I tried running this on a VM with 128GB RAM and all I got was a two empty files: _data_builder.lock_, _data.incomplete/beam-temp-wikipedia-train-1ab2039acf3611ed87a9893475de0093_ I have troubleshot this for two straight days now, but I am just unable to get the dataset into storage. ### Steps to reproduce the bug Run this and insert a path: ``` import datasets builder = datasets.load_dataset_builder( "wikipedia", language="en", date="20230320", beam_runner="DirectRunner") builder.download_and_prepare({path}, file_format="parquet") ``` This is where the problem of it eating RAM occurs. I have also tried several versions of this, based on the docs: ``` import gcsfs import datasets storage_options = {"project": "tdt4310", "token": "cloud"} fs = gcsfs.GCSFileSystem(**storage_options) output_dir = "gcs://wikipediadata/" builder = datasets.load_dataset_builder( "wikipedia", date="20230320", language="en", beam_runner="DirectRunner") builder.download_and_prepare( output_dir, storage_options=storage_options, file_format="parquet") ``` The error message that is received here is: > ValueError: Unable to get filesystem from specified path, please use the correct path or ensure the required dependency is installed, e.g., pip install apache-beam[gcp]. Path specified: gcs://wikipediadata/wikipedia-train [while running 'train/Save to parquet/Write/WriteImpl/InitializeWrite'] I have ran `pip install apache-beam[gcp]` ### Expected behavior The wikipedia data loaded into GCS Everything worked when testing with a smaller demo dataset found somewhere in the docs ### Environment info Newest published version of datasets. Python 3.9. Also tested with Python 3.7. 128GB RAM Google Cloud VM instance.
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Document to compress data files before uploading
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In our docs to [Share a dataset to the Hub](https://huggingface.co/docs/datasets/upload_dataset), we tell users to upload directly their data files, like CSV, JSON, JSON-Lines, text,... However, these extensions are not tracked by Git LFS by default, as they are not in the `.giattributes` file. Therefore, if they are too large, Git will fail to commit/upload them. I think for those file extensions (.csv, .json, .jsonl, .txt), we should better recommend to **compress** their data files (using ZIP for example) before uploading them to the Hub. - Compressed files are tracked by Git LFS in our default `.gitattributes` file What do you think? CC: @stevhliu See related issue: - https://huggingface.co/datasets/tcor0005/langchain-docs-400-chunksize/discussions/1
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### Describe the bug Hi :wave: Not sure if this is the right place to ask, but I am trying to load a huge amount of datasets on the hub (:partying_face: ) but I am facing a little issue with the `image` type ![image](https://user-images.githubusercontent.com/15908060/228587875-427a37f1-3a31-4e17-8bbe-0f759003910d.png) See this [dataset](https://huggingface.co/datasets/Francesco/cell-towers), basically for some reason the first image has numerical bytes inside, not sure if that is okay, but the image render feature **doesn't work** So the dataset is stored in the following way ```python builder.download_and_prepare(output_dir=str(output_dir)) ds = builder.as_dataset(split="train") # [NOTE] no idea how to push it from the builder folder ds.push_to_hub(repo_id=repo_id) builder.as_dataset(split="validation").push_to_hub(repo_id=repo_id) ds = builder.as_dataset(split="test") ds.push_to_hub(repo_id=repo_id) ``` The build is this class ```python class COCOLikeDatasetBuilder(datasets.GeneratorBasedBuilder): VERSION = datasets.Version("1.0.0") def _info(self): features = datasets.Features( { "image_id": datasets.Value("int64"), "image": datasets.Image(), "width": datasets.Value("int32"), "height": datasets.Value("int32"), "objects": datasets.Sequence( { "id": datasets.Value("int64"), "area": datasets.Value("int64"), "bbox": datasets.Sequence( datasets.Value("float32"), length=4 ), "category": datasets.ClassLabel(names=categories), } ), } ) return datasets.DatasetInfo( description=description, features=features, homepage=homepage, license=license, citation=citation, ) def _split_generators(self, dl_manager): archive = dl_manager.download(url) return [ datasets.SplitGenerator( name=datasets.Split.TRAIN, gen_kwargs={ "annotation_file_path": "train/_annotations.coco.json", "files": dl_manager.iter_archive(archive), }, ), datasets.SplitGenerator( name=datasets.Split.VALIDATION, gen_kwargs={ "annotation_file_path": "test/_annotations.coco.json", "files": dl_manager.iter_archive(archive), }, ), datasets.SplitGenerator( name=datasets.Split.TEST, gen_kwargs={ "annotation_file_path": "valid/_annotations.coco.json", "files": dl_manager.iter_archive(archive), }, ), ] def _generate_examples(self, annotation_file_path, files): def process_annot(annot, category_id_to_category): return { "id": annot["id"], "area": annot["area"], "bbox": annot["bbox"], "category": category_id_to_category[annot["category_id"]], } image_id_to_image = {} idx = 0 # This loop relies on the ordering of the files in the archive: # Annotation files come first, then the images. for path, f in files: file_name = os.path.basename(path) if annotation_file_path in path: annotations = json.load(f) category_id_to_category = { category["id"]: category["name"] for category in annotations["categories"] } print(category_id_to_category) image_id_to_annotations = collections.defaultdict(list) for annot in annotations["annotations"]: image_id_to_annotations[annot["image_id"]].append(annot) image_id_to_image = { annot["file_name"]: annot for annot in annotations["images"] } elif file_name in image_id_to_image: image = image_id_to_image[file_name] objects = [ process_annot(annot, category_id_to_category) for annot in image_id_to_annotations[image["id"]] ] print(file_name) yield idx, { "image_id": image["id"], "image": {"path": path, "bytes": f.read()}, "width": image["width"], "height": image["height"], "objects": objects, } idx += 1 ``` Basically, I want to add to the hub every dataset I come across on coco format Thanks Fra ### Steps to reproduce the bug In this case, you can just navigate on the [dataset](https://huggingface.co/datasets/Francesco/cell-towers) ### Expected behavior I was expecting the image rendering feature to work ### Environment info Not a lot to share, I am using `datasets` from a fresh venv
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2023-03-29T15:06:07Z
2023-03-29T18:30:34Z
2023-03-29T18:15:54Z
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Fix verification_mode when ignore_verifications is passed
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2023-03-29T15:00:50Z
2023-03-29T17:36:06Z
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This PR fixes the values assigned to `verification_mode` when passing `ignore_verifications` to `load_dataset`. Related to: - #5303 Fix #5682.
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ValueError when passing ignore_verifications
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2023-03-29T15:00:30Z
2023-03-29T17:28:58Z
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When passing `ignore_verifications=True` to `load_dataset`, we get a ValueError: ``` ValueError: 'none' is not a valid VerificationMode ```
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Add information about patterns search order to the doc about structuring repo
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2023-03-29T11:44:49Z
2023-04-03T18:31:11Z
2023-04-03T18:31:11Z
CONTRIBUTOR
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Following [this](https://github.com/huggingface/datasets/issues/5650) issue I think we should add a note about the order of patterns that is used to find splits, see [my comment](https://github.com/huggingface/datasets/issues/5650#issuecomment-1488412527). Also we should reference this page in pages about packaged loaders. I have a dΓ©jΓ  vu that it had already been discussed as some point but I don't remember....
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Fix a description error for interleave_datasets.
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2023-03-29T09:50:23Z
2023-03-30T13:14:19Z
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CONTRIBUTOR
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There is a description mistake in the annotation of interleave_dataset with "all_exhausted" stopping_strategy. ``` python 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], stopping_strategy="all_exhausted") ``` According to the interleave way, the correct output of `dataset["a"]` is `[0, 10, 20, 1, 11, 21, 2, 12, 22, 0, 13, 23, 1, 10, 24]`, not `[0, 10, 20, 1, 11, 21, 2, 12, 22, 0, 13, 23, 1, 0, 24]`
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I_kwDODunzps5iD4Zu
5,679
Allow load_dataset to take a working dir for intermediate data
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2023-04-12T22:30:25Z
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### Feature request As a user, I can set a working dir for intermediate data creation. The processed files will be moved to the cache dir, like ``` load_dataset(…, working_dir=”/temp/dir”, cache_dir=”/cloud_dir”). ``` ### Motivation This will help the use case for using datasets with cloud storage as cache. It will help boost the performance. ### Your contribution I can provide a PR to fix this if the proposal seems reasonable.
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I_kwDODunzps5iDPz3
5,678
Add support to create a Dataset from spark dataframe
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2023-03-29T04:36:28Z
2024-08-27T14:43:19Z
2023-07-21T14:15:38Z
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### Feature request Add a new API `Dataset.from_spark` to create a Dataset from Spark DataFrame. ### Motivation Spark is a distributed computing framework that can handle large datasets. By supporting loading Spark DataFrames directly into Hugging Face Datasets, we enable take the advantages of spark to processing the data in parallel. By providing a seamless integration between these two frameworks, we make it easier for data scientists and developers to work with both Spark and Hugging Face in the same workflow. ### Your contribution We can discuss about the ideas and I can help preparing a PR for this feature.
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Dataset.map() crashes when any column contains more than 1000 empty dictionaries
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### Describe the bug `Dataset.map()` crashes any time any column contains more than `writer_batch_size` (default 1000) empty dictionaries, regardless of whether the column is being operated on. The error does not occur if the dictionaries are non-empty. ### Steps to reproduce the bug Example: ``` import datasets def add_one(example): example["col2"] += 1 return example n = 1001 # crashes # n = 999 # works ds = datasets.Dataset.from_dict({"col1": [{}] * n, "col2": [1] * n}) ds = ds.map(add_one, writer_batch_size=1000) ``` ### Expected behavior Above code should not crash ### Environment info - `datasets` version: 2.10.1 - Platform: Linux-5.4.0-120-generic-x86_64-with-glibc2.10 - Python version: 3.8.15 - PyArrow version: 9.0.0 - Pandas version: 1.5.3
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Filter datasets by language code
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Hi! I use the language search field on https://huggingface.co/datasets However, some of the datasets tagged by ISO language code are not accessible by this search form. For example, [myv_ru_2022](https://huggingface.co/datasets/slone/myv_ru_2022) is has `myv` language tag but it is not included in Languages search form. I've also noticed the same problem with `mhr` (see https://huggingface.co/datasets/AigizK/mari-russian-parallel-corpora)
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2023-03-26T20:55:58Z
2024-04-30T22:56:41Z
2023-03-27T21:01:55Z
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Pass down storage options
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2023-03-26T20:09:37Z
2023-03-28T15:03:38Z
2023-03-28T14:54:17Z
CONTRIBUTOR
null
null
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Remove implementation-specific kwargs from `file_utils.fsspec_get` and `file_utils.fsspec_head`, instead allowing them to be passed down via `storage_options`. This fixes an issue where s3fs did not recognize a timeout arg as well as fixes an issue mentioned in https://github.com/huggingface/datasets/issues/5281 by allowing users to pass down `storage_options` all the way from `datasets.load_dataset` to support implementation-specific credentials Supports something like the following to provide credentials explicitly instead of relying on boto's methods of locating them ``` load_dataset(..., data_files=["s3://..."], storage_options={"profile": "..."}) ```
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Pushing dataset to hub crash
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2023-03-26T17:42:13Z
2023-03-30T08:11:05Z
2023-03-30T08:11:05Z
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### Describe the bug Uploading a dataset with `push_to_hub()` fails without error description. ### Steps to reproduce the bug Hey there, I've built a image dataset of 100k images + text pair as described here https://huggingface.co/docs/datasets/image_dataset#imagefolder Now I'm trying to push it to the hub but I'm running into issues. First, I tried doing it via git directly, I added all the files in git lfs and pushed but I got hit with an error saying huggingface only accept up to 10k files in a folder. So I'm now trying with the `push_to_hub()` func as follow: ```python from datasets import load_dataset import os dataset = load_dataset("imagefolder", data_dir="./data", split="train") dataset.push_to_hub("tzvc/organization-logos", token=os.environ.get('HF_TOKEN')) ``` But again, this produces an error: ``` Resolving data files: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100212/100212 [00:00<00:00, 439108.61it/s] Downloading and preparing dataset imagefolder/default to /home/contact_theochampion/.cache/huggingface/datasets/imagefolder/default-20567ffc703aa314/0.0.0/37fbb85cc714a338bea574ac6c7d0b5be5aff46c1862c1989b20e0771199e93f... Downloading data files: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 100211/100211 [00:00<00:00, 149323.73it/s] Downloading data files: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:00<00:00, 15947.92it/s] Extracting data files: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:00<00:00, 2245.34it/s] Dataset imagefolder downloaded and prepared to /home/contact_theochampion/.cache/huggingface/datasets/imagefolder/default-20567ffc703aa314/0.0.0/37fbb85cc714a338bea574ac6c7d0b5be5aff46c1862c1989b20e0771199e93f. Subsequent calls will reuse this data. Resuming upload of the dataset shards. Pushing dataset shards to the dataset hub: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 14/14 [00:31<00:00, 2.24s/it] Downloading metadata: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 118/118 [00:00<00:00, 225kB/s] Traceback (most recent call last): File "/home/contact_theochampion/organization-logos/push_to_hub.py", line 5, in <module> dataset.push_to_hub("tzvc/organization-logos", token=os.environ.get('HF_TOKEN')) File "/home/contact_theochampion/.local/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 5245, in push_to_hub repo_info = dataset_infos[next(iter(dataset_infos))] StopIteration ``` What could be happening here ? ### Expected behavior The dataset is pushed to the hub ### Environment info - `datasets` version: 2.10.1 - Platform: Linux-5.10.0-21-cloud-amd64-x86_64-with-glibc2.31 - Python version: 3.9.2 - PyArrow version: 11.0.0 - Pandas version: 1.5.3
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How to use `load_dataset('glue', 'cola')`
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### Describe the bug I'm new to use HuggingFace datasets but I cannot use `load_dataset('glue', 'cola')`. - I was stacked by the following problem: ```python from datasets import load_dataset cola_dataset = load_dataset('glue', 'cola') --------------------------------------------------------------------------- InvalidVersion Traceback (most recent call last) File <timed exec>:1 (Omit because of long error message) File /usr/local/lib/python3.8/site-packages/packaging/version.py:197, in Version.__init__(self, version) 195 match = self._regex.search(version) 196 if not match: --> 197 raise InvalidVersion(f"Invalid version: '{version}'") 199 # Store the parsed out pieces of the version 200 self._version = _Version( 201 epoch=int(match.group("epoch")) if match.group("epoch") else 0, 202 release=tuple(int(i) for i in match.group("release").split(".")), (...) 208 local=_parse_local_version(match.group("local")), 209 ) InvalidVersion: Invalid version: '0.10.1,<0.11' ``` - You can check this full error message in my repository: [MLOps-Basics/week_0_project_setup/experimental_notebooks/data_exploration.ipynb](https://github.com/makinzm/MLOps-Basics/blob/eabab4b837880607d9968d3fa687c70177b2affd/week_0_project_setup/experimental_notebooks/data_exploration.ipynb) ### Steps to reproduce the bug - This is my repository to reproduce: [MLOps-Basics/week_0_project_setup](https://github.com/makinzm/MLOps-Basics/tree/eabab4b837880607d9968d3fa687c70177b2affd/week_0_project_setup) 1. cd `/DockerImage` and command `docker build . -t week0` 2. cd `/` and command `docker-compose up` 3. Run `experimental_notebooks/data_exploration.ipynb` ---- Just to be sure, I wrote down Dockerfile and requirements.txt - Dockerfile ```Dockerfile FROM python:3.8 WORKDIR /root/working RUN apt-get update && \ apt-get install -y python3-dev python3-pip python3-venv && \ apt-get clean && \ rm -rf /var/lib/apt/lists/* COPY requirements.txt . RUN pip3 install --no-cache-dir jupyter notebook && pip install --no-cache-dir -r requirements.txt CMD ["bash"] ``` - requirements.txt ```txt pytorch-lightning==1.2.10 datasets==1.6.2 transformers==4.5.1 scikit-learn==0.24.2 ``` ### Expected behavior There is no bug to implement `load_dataset('glue', 'cola')` ### Environment info I already wrote it.
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Unable to load multi class classification datasets
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2023-03-25T18:06:15Z
2023-03-27T22:54:56Z
2023-03-27T22:54:56Z
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### Describe the bug I've been playing around with huggingface library, mostly with `datasets` and wanted to download the multi class classification datasets to fine tune BERT on this task. ([link](https://huggingface.co/docs/transformers/training#train-with-pytorch-trainer)). While loading the dataset, I'm getting the following error snippet. ``` --------------------------------------------------------------------------- TypeError Traceback (most recent call last) Cell In[44], line 3 1 from datasets import load_dataset ----> 3 imdb_dataset = load_dataset("yelp_review_full") 4 imdb_dataset File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/load.py:1719, 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) 1716 ignore_verifications = ignore_verifications or save_infos 1718 # Create a dataset builder -> 1719 builder_instance = load_dataset_builder( 1720 path=path, 1721 name=name, 1722 data_dir=data_dir, 1723 data_files=data_files, 1724 cache_dir=cache_dir, 1725 features=features, 1726 download_config=download_config, 1727 download_mode=download_mode, 1728 revision=revision, 1729 use_auth_token=use_auth_token, 1730 **config_kwargs, 1731 ) 1733 # Return iterable dataset in case of streaming 1734 if streaming: File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/load.py:1523, in load_dataset_builder(path, name, data_dir, data_files, cache_dir, features, download_config, download_mode, revision, use_auth_token, **config_kwargs) 1520 raise ValueError(error_msg) 1522 # Instantiate the dataset builder -> 1523 builder_instance: DatasetBuilder = builder_cls( 1524 cache_dir=cache_dir, 1525 config_name=config_name, 1526 data_dir=data_dir, 1527 data_files=data_files, 1528 hash=hash, 1529 features=features, 1530 use_auth_token=use_auth_token, 1531 **builder_kwargs, 1532 **config_kwargs, 1533 ) 1535 return builder_instance File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/builder.py:1292, in GeneratorBasedBuilder.__init__(self, writer_batch_size, *args, **kwargs) 1291 def __init__(self, *args, writer_batch_size=None, **kwargs): -> 1292 super().__init__(*args, **kwargs) 1293 # Batch size used by the ArrowWriter 1294 # It defines the number of samples that are kept in memory before writing them 1295 # and also the length of the arrow chunks 1296 # None means that the ArrowWriter will use its default value 1297 self._writer_batch_size = writer_batch_size or self.DEFAULT_WRITER_BATCH_SIZE File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/builder.py:312, in DatasetBuilder.__init__(self, cache_dir, config_name, hash, base_path, info, features, use_auth_token, repo_id, data_files, data_dir, name, **config_kwargs) 309 # prepare info: DatasetInfo are a standardized dataclass across all datasets 310 # Prefill datasetinfo 311 if info is None: --> 312 info = self.get_exported_dataset_info() 313 info.update(self._info()) 314 info.builder_name = self.name File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/builder.py:412, in DatasetBuilder.get_exported_dataset_info(self) 400 def get_exported_dataset_info(self) -> DatasetInfo: 401 """Empty DatasetInfo if doesn't exist 402 403 Example: (...) 410 ``` 411 """ --> 412 return self.get_all_exported_dataset_infos().get(self.config.name, DatasetInfo()) File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/builder.py:398, in DatasetBuilder.get_all_exported_dataset_infos(cls) 385 @classmethod 386 def get_all_exported_dataset_infos(cls) -> DatasetInfosDict: 387 """Empty dict if doesn't exist 388 389 Example: (...) 396 ``` 397 """ --> 398 return DatasetInfosDict.from_directory(cls.get_imported_module_dir()) File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/info.py:370, in DatasetInfosDict.from_directory(cls, dataset_infos_dir) 368 dataset_metadata = DatasetMetadata.from_readme(Path(dataset_infos_dir) / "README.md") 369 if "dataset_info" in dataset_metadata: --> 370 return cls.from_metadata(dataset_metadata) 371 if os.path.exists(os.path.join(dataset_infos_dir, config.DATASETDICT_INFOS_FILENAME)): 372 # this is just to have backward compatibility with dataset_infos.json files 373 with open(os.path.join(dataset_infos_dir, config.DATASETDICT_INFOS_FILENAME), encoding="utf-8") as f: File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/info.py:396, in DatasetInfosDict.from_metadata(cls, dataset_metadata) 387 return cls( 388 { 389 dataset_info_yaml_dict.get("config_name", "default"): DatasetInfo._from_yaml_dict( (...) 393 } 394 ) 395 else: --> 396 dataset_info = DatasetInfo._from_yaml_dict(dataset_metadata["dataset_info"]) 397 dataset_info.config_name = dataset_metadata["dataset_info"].get("config_name", "default") 398 return cls({dataset_info.config_name: dataset_info}) File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/info.py:332, in DatasetInfo._from_yaml_dict(cls, yaml_data) 330 yaml_data = copy.deepcopy(yaml_data) 331 if yaml_data.get("features") is not None: --> 332 yaml_data["features"] = Features._from_yaml_list(yaml_data["features"]) 333 if yaml_data.get("splits") is not None: 334 yaml_data["splits"] = SplitDict._from_yaml_list(yaml_data["splits"]) File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/features/features.py:1745, in Features._from_yaml_list(cls, yaml_data) 1742 else: 1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}") -> 1745 return cls.from_dict(from_yaml_inner(yaml_data)) File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/features/features.py:1741, in Features._from_yaml_list.<locals>.from_yaml_inner(obj) 1739 elif isinstance(obj, list): 1740 names = [_feature.pop("name") for _feature in obj] -> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)} 1742 else: 1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}") File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/features/features.py:1741, in <dictcomp>(.0) 1739 elif isinstance(obj, list): 1740 names = [_feature.pop("name") for _feature in obj] -> 1741 return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)} 1742 else: 1743 raise TypeError(f"Expected a dict or a list but got {type(obj)}: {obj}") File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/features/features.py:1736, in Features._from_yaml_list.<locals>.from_yaml_inner(obj) 1734 return {"_type": snakecase_to_camelcase(obj["dtype"])} 1735 else: -> 1736 return from_yaml_inner(obj["dtype"]) 1737 else: 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]} File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/features/features.py:1738, in Features._from_yaml_list.<locals>.from_yaml_inner(obj) 1736 return from_yaml_inner(obj["dtype"]) 1737 else: -> 1738 return {"_type": snakecase_to_camelcase(_type), **unsimplify(obj)[_type]} 1739 elif isinstance(obj, list): 1740 names = [_feature.pop("name") for _feature in obj] File /work/pi_adrozdov_umass_edu/syerawar_umass_edu/envs/vadops/lib/python3.10/site-packages/datasets/features/features.py:1706, in Features._from_yaml_list.<locals>.unsimplify(feature) 1704 if isinstance(feature.get("class_label"), dict) and isinstance(feature["class_label"].get("names"), dict): 1705 label_ids = sorted(feature["class_label"]["names"]) -> 1706 if label_ids and label_ids != list(range(label_ids[-1] + 1)): 1707 raise ValueError( 1708 f"ClassLabel expected a value for all label ids [0:{label_ids[-1] + 1}] but some ids are missing." 1709 ) 1710 feature["class_label"]["names"] = [feature["class_label"]["names"][label_id] for label_id in label_ids] TypeError: can only concatenate str (not "int") to str ``` The same issue happens when I try to load `go-emotions` multi class classification dataset. Could somebody guide me on how to fix this issue? ### Steps to reproduce the bug Run the following code snippet in a python script/ notebook cell: ``` from datasets import load_dataset yelp_dataset = load_dataset("yelp_review_full") yelp_dataset ``` ### Expected behavior The dataset should be loaded perfectly, which showing the train, test and unsupervised splits with the basic data statistics ### Environment info - `datasets` version: 2.6.1 - Platform: Linux-5.4.0-124-generic-x86_64-with-glibc2.31 - Python version: 3.10.9 - PyArrow version: 8.0.0 - Pandas version: 1.5.3
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Almost identical datasets, huge performance difference
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2023-03-23T18:20:20Z
2023-04-09T18:56:23Z
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CONTRIBUTOR
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### Describe the bug I am struggling to understand (huge) performance difference between two datasets that are almost identical. ### Steps to reproduce the bug # Fast (normal) dataset speed: ```python import cv2 from datasets import load_dataset from torch.utils.data import DataLoader dataset = load_dataset("beans", split="train") for x in DataLoader(dataset.with_format("torch"), batch_size=16, shuffle=True, num_workers=8): pass ``` The above pass over the dataset takes about 1.5 seconds on my computer. However, if I re-create (almost) the same dataset, the sweep takes HUGE amount of time: 15 minutes. Steps to reproduce: ```python def transform(example): example["image2"] = cv2.imread(example["image_file_path"]) return example dataset2 = dataset.map(transform, remove_columns=["image"]) for x in DataLoader(dataset2.with_format("torch"), batch_size=16, shuffle=True, num_workers=8): pass ``` ### Expected behavior Same timings ### Environment info python==3.10.9 datasets==2.10.1
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Support for downloading only provided split
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2023-03-23T17:53:39Z
2023-03-24T06:43:14Z
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CONTRIBUTOR
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We can pass split to `_split_generators()`. But I'm not sure if it's possible to solve cache issues, mostly with `dataset_info.json`
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Jax requires jaxlib
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2023-03-23T15:41:09Z
2023-03-23T16:23:11Z
2023-03-23T16:14:52Z
MEMBER
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close https://github.com/huggingface/datasets/issues/5666
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5,666
Support tensorflow 2.12.0 in CI
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2023-03-23T14:37:51Z
2023-03-23T16:14:54Z
2023-03-23T16:14:54Z
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Once we find out the root cause of: - #5663 we should revert the temporary pin on tensorflow introduced by: - #5664
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Feature request: IterableDataset.push_to_hub
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2023-03-23T09:53:04Z
2025-06-06T16:13:22Z
2025-06-06T16:12:36Z
CONTRIBUTOR
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### Feature request It'd be great to have a lazy push to hub, similar to the lazy loading we have with `IterableDataset`. Suppose you'd like to filter [LAION](https://huggingface.co/datasets/laion/laion400m) based on certain conditions, but as LAION doesn't fit into your disk, you'd like to leverage streaming: ``` from datasets import load_dataset dataset = load_dataset("laion/laion400m", streaming=True, split="train") ``` Then you could filter the dataset based on certain conditions: ``` filtered_dataset = dataset.filter(lambda example: example['HEIGHT'] > 400) ``` In order to persist this dataset and push it back to the hub, one currently needs to first load the entire filtered dataset on disk and then push: ``` from datasets import Dataset Dataset.from_generator(filtered_dataset.__iter__).push_to_hub(...) ``` It would be great if we can instead lazy push to the data to the hub (basically stream the data to the hub), not being limited by our disk size: ``` filtered_dataset.push_to_hub("my-filtered-dataset") ``` ### Motivation This feature would be very useful for people that want to filter huge datasets without having to load the entire dataset or a filtered version thereof on their local disk. ### Your contribution Happy to test out a PR :)
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Fix CI by temporarily pinning tensorflow < 2.12.0
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2023-03-23T09:52:26Z
2023-03-23T10:17:11Z
2023-03-23T10:09:54Z
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As a hotfix for our CI, temporarily pin `tensorflow` upper version: - In Python 3.10, tensorflow-2.12.0 also installs `jax` Fix #5663 Until root cause is fixed.
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CI is broken: ModuleNotFoundError: jax requires jaxlib to be installed
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2023-03-23T10:09:55Z
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CI test_py310 is broken: see https://github.com/huggingface/datasets/actions/runs/4498945505/jobs/7916194236?pr=5662 ``` FAILED tests/test_arrow_dataset.py::BaseDatasetTest::test_map_jax_in_memory - ModuleNotFoundError: jax requires jaxlib to be installed. See https://github.com/google/jax#installation for installation instructions. FAILED tests/test_arrow_dataset.py::BaseDatasetTest::test_map_jax_on_disk - ModuleNotFoundError: jax requires jaxlib to be installed. See https://github.com/google/jax#installation for installation instructions. FAILED tests/test_formatting.py::FormatterTest::test_jax_formatter - ModuleNotFoundError: jax requires jaxlib to be installed. See https://github.com/google/jax#installation for installation instructions. FAILED tests/test_formatting.py::FormatterTest::test_jax_formatter_audio - ModuleNotFoundError: jax requires jaxlib to be installed. See https://github.com/google/jax#installation for installation instructions. FAILED tests/test_formatting.py::FormatterTest::test_jax_formatter_device - ModuleNotFoundError: jax requires jaxlib to be installed. See https://github.com/google/jax#installation for installation instructions. FAILED tests/test_formatting.py::FormatterTest::test_jax_formatter_image - ModuleNotFoundError: jax requires jaxlib to be installed. See https://github.com/google/jax#installation for installation instructions. FAILED tests/test_formatting.py::FormatterTest::test_jax_formatter_jnp_array_kwargs - ModuleNotFoundError: jax requires jaxlib to be installed. See https://github.com/google/jax#installation for installation instructions. FAILED tests/features/test_features.py::CastToPythonObjectsTest::test_cast_to_python_objects_jax - ModuleNotFoundError: jax requires jaxlib to be installed. See https://github.com/google/jax#installation for installation instructions. ===== 8 failed, 2147 passed, 10 skipped, 37 warnings in 228.69s (0:03:48) ====== ```
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Fix unnecessary dict comprehension
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2023-03-23T09:18:58Z
2023-03-23T09:46:59Z
2023-03-23T09:37:49Z
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After ruff-0.0.258 release, the C416 rule was updated with unnecessary dict comprehensions. See: - https://github.com/charliermarsh/ruff/releases/tag/v0.0.258 - https://github.com/charliermarsh/ruff/pull/3605 This PR fixes one unnecessary dict comprehension in our code: no need to unpack and re-pack the tuple values. Fix #5661
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CI is broken: Unnecessary `dict` comprehension
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2023-03-23T09:13:01Z
2023-03-23T09:37:51Z
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CI check_code_quality is broken: ``` src/datasets/arrow_dataset.py:3267:35: C416 [*] Unnecessary `dict` comprehension (rewrite using `dict()`) Found 1 error. ```
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integration with imbalanced-learn
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2023-07-06T18:10:15Z
2023-07-06T18:10:15Z
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### Feature request Wouldn't it be great if the various class balancing operations from imbalanced-learn were available as part of datasets? ### Motivation I'm trying to use imbalanced-learn to balance a dataset, but it's not clear how to get the two to interoperate - what would be great would be some examples. I've looked online, asked gpt-4, but so far not making much progress. ### Your contribution If I can get this working myself I can submit a PR with example code to go in the docs
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[Audio] Soundfile/libsndfile requirements too stringent for decoding mp3 files
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2023-03-22T10:07:33Z
2024-07-12T01:35:01Z
2023-04-07T08:51:28Z
CONTRIBUTOR
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### Describe the bug I'm encountering several issues trying to load mp3 audio files using `datasets` on a TPU v4. The PR https://github.com/huggingface/datasets/pull/5573 updated the audio loading logic to rely solely on the `soundfile`/`libsndfile` libraries for loading audio samples, regardless of their file type. The installation guide suggests that `libsndfile` is bundled in when `soundfile` is pip installed: https://github.com/huggingface/datasets/blob/e1af108015e43f9df8734a1faeeaeb9eafce3971/docs/source/installation.md?plain=1#L70-L71 However, just pip installing `soundfile==0.12.1` throws an error that `libsndfile` is missing: ``` pip install soundfile==0.12.1 ``` Then: ```python >>> soundfile >>> soundfile.__libsndfile_version__ ``` <details> <summary> Traceback (most recent call last): </summary> ``` File "/home/sanchitgandhi/hf/lib/python3.8/site-packages/soundfile.py", line 161, in <module> import _soundfile_data # ImportError if this doesn't exist ModuleNotFoundError: No module named '_soundfile_data' During handling of the above exception, another exception occurred: Traceback (most recent call last): File "/home/sanchitgandhi/hf/lib/python3.8/site-packages/soundfile.py", line 170, in <module> raise OSError('sndfile library not found using ctypes.util.find_library') OSError: sndfile library not found using ctypes.util.find_library During handling of the above exception, another exception occurred: Traceback (most recent call last): File "<string>", line 1, in <module> File "/home/sanchitgandhi/hf/lib/python3.8/site-packages/soundfile.py", line 192, in <module> _snd = _ffi.dlopen(_explicit_libname) OSError: cannot load library 'libsndfile.so': libsndfile.so: cannot open shared object file: No such file or directory ``` </details> Thus, I've followed the official instructions for installing the `soundfile` package from https://github.com/bastibe/python-soundfile#installation, which states that `libsndfile` needs to be installed separately as: ``` pip install --upgrade soundfile sudo apt install libsndfile1 ``` We can now import `soundfile`: ```python >>> import soundfile >>> soundfile.__version__ '0.12.1' >>> soundfile.__libsndfile_version__ '1.0.28' ``` We see that we have `soundfile==0.12.1`, which matches the `datasets[audio]` package constraints: https://github.com/huggingface/datasets/blob/e1af108015e43f9df8734a1faeeaeb9eafce3971/setup.py#L144-L147 But we have `libsndfile==1.0.28`, which is too low for decoding mp3 files: https://github.com/huggingface/datasets/blob/e1af108015e43f9df8734a1faeeaeb9eafce3971/src/datasets/config.py#L136-L138 Updating/upgrading the `libsndfile` doesn't change this: ``` sudo apt-get update sudo apt-get upgrade ``` Is there any other suggestion for how to get a compatible `libsndfile` version? Currently, the version bundled with Ubuntu `apt-get` is too low for decoding mp3 files. Maybe we could add this under `setup.py` such that we install the correct `libsndfile` version when we do `pip install datasets[audio]`? IMO this would help circumvent such version issues. ### Steps to reproduce the bug Environment described above. Loading mp3 files: ```python from datasets import load_dataset common_voice_es = load_dataset("common_voice", "es", split="validation", streaming=True) print(next(iter(common_voice_es))) ``` ```python --------------------------------------------------------------------------- RuntimeError Traceback (most recent call last) Cell In[4], line 2 1 common_voice_es = load_dataset("common_voice", "es", split="validation", streaming=True) ----> 2 print(next(iter(common_voice_es))) File ~/datasets/src/datasets/iterable_dataset.py:941, in IterableDataset.__iter__(self) 937 for key, example in ex_iterable: 938 if self.features: 939 # `IterableDataset` automatically fills missing columns with None. 940 # This is done with `_apply_feature_types_on_example`. --> 941 yield _apply_feature_types_on_example( 942 example, self.features, token_per_repo_id=self._token_per_repo_id 943 ) 944 else: 945 yield example File ~/datasets/src/datasets/iterable_dataset.py:700, in _apply_feature_types_on_example(example, features, token_per_repo_id) 698 encoded_example = features.encode_example(example) 699 # Decode example for Audio feature, e.g. --> 700 decoded_example = features.decode_example(encoded_example, token_per_repo_id=token_per_repo_id) 701 return decoded_example File ~/datasets/src/datasets/features/features.py:1864, in Features.decode_example(self, example, token_per_repo_id) 1850 def decode_example(self, example: dict, token_per_repo_id: Optional[Dict[str, Union[str, bool, None]]] = None): 1851 """Decode example with custom feature decoding. 1852 1853 Args: (...) 1861 `dict[str, Any]` 1862 """ -> 1864 return { 1865 column_name: decode_nested_example(feature, value, token_per_repo_id=token_per_repo_id) 1866 if self._column_requires_decoding[column_name] 1867 else value 1868 for column_name, (feature, value) in zip_dict( 1869 {key: value for key, value in self.items() if key in example}, example 1870 ) 1871 } File ~/datasets/src/datasets/features/features.py:1865, in <dictcomp>(.0) 1850 def decode_example(self, example: dict, token_per_repo_id: Optional[Dict[str, Union[str, bool, None]]] = None): 1851 """Decode example with custom feature decoding. 1852 1853 Args: (...) 1861 `dict[str, Any]` 1862 """ 1864 return { -> 1865 column_name: decode_nested_example(feature, value, token_per_repo_id=token_per_repo_id) 1866 if self._column_requires_decoding[column_name] 1867 else value 1868 for column_name, (feature, value) in zip_dict( 1869 {key: value for key, value in self.items() if key in example}, example 1870 ) 1871 } File ~/datasets/src/datasets/features/features.py:1308, in decode_nested_example(schema, obj, token_per_repo_id) 1305 elif isinstance(schema, (Audio, Image)): 1306 # we pass the token to read and decode files from private repositories in streaming mode 1307 if obj is not None and schema.decode: -> 1308 return schema.decode_example(obj, token_per_repo_id=token_per_repo_id) 1309 return obj File ~/datasets/src/datasets/features/audio.py:167, in Audio.decode_example(self, value, token_per_repo_id) 162 raise RuntimeError( 163 "Decoding 'opus' files requires system library 'libsndfile'>=1.0.31, " 164 'You can try to update `soundfile` python library: `pip install "soundfile>=0.12.1"`. ' 165 ) 166 elif not config.IS_MP3_SUPPORTED and audio_format == "mp3": --> 167 raise RuntimeError( 168 "Decoding 'mp3' files requires system library 'libsndfile'>=1.1.0, " 169 'You can try to update `soundfile` python library: `pip install "soundfile>=0.12.1"`. ' 170 ) 172 if file is None: 173 token_per_repo_id = token_per_repo_id or {} RuntimeError: Decoding 'mp3' files requires system library 'libsndfile'>=1.1.0, You can try to update `soundfile` python library: `pip install "soundfile>=0.12.1"`. ``` ### Expected behavior Load mp3 files! ### Environment info - `datasets` version: 2.10.2.dev0 - Platform: Linux-5.13.0-1023-gcp-x86_64-with-glibc2.29 - Python version: 3.8.10 - Huggingface_hub version: 0.13.1 - PyArrow version: 11.0.0 - Pandas version: 1.5.3 - Soundfile version: 0.12.1 - Libsndfile version: 1.0.28
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docs: Update num_shards docs to mention num_proc on Dataset and DatasetDict
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2023-03-22T00:12:18Z
2023-03-24T16:43:34Z
2023-03-24T16:36:21Z
CONTRIBUTOR
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Closes #5653 @mariosasko
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Fix `fsspec.open` when using an HTTP proxy
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2023-03-23T14:14:50Z
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CONTRIBUTOR
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Most HTTP(S) downloads from this library support proxy automatically by reading the `HTTP_PROXY` environment variable (et al.) because `requests` is widely used. However, in some parts of the code, `fsspec` is used, which in turn uses `aiohttp` for HTTP(S) requests (as opposed to `requests`), which in turn doesn't support reading proxy env variables by default. This PR enables reading them automatically. Read [aiohttp docs on using proxies](https://docs.aiohttp.org/en/stable/client_advanced.html?highlight=trust_env#proxy-support). For context, [the Python library requests](https://requests.readthedocs.io/en/latest/user/advanced/?highlight=http_proxy#proxies) and [the official Python library via `urllib.urlopen` support this automatically by default](https://docs.python.org/3/library/urllib.request.html#urllib.request.urlopen). Many (most common ones?) programs also do the same, including cURL, APT, Wget, and many others.
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Improve features decoding in to_iterable_dataset
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2023-03-21T14:18:09Z
2023-03-23T13:19:27Z
2023-03-23T13:12:25Z
MEMBER
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Following discussion at https://github.com/huggingface/datasets/pull/5589 Right now `to_iterable_dataset` on images/audio hurts iterable dataset performance a lot (e.g. x4 slower because it encodes+decodes images/audios unnecessarily). I fixed it by providing a generator that yields undecoded examples
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Offset overflow when executing Dataset.map
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2023-03-21T09:33:27Z
2023-03-21T10:32:07Z
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### Describe the bug Hi, I'm trying to use `.map` method to cache multiple random crops from the image to speed up data processing during training, as the image size is too big. The map function executes all iterations, and then returns the following error: ```bash Traceback (most recent call last): File "/home/ubuntu/miniconda3/envs/enhancement/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 3353, in _map_single writer.finalize() # close_stream=bool(buf_writer is None)) # We only close if we are writing in a file File "/home/ubuntu/miniconda3/envs/enhancement/lib/python3.8/site-packages/datasets/arrow_writer.py", line 582, in finalize self.write_examples_on_file() File "/home/ubuntu/miniconda3/envs/enhancement/lib/python3.8/site-packages/datasets/arrow_writer.py", line 446, in write_examples_on_file self.write_batch(batch_examples=batch_examples) File "/home/ubuntu/miniconda3/envs/enhancement/lib/python3.8/site-packages/datasets/arrow_writer.py", line 555, in write_batch self.write_table(pa_table, writer_batch_size) File "/home/ubuntu/miniconda3/envs/enhancement/lib/python3.8/site-packages/datasets/arrow_writer.py", line 567, in write_table pa_table = pa_table.combine_chunks() File "pyarrow/table.pxi", line 3315, in pyarrow.lib.Table.combine_chunks File "pyarrow/error.pxi", line 144, in pyarrow.lib.pyarrow_internal_check_status File "pyarrow/error.pxi", line 100, in pyarrow.lib.check_status pyarrow.lib.ArrowInvalid: offset overflow while concatenating arrays ``` Here is the minimal code (`/home/datasets/DIV2K_train_HR` is just a folder of images that can be replaced by any appropriate): ### Steps to reproduce the bug ```python from glob import glob import torch from datasets import Dataset, Image from torchvision.transforms import PILToTensor, RandomCrop file_paths = glob("/home/datasets/DIV2K_train_HR/*") to_tensor = PILToTensor() crop_transf = RandomCrop(size=256) def prepare_data(example): tensor = to_tensor(example["image"].convert("RGB")) return {"hr": torch.stack([crop_transf(tensor) for _ in range(25)])} train_data = Dataset.from_dict({"image": file_paths}).cast_column("image", Image()) train_data = train_data.map( prepare_data, cache_file_name="/home/datasets/DIV2K_train_HR_crops.tmp", desc="Caching multiple random crops of image", remove_columns="image", ) print(train_data[0].keys(), train_data[0]["hr"].shape) ``` ### Expected behavior Cached file is stored at `"/home/datasets/DIV2K_train_HR_crops.tmp"`, output is `dict_keys(['hr']) torch.Size([25, 3, 256, 256])` ### Environment info - `datasets` version: 2.10.1 - Platform: Linux-5.15.0-67-generic-x86_64-with-glibc2.10 - Python version: 3.8.16 - PyArrow version: 11.0.0 - Pandas version: 1.5.3 - Pytorch version: 2.0.0+cu117 - torchvision version: 0.15.1+cu117
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Doc: save_to_disk, `num_proc` will affect `num_shards`, but it's not documented
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### Describe the bug [`num_proc`](https://huggingface.co/docs/datasets/main/en/package_reference/main_classes#datasets.DatasetDict.save_to_disk.num_proc) will affect `num_shards`, but it's not documented ### Steps to reproduce the bug Nothing to reproduce ### Expected behavior [document of `num_shards`](https://huggingface.co/docs/datasets/main/en/package_reference/main_classes#datasets.DatasetDict.save_to_disk.num_shards) explicitly says that it depends on `max_shard_size`, it should also mention `num_proc`. ### Environment info datasets main document
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Copy features
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2023-03-20T17:17:23Z
2023-03-23T13:19:19Z
2023-03-23T13:12:08Z
MEMBER
null
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Some users (even internally at HF) are doing ```python dset_features = dset.features dset_features.pop(col_to_remove) dset = dset.map(..., features=dset_features) ``` Right now this causes issues because it modifies the features dict in place before the map. In this PR I modified `dset.features` to return a copy of the features, so that users can modify it if they want.
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5,651
expanduser in save_to_disk
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2023-03-20T12:02:18Z
2023-10-27T14:04:37Z
2023-10-27T14:04:37Z
NONE
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### Describe the bug save_to_disk() does not expand `~` 1. `dataset = load_datasets("any dataset")` 2. `dataset.save_to_disk("~/data")` 3. a folder named "~" created in current folder 4. FileNotFoundError is raised, because the expanded path does not exist (`/home/<user>/data`) related issue https://github.com/huggingface/transformers/issues/10628 ### Steps to reproduce the bug As described above. ### Expected behavior expanduser correctly ### Environment info - datasets 2.10.1 - python 3.10
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load_dataset can't work correct with my image data
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2023-03-18T13:59:13Z
2023-07-24T14:13:02Z
2023-07-24T14:13:01Z
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I have about 20000 images in my folder which divided into 4 folders with class names. When i use load_dataset("my_folder_name", split="train") this function create dataset in which there are only 4 images, the remaining 19000 images were not added there. What is the problem and did not understand. Tried converting images and the like but absolutely nothing worked
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5,649
The index column created with .to_sql() is dependent on the batch_size when writing
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2023-03-18T05:25:17Z
2023-06-17T07:01:57Z
2023-06-17T07:01:57Z
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### Describe the bug It seems like the "index" column is designed to be unique? The values are only unique per batch. The SQL index is not a unique index. This can be a problem, for instance, when building a faiss index on a dataset and then trying to match up ids with a sql export. ### Steps to reproduce the bug ``` from datasets import Dataset import sqlite3 db = sqlite3.connect(":memory:") nice_numbers = Dataset.from_dict({"nice_number": range(101,106)}) nice_numbers.to_sql("nice1", db, batch_size=1) nice_numbers.to_sql("nice2", db, batch_size=2) print(db.execute("select * from nice1").fetchall()) # [(0, 101), (0, 102), (0, 103), (0, 104), (0, 105)] print(db.execute("select * from nice2").fetchall()) # [(0, 101), (1, 102), (0, 103), (1, 104), (0, 105)] ``` ### Expected behavior I expected the "index" column to be unique ### Environment info ``` % datasets-cli env Copy-and-paste the text below in your GitHub issue. - `datasets` version: 2.10.1 - Platform: macOS-13.2.1-arm64-arm-64bit - Python version: 3.9.6 - PyArrow version: 7.0.0 - Pandas version: 1.5.2 zsh: segmentation fault datasets-cli env ```
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5,648
flatten_indices doesn't work with pandas format
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2023-03-17T12:44:25Z
2023-03-21T13:12:03Z
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### Describe the bug Hi, I noticed that `flatten_indices` throws an error when the batch format is `pandas`. This is probably due to the fact that flatten_indices uses map internally which doesn't accept dataframes as the transformation function output ### Steps to reproduce the bug tabular_data = pd.DataFrame(np.random.randn(10,10)) tabular_data = datasets.arrow_dataset.Dataset.from_pandas(tabular_data) tabular_data.with_format("pandas").select([0,1,2,3]).flatten_indices() ### Expected behavior No error thrown ### Environment info - `datasets` version: 2.10.1 - Python version: 3.9.5 - PyArrow version: 11.0.0 - Pandas version: 1.4.1
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1,628,225,544
I_kwDODunzps5hDMAI
5,647
Make all print statements optional
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2023-03-16T20:30:07Z
2023-07-21T14:20:25Z
2023-07-21T14:20:24Z
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### Feature request Make all print statements optional to speed up the development ### Motivation Im loading multiple tiny datasets and all the print statements make the loading slower ### Your contribution I can help contribute
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5,646
Allow self as key in `Features`
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2023-03-16T16:17:03Z
2023-03-16T17:21:58Z
2023-03-16T17:14:50Z
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Fix #5641
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I_kwDODunzps5g-7O2
5,645
Datasets map and select(range()) is giving dill error
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2023-03-16T10:01:28Z
2023-03-17T04:24:51Z
2023-03-17T04:24:51Z
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### Describe the bug I'm using Huggingface Datasets library to load the dataset in google colab When I do, > data = train_dataset.select(range(10)) or > train_datasets = train_dataset.map( > process_data_to_model_inputs, > batched=True, > batch_size=batch_size, > remove_columns=["article", "abstract"], > ) I get following error: `module 'dill._dill' has no attribute 'log'` I've tried downgrading the dill version from latest to 0.2.8, but no luck. Stack trace: > --------------------------------------------------------------------------- > ModuleNotFoundError Traceback (most recent call last) > /usr/local/lib/python3.9/dist-packages/datasets/utils/py_utils.py in _no_cache_fields(obj) > 367 try: > --> 368 import transformers as tr > 369 > > ModuleNotFoundError: No module named 'transformers' > > During handling of the above exception, another exception occurred: > > AttributeError Traceback (most recent call last) > 17 frames > <ipython-input-13-dd14813880a6> in <module> > ----> 1 test = train_dataset.select(range(10)) > > /usr/local/lib/python3.9/dist-packages/datasets/arrow_dataset.py in wrapper(*args, **kwargs) > 155 } > 156 # apply actual function > --> 157 out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) > 158 datasets: List["Dataset"] = list(out.values()) if isinstance(out, dict) else [out] > 159 # re-apply format to the output > > /usr/local/lib/python3.9/dist-packages/datasets/fingerprint.py in wrapper(*args, **kwargs) > 155 if kwargs.get(fingerprint_name) is None: > 156 kwargs_for_fingerprint["fingerprint_name"] = fingerprint_name > --> 157 kwargs[fingerprint_name] = update_fingerprint( > 158 self._fingerprint, transform, kwargs_for_fingerprint > 159 ) > > /usr/local/lib/python3.9/dist-packages/datasets/fingerprint.py in update_fingerprint(fingerprint, transform, transform_args) > 103 for key in sorted(transform_args): > 104 hasher.update(key) > --> 105 hasher.update(transform_args[key]) > 106 return hasher.hexdigest() > 107 > > /usr/local/lib/python3.9/dist-packages/datasets/fingerprint.py in update(self, value) > 55 def update(self, value): > 56 self.m.update(f"=={type(value)}==".encode("utf8")) > ---> 57 self.m.update(self.hash(value).encode("utf-8")) > 58 > 59 def hexdigest(self): > > /usr/local/lib/python3.9/dist-packages/datasets/fingerprint.py in hash(cls, value) > 51 return cls.dispatch[type(value)](cls, value) > 52 else: > ---> 53 return cls.hash_default(value) > 54 > 55 def update(self, value): > > /usr/local/lib/python3.9/dist-packages/datasets/fingerprint.py in hash_default(cls, value) > 44 @classmethod > 45 def hash_default(cls, value): > ---> 46 return cls.hash_bytes(dumps(value)) > 47 > 48 @classmethod > > /usr/local/lib/python3.9/dist-packages/datasets/utils/py_utils.py in dumps(obj) > 387 file = StringIO() > 388 with _no_cache_fields(obj): > --> 389 dump(obj, file) > 390 return file.getvalue() > 391 > > /usr/local/lib/python3.9/dist-packages/datasets/utils/py_utils.py in dump(obj, file) > 359 def dump(obj, file): > 360 """pickle an object to a file""" > --> 361 Pickler(file, recurse=True).dump(obj) > 362 return > 363 > > /usr/local/lib/python3.9/dist-packages/dill/_dill.py in dump(self, obj) > 392 return > 393 > --> 394 def load_session(filename='/tmp/session.pkl', main=None): > 395 """update the __main__ module with the state from the session file""" > 396 if main is None: main = _main_module > > /usr/lib/python3.9/pickle.py in dump(self, obj) > 485 if self.proto >= 4: > 486 self.framer.start_framing() > --> 487 self.save(obj) > 488 self.write(STOP) > 489 self.framer.end_framing() > > /usr/local/lib/python3.9/dist-packages/dill/_dill.py in save(self, obj, save_persistent_id) > 386 pickler._byref = False # disable pickling by name reference > 387 pickler._recurse = False # disable pickling recursion for globals > --> 388 pickler._session = True # is best indicator of when pickling a session > 389 pickler.dump(main) > 390 finally: > > /usr/lib/python3.9/pickle.py in save(self, obj, save_persistent_id) > 558 f = self.dispatch.get(t) > 559 if f is not None: > --> 560 f(self, obj) # Call unbound method with explicit self > 561 return > 562 > > /usr/local/lib/python3.9/dist-packages/dill/_dill.py in save_singleton(pickler, obj) > > /usr/lib/python3.9/pickle.py in save_reduce(self, func, args, state, listitems, dictitems, state_setter, obj) > 689 write(NEWOBJ) > 690 else: > --> 691 save(func) > 692 save(args) > 693 write(REDUCE) > > /usr/local/lib/python3.9/dist-packages/dill/_dill.py in save(self, obj, save_persistent_id) > 386 pickler._byref = False # disable pickling by name reference > 387 pickler._recurse = False # disable pickling recursion for globals > --> 388 pickler._session = True # is best indicator of when pickling a session > 389 pickler.dump(main) > 390 finally: > > /usr/lib/python3.9/pickle.py in save(self, obj, save_persistent_id) > 558 f = self.dispatch.get(t) > 559 if f is not None: > --> 560 f(self, obj) # Call unbound method with explicit self > 561 return > 562 > > /usr/local/lib/python3.9/dist-packages/datasets/utils/py_utils.py in save_function(pickler, obj) > 583 dill._dill.log.info("# F1") > 584 else: > --> 585 dill._dill.log.info("F2: %s" % obj) > 586 name = getattr(obj, "__qualname__", getattr(obj, "__name__", None)) > 587 dill._dill.StockPickler.save_global(pickler, obj, name=name) > > AttributeError: module 'dill._dill' has no attribute 'log' ### Steps to reproduce the bug After loading the dataset(eg: https://huggingface.co/datasets/scientific_papers) in google colab do either > data = train_dataset.select(range(10)) or > train_datasets = train_dataset.map( > process_data_to_model_inputs, > batched=True, > batch_size=batch_size, > remove_columns=["article", "abstract"], > ) ### Expected behavior The map and select function should work ### Environment info dataset: https://huggingface.co/datasets/scientific_papers dill = 0.3.6 python= 3.9.16 transformer = 4.2.0
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5,644
Allow direct cast from binary to Audio/Image
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2023-03-15T20:02:54Z
2023-03-16T14:20:44Z
2023-03-16T14:12:55Z
COLLABORATOR
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To address https://github.com/huggingface/datasets/discussions/5593.
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1,626,160,220
PR_kwDODunzps5MI9zO
5,643
Support PyArrow arrays as column values in `from_dict`
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2023-03-15T19:32:40Z
2023-03-16T17:23:06Z
2023-03-16T17:15:40Z
COLLABORATOR
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For consistency with `pa.Table.from_pydict`, which supports both Python lists and PyArrow arrays as column values. "Fixes" https://discuss.huggingface.co/t/pyarrow-lib-floatarray-did-not-recognize-python-value-type-when-inferring-an-arrow-data-type/33417
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PR_kwDODunzps5MIjw9
5,642
Bump hfh to 0.11.0
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2023-03-15T18:26:07Z
2023-03-20T12:34:09Z
2023-03-20T12:26:58Z
MEMBER
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to fix errors like ``` requests.exceptions.HTTPError: 400 Client Error: Bad Request for url: https://hub-ci.huggingface.co/api/datasets/__DUMMY_TRANSFORMERS_USER__/... ``` (e.g. from this [failing CI](https://github.com/huggingface/datasets/actions/runs/4428956210/jobs/7769160997)) 0.11.0 is the current minimum version in `transformers` around 5% of users are currently using versions `<0.11.0`
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Features cannot be named "self"
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2023-03-15T17:16:40Z
2023-03-16T17:14:51Z
2023-03-16T17:14:51Z
NONE
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### Describe the bug Hi, I noticed that we cannot create a HuggingFace dataset from Pandas DataFrame with a column named `self`. The error seems to be coming from arguments validation in the `Features.from_dict` function. ### Steps to reproduce the bug ```python import datasets dummy_pandas = pd.DataFrame([0,1,2,3], columns = ["self"]) datasets.arrow_dataset.Dataset.from_pandas(dummy_pandas) ``` ### Expected behavior No error thrown ### Environment info - `datasets` version: 2.8.0 - Python version: 3.9.5 - PyArrow version: 6.0.1 - Pandas version: 1.4.1
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Less zip false positives
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2023-03-15T16:48:59Z
2023-03-16T13:47:37Z
2023-03-16T13:40:12Z
MEMBER
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`zipfile.is_zipfile` return false positives for some Parquet files. It causes errors when loading certain parquet datasets, where some files are considered ZIP files by `zipfile.is_zipfile` This is a known issue: https://github.com/python/cpython/issues/72680 At first I wanted to rely only on magic numbers, but then I found that someone contributed a [fix to is_zipfile](https://github.com/python/cpython/pull/5053) - do you think we should use it @albertvillanova or not ? IMO it's ok to rely on magic numbers only for now, since in streaming mode we've had no issue checking only the magic number so far. Close https://github.com/huggingface/datasets/issues/5639
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Parquet file wrongly recognized as zip prevents loading a dataset
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2023-03-15T15:20:45Z
2023-03-16T13:40:14Z
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### Describe the bug When trying to `load_dataset_builder` for `HuggingFaceGECLM/StackExchange_Mar2023`, extraction fails, because parquet file [devops-00000-of-00001-22fe902fd8702892.parquet](https://huggingface.co/datasets/HuggingFaceGECLM/StackExchange_Mar2023/resolve/1f8c9a2ab6f7d0f9ae904b8b922e4384592ae1a5/data/devops-00000-of-00001-22fe902fd8702892.parquet) is wrongly identified by python as being a zip not a parquet. (Full thread on [Slack](https://huggingface.slack.com/archives/C02V51Q3800/p1678890880803599)) ### Steps to reproduce the bug ```python from datasets import load_dataset_builder ds = load_dataset_builder("HuggingFaceGECLM/StackExchange_Mar2023") ``` ### Expected behavior Loading the file normally. ### Environment info - `datasets` version: 2.3.2 - Platform: Linux-5.14.0-1058-oem-x86_64-with-glibc2.29 - Python version: 3.8.10 - PyArrow version: 8.0.0 - Pandas version: 1.4.3
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xPath to implement all operations for Path
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2023-03-15T13:47:11Z
2023-03-17T13:21:12Z
2023-03-17T13:21:12Z
CONTRIBUTOR
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### Feature request Current xPath implementation is a great extension of Path in order to work with remote objects. However some methods such as `mkdir` are not implemented correctly. It should instead rely on `fsspec` methods, instead of defaulting do `Path` methods which only work locally. ### Motivation I'm using xPath to interact with remote objects. ### Your contribution I could try to make a PR. I'm a bit unfamiliar with chaining right now.
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I_kwDODunzps5g4AtL
5,637
IterableDataset with_format does not support 'device' keyword for jax
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### Describe the bug As seen here: https://huggingface.co/docs/datasets/use_with_jax dataset.with_format() supports the keyword 'device', to put data on a specific device when loaded as jax. However, when called on an IterableDataset, I got the error `TypeError: with_format() got an unexpected keyword argument 'device'` Looking over the code, it seems IterableDataset support only pytorch and no support for jax device keyword? https://github.com/huggingface/datasets/blob/fc5c84f36684343bff3e424cb0fd1ac5ecdd66da/src/datasets/iterable_dataset.py#L1029 ### Steps to reproduce the bug 1. Load an IterableDataset (tested in streaming mode) 2. Call with_format('jax',device=device) ### Expected behavior I expect to call `with_format('jax', device=device)` as per [documentation](https://huggingface.co/docs/datasets/use_with_jax) without error ### Environment info Tested with installing newest (dev) and also pip release (2.10.1). - `datasets` version: 2.10.2.dev0 - Platform: Linux-5.15.89+-x86_64-with-debian-bullseye-sid - Python version: 3.7.12 - Huggingface_hub version: 0.12.1 - PyArrow version: 11.0.0 - Pandas version: 1.3.5
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5,636
Fix CI: ignore C901 ("some_func" is to complex) in `ruff`
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2023-03-14T15:29:11Z
2023-03-14T16:37:06Z
2023-03-14T16:29:52Z
CONTRIBUTOR
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idk if I should have added this ignore to `ruff` too, but I added :)
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Pass custom metadata filename to Image/Audio folders
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2023-03-14T15:08:16Z
2023-03-22T17:50:31Z
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CONTRIBUTOR
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This is a quick fix. Now it requires to pass data via `data_files` parameters and include a required metadata file there and pass its filename as `metadata_filename` parameter. For example, with the structure like: ``` data images_dir/ im1.jpg im2.jpg ... metadata_dir/ meta_file1.jsonl meta_file2.jsonl ... ``` to load data with `metadata_file1.jsonl` do: ```python ds = load_dataset("imagefolder", data_files=["data/images_dir/**", "data/metadata_dir/meta_file1.jsonl"], metadata_filename="meta_file1.jsonl") ``` Note that if you have multiple splits, metadata file should be specified in each of them in `data_files`, smth like: ```python data_files={ "train": ["data/train/**", "data/metadata_dir/meta_file1.jsonl"], "test": ["data/train/**", "data/metadata_dir/meta_file1.jsonl"] } ```
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Not all progress bars are showing up when they should for downloading dataset
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### Describe the bug During downloading the rotten tomatoes dataset, not all progress bars are displayed properly. This might be related to [this ticket](https://github.com/huggingface/datasets/issues/5117) as it raised the same concern but its not clear if the fix solves this issue too. ipywidgets <img width="1243" alt="image" src="https://user-images.githubusercontent.com/110427462/224851138-13fee5b7-ab51-4883-b96f-1b9808782e3b.png"> tqdm <img width="1251" alt="Screen Shot 2023-03-13 at 3 58 59 PM" src="https://user-images.githubusercontent.com/110427462/224851180-5feb7825-9250-4b1e-ad0c-f3172ac1eb78.png"> ### Steps to reproduce the bug 1. Run this line ``` from datasets import load_dataset rotten_tomatoes = load_dataset("rotten_tomatoes", split="train") ``` ### Expected behavior all progress bars for builder script, metadata, readme, training, validation, and test set ### Environment info requirements.txt ``` aiofiles==22.1.0 aiohttp==3.8.4 aiosignal==1.3.1 aiosqlite==0.18.0 anyio==3.6.2 appnope==0.1.3 argon2-cffi==21.3.0 argon2-cffi-bindings==21.2.0 arrow==1.2.3 asttokens==2.2.1 async-generator==1.10 async-timeout==4.0.2 attrs==22.2.0 Babel==2.12.1 backcall==0.2.0 beautifulsoup4==4.11.2 bleach==6.0.0 brotlipy @ file:///Users/runner/miniforge3/conda-bld/brotlipy_1666764961872/work certifi==2022.12.7 cffi @ file:///Users/runner/miniforge3/conda-bld/cffi_1671179414629/work cfgv==3.3.1 charset-normalizer @ file:///home/conda/feedstock_root/build_artifacts/charset-normalizer_1661170624537/work comm==0.1.2 conda==22.9.0 conda-package-handling @ file:///home/conda/feedstock_root/build_artifacts/conda-package-handling_1669907009957/work conda_package_streaming @ file:///home/conda/feedstock_root/build_artifacts/conda-package-streaming_1669733752472/work coverage==7.2.1 cryptography @ file:///Users/runner/miniforge3/conda-bld/cryptography_1669592251328/work datasets==2.1.0 debugpy==1.6.6 decorator==5.1.1 defusedxml==0.7.1 dill==0.3.6 distlib==0.3.6 distro==1.4.0 entrypoints==0.4 exceptiongroup==1.1.0 executing==1.2.0 fastjsonschema==2.16.3 filelock==3.9.0 flaky==3.7.0 fqdn==1.5.1 frozenlist==1.3.3 fsspec==2023.3.0 huggingface-hub==0.10.1 identify==2.5.18 idna @ file:///home/conda/feedstock_root/build_artifacts/idna_1663625384323/work iniconfig==2.0.0 ipykernel==6.12.1 ipyparallel==8.4.1 ipython==7.32.0 ipython-genutils==0.2.0 ipywidgets==8.0.4 isoduration==20.11.0 jedi==0.18.2 Jinja2==3.1.2 json5==0.9.11 jsonpointer==2.3 jsonschema==4.17.3 jupyter-events==0.6.3 jupyter-ydoc==0.2.2 jupyter_client==8.0.3 jupyter_core==5.2.0 jupyter_server==2.4.0 jupyter_server_fileid==0.8.0 jupyter_server_terminals==0.4.4 jupyter_server_ydoc==0.6.1 jupyterlab==3.6.1 jupyterlab-pygments==0.2.2 jupyterlab-widgets==3.0.5 jupyterlab_server==2.20.0 libmambapy @ file:///Users/runner/miniforge3/conda-bld/mamba-split_1671598370072/work/libmambapy mamba @ file:///Users/runner/miniforge3/conda-bld/mamba-split_1671598370072/work/mamba MarkupSafe==2.1.2 matplotlib-inline==0.1.6 mistune==2.0.5 multidict==6.0.4 multiprocess==0.70.14 nbclassic==0.5.3 nbclient==0.7.2 nbconvert==7.2.9 nbformat==5.7.3 nest-asyncio==1.5.6 nodeenv==1.7.0 notebook==6.5.3 notebook_shim==0.2.2 numpy==1.24.2 outcome==1.2.0 packaging==23.0 pandas==1.5.3 pandocfilters==1.5.0 parso==0.8.3 pexpect==4.8.0 pickleshare==0.7.5 platformdirs==3.0.0 plotly==5.13.1 pluggy==1.0.0 pre-commit==3.1.0 prometheus-client==0.16.0 prompt-toolkit==3.0.38 psutil==5.9.4 ptyprocess==0.7.0 pure-eval==0.2.2 pyarrow==11.0.0 pycosat @ file:///Users/runner/miniforge3/conda-bld/pycosat_1666836580084/work pycparser @ file:///home/conda/feedstock_root/build_artifacts/pycparser_1636257122734/work Pygments==2.14.0 pyOpenSSL @ file:///home/conda/feedstock_root/build_artifacts/pyopenssl_1665350324128/work pyrsistent==0.19.3 PySocks @ file:///home/conda/feedstock_root/build_artifacts/pysocks_1661604839144/work pytest==7.2.1 pytest-asyncio==0.20.3 pytest-cov==4.0.0 pytest-timeout==2.1.0 python-dateutil==2.8.2 python-json-logger==2.0.7 pytz==2022.7.1 PyYAML==6.0 pyzmq==25.0.0 requests @ file:///home/conda/feedstock_root/build_artifacts/requests_1661872987712/work responses==0.18.0 rfc3339-validator==0.1.4 rfc3986-validator==0.1.1 ruamel-yaml-conda @ file:///Users/runner/miniforge3/conda-bld/ruamel_yaml_1666819760545/work Send2Trash==1.8.0 simplegeneric==0.8.1 six==1.16.0 sniffio==1.3.0 sortedcontainers==2.4.0 soupsieve==2.4 stack-data==0.6.2 tenacity==8.2.2 terminado==0.17.1 tinycss2==1.2.1 tomli==2.0.1 toolz @ file:///home/conda/feedstock_root/build_artifacts/toolz_1657485559105/work tornado==6.2 tqdm==4.64.1 traitlets==5.8.1 trio==0.22.0 typing_extensions==4.5.0 uri-template==1.2.0 urllib3 @ file:///home/conda/feedstock_root/build_artifacts/urllib3_1669259737463/work virtualenv==20.19.0 wcwidth==0.2.6 webcolors==1.12 webencodings==0.5.1 websocket-client==1.5.1 widgetsnbextension==4.0.5 xxhash==3.2.0 y-py==0.5.9 yarl==1.8.2 ypy-websocket==0.8.2 zstandard==0.19.0 ```
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Cannot import datasets
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2023-03-13T17:54:19Z
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### Describe the bug Hi, I cannot even import the library :( I installed it by running: ``` $ conda install datasets ``` Then I realized I should maybe use the huggingface channel, because I encountered the error below, so I ran: ``` $ conda remove datasets $ conda install -c huggingface datasets ``` Please see 'steps to reproduce the bug' for the specific error, as steps to reproduce is just importing the library ### Steps to reproduce the bug ``` $ python3 Python 3.8.15 (default, Nov 24 2022, 15:19:38) [GCC 11.2.0] :: Anaconda, Inc. on linux Type "help", "copyright", "credits" or "license" for more information. >>> import datasets Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home/jack/.conda/envs/jack_zpp/lib/python3.8/site-packages/datasets/__init__.py", line 33, in <module> from .arrow_dataset import Dataset, concatenate_datasets File "/home/jack/.conda/envs/jack_zpp/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 59, in <module> from .arrow_reader import ArrowReader File "/home/jack/.conda/envs/jack_zpp/lib/python3.8/site-packages/datasets/arrow_reader.py", line 27, in <module> import pyarrow.parquet as pq File "/home/jack/.conda/envs/jack_zpp/lib/python3.8/site-packages/pyarrow/parquet/__init__.py", line 20, in <module> from .core import * File "/home/jack/.conda/envs/jack_zpp/lib/python3.8/site-packages/pyarrow/parquet/core.py", line 37, in <module> from pyarrow._parquet import (ParquetReader, Statistics, # noqa ImportError: cannot import name 'FileEncryptionProperties' from 'pyarrow._parquet' (/home/jack/.conda/envs/jack_zpp/lib/python3.8/site-packages/pyarrow/_parquet.cpython-38-x86_64-linux-gnu.so) ``` ### Expected behavior I would expect for the statement `import datasets` to cause no error ### Environment info Output of `conda list`: ``` # packages in environment at /home/jack/.conda/envs/pbalawender_zpp: # # Name Version Build Channel _libgcc_mutex 0.1 main _openmp_mutex 5.1 1_gnu abseil-cpp 20210324.2 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terminado 0.17.0 pypi_0 pypi threadpoolctl 3.1.0 pypi_0 pypi tinycss2 1.2.1 pypi_0 pypi tk 8.6.12 h1ccaba5_0 tldextract 3.4.0 pypi_0 pypi tokenizers 0.13.2 pypi_0 pypi tomli 2.0.1 pypi_0 pypi torchvision 0.8.2 py38_cu101 pytorch tornado 6.2 py38h5eee18b_0 tqdm 4.64.1 py38h06a4308_0 traitlets 5.6.0 pypi_0 pypi transformers 4.25.1 pypi_0 pypi tweepy 4.12.1 pypi_0 pypi twisted 22.10.0 pypi_0 pypi twython 3.9.1 pypi_0 pypi typing-extensions 4.4.0 py38h06a4308_0 typing_extensions 4.4.0 py38h06a4308_0 uri-template 1.2.0 pypi_0 pypi uriparser 0.9.3 he6710b0_1 urllib3 1.26.13 pypi_0 pypi utf8proc 2.6.1 h27cfd23_0 w3lib 2.1.0 pypi_0 pypi wandb 0.13.7 pypi_0 pypi wcwidth 0.2.5 pyhd3eb1b0_0 webcolors 1.12 pypi_0 pypi webencodings 0.5.1 pypi_0 pypi websocket-client 1.4.2 pypi_0 pypi werkzeug 2.2.2 py38h06a4308_0 wheel 0.38.4 py38h06a4308_0 widgetsnbextension 4.0.3 py38h06a4308_0 xxhash 0.8.0 h7f8727e_3 xz 5.2.10 h5eee18b_1 y-py 0.5.4 pypi_0 pypi yaml 0.2.5 h7b6447c_0 yarl 1.8.1 py38h5eee18b_0 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Dataset cannot convert too large dictionnary
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### Describe the bug Hello everyone! I tried to build a new dataset with the command "dict_valid = datasets.Dataset.from_dict({'input_values': values_array})". However, I have a very large dataset (~400Go) and it seems that dataset cannot handle this. Indeed, I can create the dataset until a certain size of my dictionnary, and then I have the error "OverflowError: Python int too large to convert to C long". Do you know how to solve this problem? Unfortunately I cannot give a reproductible code because I cannot share a so large file, but you can find the code below (it's a test on only a part of the validation data ~10Go, but it's already the case). Thank you! ### Steps to reproduce the bug SAVE_DIR = './data/' features = h5py.File(SAVE_DIR+'features.hdf5','r') valid_data = features["validation"]["data/features"] v_array_values = [np.float32(item[()]) for item in valid_data.values()] for i in range(len(v_array_values)): v_array_values[i] = v_array_values[i].round(decimals=5) dict_valid = datasets.Dataset.from_dict({'input_values': v_array_values}) ### Expected behavior The code is expected to give me a Huggingface dataset. ### Environment info python: 3.8.15 numpy: 1.22.3 datasets: 2.3.2 pyarrow: 8.0.0
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Custom split names
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2023-03-12T17:21:43Z
2023-03-24T14:13:00Z
2023-03-24T14:13:00Z
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### Feature request Hi, I participated in multiple NLP tasks where there are more than just train, test, validation splits, there could be multiple validation sets or test sets. But it seems currently only those mentioned three splits supported. It would be nice to have the support for more splits on the hub. (currently i can have more splits when I am loading datasets from urls, but not hub) ### Motivation Easier access to more splits ### Your contribution No
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adds early exit if url is `PathLike`
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2023-03-12T11:23:28Z
2023-03-15T11:58:38Z
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Closes #4864 Should fix errors thrown when attempting to load `json` dataset using `pathlib.Path` in `data_files` argument.
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load_dataset gives "403" error when using Financial phrasebank
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2023-03-11T07:46:39Z
2023-03-13T18:27:26Z
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When I try to load this dataset, I receive the following error: ConnectionError: Couldn't reach https://www.researchgate.net/profile/Pekka_Malo/publication/251231364_FinancialPhraseBank-v10/data/0c96051eee4fb1d56e000000/FinancialPhraseBank-v10.zip (error 403) Has this been seen before? Thanks. The website loads when I try to access it manually.
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add kwargs to index search
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2023-03-10T21:24:58Z
2023-03-15T14:48:47Z
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CONTRIBUTOR
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This PR proposes to add kwargs to index search methods. This is particularly useful for setting the timeout of a query on elasticsearch. A typical use case would be: ```python dset.add_elasticsearch_index("filename", es_client=es_client) scores, examples = dset.get_nearest_examples("filename", "my_name-train_29", request_timeout=60) ```
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Unable to load AutoTrain-generated dataset from the hub
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### Describe the bug DatasetGenerationError: An error occurred while generating the dataset -> ValueError: Couldn't cast ... because column names don't match ``` ValueError: Couldn't cast _data_files: list<item: struct<filename: string>> child 0, item: struct<filename: string> child 0, filename: string _fingerprint: string _format_columns: list<item: string> child 0, item: string _format_kwargs: struct<> _format_type: null _indexes: struct<> _output_all_columns: bool _split: null to {'citation': Value(dtype='string', id=None), 'description': Value(dtype='string', id=None), 'features': {'image': {'_type': Value(dtype='string', id=None)}, 'target': {'names': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), '_type': Value(dtype='string', id=None)}}, 'homepage': Value(dtype='string', id=None), 'license': Value(dtype='string', id=None), 'splits': {'train': {'name': Value(dtype='string', id=None), 'num_bytes': Value(dtype='int64', id=None), 'num_examples': Value(dtype='int64', id=None), 'dataset_name': Value(dtype='null', id=None)}}} because column names don't match ``` ### Steps to reproduce the bug Steps to reproduce: 1. `pip install datasets==2.10.1` 2. Attempt to load (private dataset). Note that I'm authenticated via ` huggingface-cli login` ``` from datasets import load_dataset # load dataset dataset = "ijmiller2/autotrain-data-betterbin-vision-10000" dataset = load_dataset(dataset) ``` Here's the full traceback: ```Downloading and preparing dataset json/ijmiller2--autotrain-data-betterbin-vision-10000 to /Users/ian/.cache/huggingface/datasets/ijmiller2___json/ijmiller2--autotrain-data-betterbin-vision-10000-2eae034a9ff8a1a9/0.0.0/0f7e3662623656454fcd2b650f34e886a7db4b9104504885bd462096cc7a9f51... Downloading data files: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 2/2 [00:00<00:00, 2383.80it/s] Extracting data files: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 2/2 [00:00<00:00, 505.95it/s] --------------------------------------------------------------------------- ValueError Traceback (most recent call last) File ~/anaconda3/envs/betterbin/lib/python3.8/site-packages/datasets/builder.py:1874, in ArrowBasedBuilder._prepare_split_single(self, gen_kwargs, fpath, file_format, max_shard_size, job_id) 1868 writer = writer_class( 1869 features=writer._features, 1870 path=fpath.replace("SSSSS", f"{shard_id:05d}").replace("JJJJJ", f"{job_id:05d}"), 1871 storage_options=self._fs.storage_options, 1872 embed_local_files=embed_local_files, 1873 ) -> 1874 writer.write_table(table) 1875 num_examples_progress_update += len(table) File ~/anaconda3/envs/betterbin/lib/python3.8/site-packages/datasets/arrow_writer.py:568, in ArrowWriter.write_table(self, pa_table, writer_batch_size) 567 pa_table = pa_table.combine_chunks() --> 568 pa_table = table_cast(pa_table, self._schema) 569 if self.embed_local_files: File ~/anaconda3/envs/betterbin/lib/python3.8/site-packages/datasets/table.py:2312, in table_cast(table, schema) 2311 if table.schema != schema: -> 2312 return cast_table_to_schema(table, schema) 2313 elif table.schema.metadata != schema.metadata: File ~/anaconda3/envs/betterbin/lib/python3.8/site-packages/datasets/table.py:2270, in cast_table_to_schema(table, schema) 2269 if sorted(table.column_names) != sorted(features): -> 2270 raise ValueError(f"Couldn't cast\n{table.schema}\nto\n{features}\nbecause column names don't match") 2271 arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()] ValueError: Couldn't cast _data_files: list<item: struct<filename: string>> child 0, item: struct<filename: string> child 0, filename: string _fingerprint: string _format_columns: list<item: string> child 0, item: string _format_kwargs: struct<> _format_type: null _indexes: struct<> _output_all_columns: bool _split: null to {'citation': Value(dtype='string', id=None), 'description': Value(dtype='string', id=None), 'features': {'image': {'_type': Value(dtype='string', id=None)}, 'target': {'names': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), '_type': Value(dtype='string', id=None)}}, 'homepage': Value(dtype='string', id=None), 'license': Value(dtype='string', id=None), 'splits': {'train': {'name': Value(dtype='string', id=None), 'num_bytes': Value(dtype='int64', id=None), 'num_examples': Value(dtype='int64', id=None), 'dataset_name': Value(dtype='null', id=None)}}} because column names don't match The above exception was the direct cause of the following exception: DatasetGenerationError Traceback (most recent call last) Input In [8], in <cell line: 6>() 4 # load dataset 5 dataset = "ijmiller2/autotrain-data-betterbin-vision-10000" ----> 6 dataset = load_dataset(dataset) File ~/anaconda3/envs/betterbin/lib/python3.8/site-packages/datasets/load.py:1782, in load_dataset(path, name, data_dir, data_files, split, cache_dir, features, download_config, download_mode, verification_mode, ignore_verifications, keep_in_memory, save_infos, revision, use_auth_token, task, streaming, num_proc, **config_kwargs) 1779 try_from_hf_gcs = path not in _PACKAGED_DATASETS_MODULES 1781 # Download and prepare data -> 1782 builder_instance.download_and_prepare( 1783 download_config=download_config, 1784 download_mode=download_mode, 1785 verification_mode=verification_mode, 1786 try_from_hf_gcs=try_from_hf_gcs, 1787 num_proc=num_proc, 1788 ) 1790 # Build dataset for splits 1791 keep_in_memory = ( 1792 keep_in_memory if keep_in_memory is not None else is_small_dataset(builder_instance.info.dataset_size) 1793 ) File ~/anaconda3/envs/betterbin/lib/python3.8/site-packages/datasets/builder.py:872, in DatasetBuilder.download_and_prepare(self, output_dir, download_config, download_mode, verification_mode, ignore_verifications, try_from_hf_gcs, dl_manager, base_path, use_auth_token, file_format, max_shard_size, num_proc, storage_options, **download_and_prepare_kwargs) 870 if num_proc is not None: 871 prepare_split_kwargs["num_proc"] = num_proc --> 872 self._download_and_prepare( 873 dl_manager=dl_manager, 874 verification_mode=verification_mode, 875 **prepare_split_kwargs, 876 **download_and_prepare_kwargs, 877 ) 878 # Sync info 879 self.info.dataset_size = sum(split.num_bytes for split in self.info.splits.values()) File ~/anaconda3/envs/betterbin/lib/python3.8/site-packages/datasets/builder.py:967, in DatasetBuilder._download_and_prepare(self, dl_manager, verification_mode, **prepare_split_kwargs) 963 split_dict.add(split_generator.split_info) 965 try: 966 # Prepare split will record examples associated to the split --> 967 self._prepare_split(split_generator, **prepare_split_kwargs) 968 except OSError as e: 969 raise OSError( 970 "Cannot find data file. " 971 + (self.manual_download_instructions or "") 972 + "\nOriginal error:\n" 973 + str(e) 974 ) from None File ~/anaconda3/envs/betterbin/lib/python3.8/site-packages/datasets/builder.py:1749, in ArrowBasedBuilder._prepare_split(self, split_generator, file_format, num_proc, max_shard_size) 1747 job_id = 0 1748 with pbar: -> 1749 for job_id, done, content in self._prepare_split_single( 1750 gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args 1751 ): 1752 if done: 1753 result = content File ~/anaconda3/envs/betterbin/lib/python3.8/site-packages/datasets/builder.py:1892, in ArrowBasedBuilder._prepare_split_single(self, gen_kwargs, fpath, file_format, max_shard_size, job_id) 1890 if isinstance(e, SchemaInferenceError) and e.__context__ is not None: 1891 e = e.__context__ -> 1892 raise DatasetGenerationError("An error occurred while generating the dataset") from e 1894 yield job_id, True, (total_num_examples, total_num_bytes, writer._features, num_shards, shard_lengths) DatasetGenerationError: An error occurred while generating the dataset ``` ### Expected behavior I'm ultimately trying to generate my own performance metrics on validation data (before putting an endpoint into production) and so was hoping to load all or at least the validation subset from the hub. I'm expecting the `load_dataset()` function to work as shown in the documentation [here](https://huggingface.co/docs/datasets/loading#hugging-face-hub): ```python dataset = load_dataset( "lhoestq/custom_squad", revision="main" # tag name, or branch name, or commit hash ) ``` ### Environment info - `datasets` version: 2.10.1 - Platform: macOS-13.2.1-arm64-arm-64bit - Python version: 3.8.13 - PyArrow version: 9.0.0 - Pandas version: 1.4.4
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Support streaming datasets with numpy.load
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2023-03-21T06:36:05Z
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Support streaming datasets with `numpy.load`. See: https://huggingface.co/datasets/qgallouedec/gia_dataset/discussions/1
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Allow "jsonl" data type signifier
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2023-03-10T13:21:48Z
2023-03-11T10:35:39Z
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CONTRIBUTOR
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### Feature request `load_dataset` currently does not accept `jsonl` as type but only `json`. ### Motivation I was working with one of the `run_translation` scripts and used my own datasets (`.jsonl`) as train_dataset. But the default code did not work because ``` FileNotFoundError: Couldn't find a dataset script at jsonl\jsonl.py or any data file in the same directory. Couldn't find 'jsonl' on the Hugging Face Hub either: FileNotFoundError: Dataset 'jsonl' doesn't exist on the Hub. If the repo is private or gated, make sure to log in with `huggingface-cli login`. ``` The reason is because the script has these lines to extract the data type by its extension. Therefore, the derived type is `jsonl` which is not recognized by datasets as the error above shows. https://github.com/huggingface/transformers/blob/ade26bf9912f69e2110137443e4406d7dbe253e7/examples/pytorch/translation/run_translation.py#L342-L356 I suppose you could argue that this is the script's fault (in which case I'll do a PR over at `transformers`) but it makes sense to me to add `jsonl` as an alias to `json` in `datasets`. ### Your contribution At the moment I cannot work on this. I think it can be as "easy" as having an alias for json, namely jsonl.
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glue datasets returning -1 for test split
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### Describe the bug Downloading any dataset from GLUE has -1 as class labels for test split. Train and validation have regular 0/1 class labels. This is also present in the dataset card online. ### Steps to reproduce the bug ``` dataset = load_dataset("glue", "sst2") for d in dataset: # prints out -1 print(d["label"] ``` ### Expected behavior Expected behavior should be 0/1 instead of -1. ### Environment info - `datasets` version: 2.4.0 - Platform: Linux-5.15.0-46-generic-x86_64-with-glibc2.17 - Python version: 3.8.16 - PyArrow version: 8.0.0 - Pandas version: 1.5.3
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Remove set_access_token usage + fail tests if FutureWarning
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`set_access_token` is deprecated and will be removed in `huggingface_hub>=0.14`. This PR removes it from the tests (it was not used in `datasets` source code itself). FYI, it was not needed since `set_access_token` was just setting git credentials and `datasets` doesn't seem to use git anywhere. In the future, use `set_git_credential` if needed. It is a git-credential-agnostic helper, i.e. you can store your git token in `git-credential-cache`, `git-credential-store`, `osxkeychain`, etc. The legacy `set_access_token` could only set in `git-credential-store` no matter the user preference. (for context, I found out about this while working on https://github.com/huggingface/huggingface_hub/pull/1381) --- In addition to this, I have added ``` filterwarnings = error::FutureWarning:huggingface_hub* ``` to the `setup.cfg` config file to fail on future warnings from `huggingface_hub`. In `hfh`'s CI we trigger on FutureWarning from any package but it's less robust (any package update leads can lead to a failure). No obligation to keep it like that (I can remove it if you prefer) but I think it's a good idea in order to track future FutureWarnings. FYI, in `huggingface_hub` tests we use `-Werror::FutureWarning --log-cli-level=INFO -sv --durations=0` - FutureWarning are processed as error - verbose mode / INFO logs (and above) are captured for easier debugging in github report - track each test duration, just to see where we can improve. We have a quite long CI (~10min) so it helped improve that.
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Update README template to better template
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Adding Oracle Cloud to docs
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Adding Oracle Cloud's fsspec implementation to the list of supported cloud storage providers.
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5,620
Bump pyarrow to 8.0.0
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2023-03-07T13:31:53Z
2023-03-08T14:01:27Z
2023-03-08T13:54:22Z
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Fix those for Pandas 2.0 (tested [here](https://github.com/huggingface/datasets/actions/runs/4346221280/jobs/7592010397) with pandas==2.0.0.rc0): ```python =========================== short test summary info ============================ FAILED tests/test_arrow_dataset.py::BaseDatasetTest::test_to_parquet_in_memory - ImportError: Unable to find a usable engine; tried using: 'pyarrow', 'fastparquet'. A suitable version of pyarrow or fastparquet is required for parquet support. Trying to import the above resulted in these errors: - Pandas requires version '7.0.0' or newer of 'pyarrow' (version '6.0.1' currently installed). - Missing optional dependency 'fastparquet'. fastparquet is required for parquet support. Use pip or conda to install fastparquet. FAILED tests/test_arrow_dataset.py::BaseDatasetTest::test_to_parquet_on_disk - ImportError: Unable to find a usable engine; tried using: 'pyarrow', 'fastparquet'. A suitable version of pyarrow or fastparquet is required for parquet support. Trying to import the above resulted in these errors: - Pandas requires version '7.0.0' or newer of 'pyarrow' (version '6.0.1' currently installed). - Missing optional dependency 'fastparquet'. fastparquet is required for parquet support. Use pip or conda to install fastparquet. ===== 2 failed, 2137 passed, 18 skipped, 32 warnings in 212.76s (0:03:32) ====== ``` EDIT: also for performance - with 8.0 we can use `.to_reader()`
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5,619
unpin fsspec
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2023-03-07T13:22:41Z
2023-03-07T13:47:01Z
2023-03-07T13:39:02Z
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close https://github.com/huggingface/datasets/issues/5618
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Unpin fsspec < 2023.3.0 once issue fixed
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2023-03-07T08:41:51Z
2023-03-07T13:39:03Z
2023-03-07T13:39:03Z
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Unpin `fsspec` upper version once root cause of our CI break is fixed. See: - #5614
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Fix CI by temporarily pinning fsspec < 2023.3.0
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2023-03-07T08:18:20Z
2023-03-07T08:44:55Z
2023-03-07T08:37:28Z
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As a hotfix for our CI, temporarily pin `fsspec`: Fix #5616. Until root cause is fixed, see: - #5614
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CI is broken after fsspec-2023.3.0 release
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2023-03-07T08:06:39Z
2023-03-07T08:37:29Z
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As reported by @lhoestq, our CI is broken after `fsspec` 2023.3.0 release: ``` FAILED tests/test_filesystem.py::test_compression_filesystems[Bz2FileSystem] - AssertionError: assert [{'created': ...: False, ...}] == ['file.txt'] At index 0 diff: {'name': 'file.txt', 'size': 70, 'type': 'file', 'created': 1678175677.1887748, 'islink': False, 'mode': 33188, 'uid': 1001, 'gid': 123, 'mtime': 1678175677.1887748, 'ino': 286957, 'nlink': 1} != 'file.txt' Full diff: [ - 'file.txt', + {'created': 1678175677.1887748, + 'gid': 123, + 'ino': 286957, + 'islink': False, + 'mode': 33188, + 'mtime': 1678175677.1887748, + 'name': 'file.txt', + 'nlink': 1, + 'size': 70, + 'type': 'file', + 'uid': 1001}, ] ``` Also: ``` FAILED tests/test_filesystem.py::test_compression_filesystems[GzipFileSystem] - AssertionError: assert [{'created': ...: False, ...}] == ['file.txt'] FAILED tests/test_filesystem.py::test_compression_filesystems[Lz4FileSystem] - AssertionError: assert [{'created': ...: False, ...}] == ['file.txt'] FAILED tests/test_filesystem.py::test_compression_filesystems[XzFileSystem] - AssertionError: assert [{'created': ...: False, ...}] == ['file.txt'] FAILED tests/test_filesystem.py::test_compression_filesystems[ZstdFileSystem] - AssertionError: assert [{'created': ...: False, ...}] == ['file.txt'] ===== 5 failed, 2134 passed, 18 skipped, 38 warnings in 157.21s (0:02:37) ====== ``` See: - fsspec/filesystem_spec#1205
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IterableDataset.add_column is unable to accept another IterableDataset as a parameter.
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### Describe the bug `IterableDataset.add_column` occurs an exception when passing another `IterableDataset` as a parameter. The method seems to accept only eager evaluated values. https://github.com/huggingface/datasets/blob/35b789e8f6826b6b5a6b48fcc2416c890a1f326a/src/datasets/iterable_dataset.py#L1388-L1391 I wrote codes below to make it. ```py def add_column(dataset: IterableDataset, name: str, add_dataset: IterableDataset, key: str) -> IterableDataset: iter_add_dataset = iter(add_dataset) def add_column_fn(example): if name in example: raise ValueError(f"Error when adding {name}: column {name} is already in the dataset.") return {name: next(iter_add_dataset)[key]} return dataset.map(add_column_fn) ``` Is there other way to do it? Or is it intended? ### Steps to reproduce the bug Thie codes below occurs `NotImplementedError` ```py from datasets import IterableDataset def gen(num): yield {f"col{num}": 1} yield {f"col{num}": 2} yield {f"col{num}": 3} ids1 = IterableDataset.from_generator(gen, gen_kwargs={"num": 1}) ids2 = IterableDataset.from_generator(gen, gen_kwargs={"num": 2}) new_ids = ids1.add_column("new_col", ids1) for row in new_ids: print(row) ``` ### Expected behavior `IterableDataset.add_column` is able to task `IterableDataset` and lazy evaluated values as a parameter since IterableDataset is lazy evalued. ### Environment info - `datasets` version: 2.8.0 - Platform: Linux-3.10.0-1160.36.2.el7.x86_64-x86_64-with-glibc2.17 - Python version: 3.9.7 - PyArrow version: 11.0.0 - Pandas version: 1.5.3
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Fix archive fs test
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2023-03-06T17:28:09Z
2023-03-07T13:27:50Z
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1,611,875,473
I_kwDODunzps5gE0SR
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Version mismatch with multiprocess and dill on Python 3.10
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2023-03-06T17:14:41Z
2024-04-05T20:13:52Z
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### Describe the bug Grabbing the latest version of `datasets` and `apache-beam` with `poetry` using Python 3.10 gives a crash at runtime. The crash is ``` File "/Users/adpauls/sc/git/DSI-transformers/data/NQ/create_NQ_train_vali.py", line 1, in <module> import datasets File "/Users/adpauls/Library/Caches/pypoetry/virtualenvs/yyy-oPbZ7mKM-py3.10/lib/python3.10/site-packages/datasets/__init__.py", line 43, in <module> from .arrow_dataset import Dataset File "/Users/adpauls/Library/Caches/pypoetry/virtualenvs/yyy-oPbZ7mKM-py3.10/lib/python3.10/site-packages/datasets/arrow_dataset.py", line 65, in <module> from .arrow_reader import ArrowReader File "/Users/adpauls/Library/Caches/pypoetry/virtualenvs/yyy-oPbZ7mKM-py3.10/lib/python3.10/site-packages/datasets/arrow_reader.py", line 30, in <module> from .download.download_config import DownloadConfig File "/Users/adpauls/Library/Caches/pypoetry/virtualenvs/yyy-oPbZ7mKM-py3.10/lib/python3.10/site-packages/datasets/download/__init__.py", line 9, in <module> from .download_manager import DownloadManager, DownloadMode File "/Users/adpauls/Library/Caches/pypoetry/virtualenvs/yyy-oPbZ7mKM-py3.10/lib/python3.10/site-packages/datasets/download/download_manager.py", line 35, in <module> from ..utils.py_utils import NestedDataStructure, map_nested, size_str File "/Users/adpauls/Library/Caches/pypoetry/virtualenvs/yyy-oPbZ7mKM-py3.10/lib/python3.10/site-packages/datasets/utils/py_utils.py", line 40, in <module> import multiprocess.pool File "/Users/adpauls/Library/Caches/pypoetry/virtualenvs/yyy-oPbZ7mKM-py3.10/lib/python3.10/site-packages/multiprocess/pool.py", line 609, in <module> class ThreadPool(Pool): File "/Users/adpauls/Library/Caches/pypoetry/virtualenvs/yyy-oPbZ7mKM-py3.10/lib/python3.10/site-packages/multiprocess/pool.py", line 611, in ThreadPool from .dummy import Process File "/Users/adpauls/Library/Caches/pypoetry/virtualenvs/yyy-oPbZ7mKM-py3.10/lib/python3.10/site-packages/multiprocess/dummy/__init__.py", line 87, in <module> class Condition(threading._Condition): AttributeError: module 'threading' has no attribute '_Condition'. Did you mean: 'Condition'? ``` I think this is a bad interaction of versions from `dill`, `multiprocess`, `apache-beam`, and `threading` from the Python (3.10) standard lib. Upgrading `multiprocess` to a version that does not crash like this is not possible because `apache-beam` pins `dill` to and old version: ``` Because multiprocess (0.70.10) depends on dill (>=0.3.2) and apache-beam (2.45.0) depends on dill (>=0.3.1.1,<0.3.2), multiprocess (0.70.10) is incompatible with apache-beam (2.45.0). And because no versions of apache-beam match >2.45.0,<3.0.0, multiprocess (0.70.10) is incompatible with apache-beam (>=2.45.0,<3.0.0). So, because yyy depends on both apache-beam (^2.45.0) and multiprocess (0.70.10), version solving failed. ``` Perhaps it is not right to file a bug here, but I'm not totally sure whose fault it is. And in any case, this is an immediate blocker to using `datasets` out of the box. Possibly related to https://github.com/huggingface/datasets/issues/5232. ### Steps to reproduce the bug Steps to reproduce: 1. Make a poetry project with this configuration ``` [tool.poetry] name = "yyy" version = "0.1.0" description = "" authors = ["Adam Pauls <[email protected]>"] readme = "README.md" packages = [{ include = "xxx" }] [tool.poetry.dependencies] python = ">=3.10,<3.11" datasets = "^2.10.1" apache-beam = "^2.45.0" [build-system] requires = ["poetry-core"] build-backend = "poetry.core.masonry.api" ``` 2. `poetry install`. 3. `poetry run python -c "import datasets"`. ### Expected behavior Script runs. ### Environment info Python 3.10. Here are the versions installed by `poetry`: ``` β€’β€’ Installing frozenlist (1.3.3) β€’ Installing idna (3.4) β€’ Installing multidict (6.0.4) β€’ Installing aiosignal (1.3.1) β€’ Installing async-timeout (4.0.2) β€’ Installing attrs (22.2.0) β€’ Installing certifi (2022.12.7) β€’ Installing charset-normalizer (3.1.0) β€’ Installing six (1.16.0) β€’ Installing urllib3 (1.26.14) β€’ Installing yarl (1.8.2) β€’ Installing aiohttp (3.8.4) β€’ Installing dill (0.3.1.1) β€’ Installing docopt (0.6.2) β€’ Installing filelock (3.9.0) β€’ Installing numpy (1.22.4) β€’ Installing pyparsing (3.0.9) β€’ Installing protobuf (3.19.4) β€’ Installing packaging (23.0) β€’ Installing python-dateutil (2.8.2) β€’ Installing pytz (2022.7.1) β€’ Installing pyyaml (6.0) β€’ Installing requests (2.28.2) β€’ Installing tqdm (4.65.0) β€’ Installing typing-extensions (4.5.0) β€’ Installing cloudpickle (2.2.1) β€’ Installing crcmod (1.7) β€’ Installing fastavro (1.7.2) β€’ Installing fasteners (0.18) β€’ Installing fsspec (2023.3.0) β€’ Installing grpcio (1.51.3) β€’ Installing hdfs (2.7.0) β€’ Installing httplib2 (0.20.4) β€’ Installing huggingface-hub (0.12.1) β€’ Installing multiprocess (0.70.9) β€’ Installing objsize (0.6.1) β€’ Installing orjson (3.8.7) β€’ Installing pandas (1.5.3) β€’ Installing proto-plus (1.22.2) β€’ Installing pyarrow (9.0.0) β€’ Installing pydot (1.4.2) β€’ Installing pymongo (3.13.0) β€’ Installing regex (2022.10.31) β€’ Installing responses (0.18.0) β€’ Installing xxhash (3.2.0) β€’ Installing zstandard (0.20.0) β€’ Installing apache-beam (2.45.0) β€’ Installing datasets (2.10.1) ```
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1,611,262,510
I_kwDODunzps5gCeou
5,612
Arrow map type in parquet files unsupported
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2023-03-06T12:03:24Z
2024-03-15T18:56:12Z
null
CONTRIBUTOR
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### Describe the bug When I try to load parquet files that were processed with Spark, I get the following issue: `ValueError: Arrow type map<string, string ('warc_headers')> does not have a datasets dtype equivalent.` Strangely, loading the dataset with `streaming=True` solves the issue. ### Steps to reproduce the bug The dataset is private, but this can be reproduced with any dataset that has Arrow maps. ### Expected behavior Loading the dataset no matter whether streaming is True or not. ### Environment info - `datasets` version: 2.10.1 - Platform: Linux-5.15.0-1029-gcp-x86_64-with-glibc2.31 - Python version: 3.10.7 - PyArrow version: 8.0.0 - Pandas version: 1.4.2
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1,611,197,906
PR_kwDODunzps5LW2Lx
5,611
add Dataset.to_list
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2023-03-06T11:21:57Z
2023-03-27T13:34:19Z
2023-03-27T13:26:38Z
CONTRIBUTOR
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close https://github.com/huggingface/datasets/issues/5606 This PR is for adding the `Dataset.to_list` method. Thank you in advance.
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1,610,698,006
I_kwDODunzps5gAU0W
5,610
use datasets streaming mode in trainer ddp mode cause memory leak
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2023-03-06T05:26:49Z
2024-03-07T01:11:32Z
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### Describe the bug use datasets streaming mode in trainer ddp mode cause memory leak ### Steps to reproduce the bug import os import time import datetime import sys import numpy as np import random import torch from torch.utils.data import Dataset, DataLoader, random_split, RandomSampler, SequentialSampler,DistributedSampler,BatchSampler torch.manual_seed(42) from transformers import GPT2LMHeadModel, GPT2Tokenizer, GPT2Config, GPT2Model,DataCollatorForLanguageModeling,AutoModelForCausalLM from transformers import AdamW, get_linear_schedule_with_warmup hf_model_path ='./Wenzhong-GPT2-110M' tokenizer = GPT2Tokenizer.from_pretrained(hf_model_path) tokenizer.add_special_tokens({'pad_token': '<|pad|>'}) from datasets import load_dataset gpus=8 max_len = 576 batch_size_node = 17 save_step = 5000 gradient_accumulation = 2 dataloader_num = 4 max_step = 351000*1000//batch_size_node//gradient_accumulation//gpus #max_step = -1 print("total_step:%d"%(max_step)) import datasets datasets.version dataset = load_dataset("text", data_files="./gpt_data_v1/*",split='train',cache_dir='./dataset_cache',streaming=True) print('load over') shuffled_dataset = dataset.shuffle(seed=42) print('shuffle over') def dataset_tokener(example,max_lenth=max_len): example['text'] = list(map(lambda x : x.strip()+'<|endoftext|>',example['text'] )) return tokenizer(example['text'], truncation=True, max_length=max_lenth, padding="longest") new_new_dataset = shuffled_dataset.map(dataset_tokener, batched=True, remove_columns=["text"]) print('map over') configuration = GPT2Config.from_pretrained(hf_model_path, output_hidden_states=False) model = AutoModelForCausalLM.from_pretrained(hf_model_path) model.resize_token_embeddings(len(tokenizer)) seed_val = 42 random.seed(seed_val) np.random.seed(seed_val) torch.manual_seed(seed_val) torch.cuda.manual_seed_all(seed_val) from transformers import Trainer,TrainingArguments import os print("strat train") training_args = TrainingArguments(output_dir="./test_trainer", num_train_epochs=1.0, report_to="none", do_train=True, dataloader_num_workers=dataloader_num, local_rank=int(os.environ.get('LOCAL_RANK', -1)), overwrite_output_dir=True, logging_strategy='steps', logging_first_step=True, logging_dir="./logs", log_on_each_node=False, per_device_train_batch_size=batch_size_node, warmup_ratio=0.03, save_steps=save_step, save_total_limit=5, gradient_accumulation_steps=gradient_accumulation, max_steps=max_step, disable_tqdm=False, data_seed=42 ) trainer = Trainer( model=model, args=training_args, train_dataset=new_new_dataset, eval_dataset=None, tokenizer=tokenizer, data_collator=DataCollatorForLanguageModeling(tokenizer,mlm=False), #compute_metrics=compute_metrics if training_args.do_eval and not is_torch_tpu_available() else None, #preprocess_logits_for_metrics=preprocess_logits_for_metrics #if training_args.do_eval and not is_torch_tpu_available() #else None, ) trainer.train(resume_from_checkpoint=True) ### Expected behavior use the train code uppper my dataset ./gpt_data_v1 have 1000 files, each file size is 120mb start cmd is : python -m torch.distributed.launch --nproc_per_node=8 my_train.py here is result: ![image](https://user-images.githubusercontent.com/15223544/223026042-1a81489f-897a-43e4-8339-65a202fd5dc7.png) here is memory usage monitor in 12 hours ![image](https://user-images.githubusercontent.com/15223544/223027076-14e32e8b-9608-4282-9a80-f15d0277026d.png) every dataloader work allocate over 24gb cpu memory according to memory usage monitor in 12 hours,sometime small memory releases, but total memory usage is increase. i think datasets streaming mode should not used so much memery,so maybe somewhere has memory leak. ### Environment info pytorch 1.11.0 py 3.8 cuda 11.3 transformers 4.26.1 datasets 2.9.0
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1,610,062,862
I_kwDODunzps5f95wO
5,609
`load_from_disk` vs `load_dataset` performance.
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2023-03-05T05:27:15Z
2023-07-13T18:48:05Z
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### Describe the bug I have downloaded `openwebtext` (~12GB) and filtered out a small amount of junk (it's still huge). Now, I would like to use this filtered version for future work. It seems I have two choices: 1. Use `load_dataset` each time, relying on the cache mechanism, and re-run my filtering. 2. `save_to_disk` and then use `load_from_disk` to load the filtered version. The performance of these two approaches is wildly different: * Using `load_dataset` takes about 20 seconds to load the dataset, and a few seconds to re-filter (thanks to the brilliant filter/map caching) * Using `load_from_disk` takes 14 minutes! And the second time I tried, the session just crashed (on a machine with 32GB of RAM) I don't know if you'd call this a bug, but it seems like there shouldn't need to be two methods to load from disk, or that they should not take such wildly different amounts of time, or that one should not crash. Or maybe that the docs could offer some guidance about when to pick which method and why two methods exist, or just how do most people do it? Something I couldn't work out from reading the docs was this: can I modify a dataset from the hub, save it (locally) and use `load_dataset` to load it? This [post seemed to suggest that the answer is no](https://discuss.huggingface.co/t/save-and-load-datasets/9260). ### Steps to reproduce the bug See above ### Expected behavior Load times should be about the same. ### Environment info - `datasets` version: 2.9.0 - Platform: Linux-5.10.102.1-microsoft-standard-WSL2-x86_64-with-glibc2.31 - Python version: 3.10.8 - PyArrow version: 11.0.0 - Pandas version: 1.5.3
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I_kwDODunzps5f9pkT
5,608
audiofolder only creates dataset of 13 rows (files) when the data folder it's reading from has 20,000 mp3 files.
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2023-03-05T00:14:45Z
2023-03-12T00:02:57Z
2023-03-12T00:02:57Z
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### Describe the bug x = load_dataset("audiofolder", data_dir="x") When running this, x is a dataset of 13 rows (files) when it should be 20,000 rows (files) as the data_dir "x" has 20,000 mp3 files. Does anyone know what could possibly cause this (naming convention of mp3 files, etc.) ### Steps to reproduce the bug x = load_dataset("audiofolder", data_dir="x") ### Expected behavior x = load_dataset("audiofolder", data_dir="x") should create a dataset of 20,000 rows (files). ### Environment info - `datasets` version: 2.9.0 - Platform: Linux-3.10.0-1160.80.1.el7.x86_64-x86_64-with-glibc2.17 - Python version: 3.9.16 - PyArrow version: 11.0.0 - Pandas version: 1.5.3
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Fix outdated `verification_mode` values
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2023-03-03T19:50:29Z
2023-03-09T17:34:13Z
2023-03-09T17:27:07Z
CONTRIBUTOR
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~I think it makes sense not to save `dataset_info.json` file to a dataset cache directory when loading dataset with `verification_mode="no_checks"` because otherwise when next time the dataset is loaded **without** `verification_mode="no_checks"`, it will be loaded successfully, despite some values in info might not correspond to the ones in the repo which was the reason for using `verification_mode="no_checks"` first.~ Updated values of `verification_mode` to the current ones in some places ("none" -> "no_checks", "all" -> "all_checks")
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Add `Dataset.to_list` to the API
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2023-03-03T16:17:10Z
2023-03-27T13:26:40Z
2023-03-27T13:26:40Z
COLLABORATOR
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Since there is `Dataset.from_list` in the API, we should also add `Dataset.to_list` to be consistent. Regarding the implementation, we can re-use `Dataset.to_dict`'s code and replace the `to_pydict` calls with `to_pylist`.
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5,605
Update README logo
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2023-03-03T15:46:31Z
2023-03-03T21:57:18Z
2023-03-03T21:50:17Z
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1,608,304,775
I_kwDODunzps5f3MiH
5,604
Problems with downloading The Pile
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2023-03-03T09:52:08Z
2023-10-14T02:15:52Z
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### Describe the bug The downloads in the screenshot seem to be interrupted after some time and the last download throws a "Read timed out" error. ![image](https://user-images.githubusercontent.com/11065386/222687870-ec5fcb65-84e8-467d-9593-4ad7bdac4d50.png) Here are the downloaded files: ![image](https://user-images.githubusercontent.com/11065386/222688200-454c2288-49e5-4682-96e6-1eb69aca0852.png) They should be all 14GB like here (https://the-eye.eu/public/AI/pile/train/). Alternatively, can I somehow download the files by myself and use the datasets preparing script? ### Steps to reproduce the bug dataset = load_dataset('the_pile', split='train', cache_dir='F:\datasets') ### Expected behavior The files should be downloaded correctly. ### Environment info - `datasets` version: 2.10.1 - Platform: Windows-10-10.0.22623-SP0 - Python version: 3.10.5 - PyArrow version: 9.0.0 - Pandas version: 1.4.2
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5,603
Don't compute checksums if not necessary in `datasets-cli test`
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2023-03-03T15:45:32Z
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we only need them if there exists a `dataset_infos.json`
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PR_kwDODunzps5LJGfa
5,602
Return dict structure if columns are lists - to_tf_dataset
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2023-03-02T15:51:12Z
2023-04-12T15:54:53Z
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CONTRIBUTOR
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This PR introduces new logic to `to_tf_dataset` affecting the returned data structure, enabling a dictionary structure to be returned, even if only one feature column is selected. If the passed in `columns` or `label_cols` to `to_tf_dataset` are a list, they are returned as a dictionary, respectively. If they are a string, the tensor is returned. An outline of the behaviour: ``` dataset,to_tf_dataset(columns=["col_1"], label_cols="col_2") # ({'col_1': col_1}, col_2} dataset,to_tf_dataset(columns="col1", label_cols="col_2") # (col1, col2) dataset,to_tf_dataset(columns="col1") # col1 dataset,to_tf_dataset(columns=["col_1"], labels=["col_2"]) # ({'col1': tensor}, {'col2': tensor}} dataset,to_tf_dataset(columns="col_1", labels=["col_2"]) # (col1, {'col2': tensor}} ``` ## Motivation Currently, when calling `to_tf_dataset`, the returned dataset will always return a tuple structure if a single feature column is used. This can cause issues when calling `model.fit` on models which train without labels e.g. [TFVitMAEForPreTraining](https://github.com/huggingface/transformers/blob/b6f47b539377ac1fd845c7adb4ccaa5eb514e126/src/transformers/models/vit_mae/modeling_vit_mae.py#L849). Specifically, [this line](https://github.com/huggingface/transformers/blob/d9e28d91a8b2d09b51a33155d3a03ad9fcfcbd1f/src/transformers/modeling_tf_utils.py#L1521) where it's assumed the input `x` is a dictionary if there is no label. ## Example Previous behaviour ```python In [1]: import tensorflow as tf ...: from datasets import load_dataset ...: ...: ...: def transform(batch): ...: def _transform_img(img): ...: img = img.convert("RGB") ...: img = tf.keras.utils.img_to_array(img) ...: img = tf.image.resize(img, (224, 224)) ...: img /= 255.0 ...: img = tf.transpose(img, perm=[2, 0, 1]) ...: return img ...: batch['pixel_values'] = [_transform_img(pil_img) for pil_img in batch['img']] ...: return batch ...: ...: ...: def collate_fn(examples): ...: pixel_values = tf.stack([example["pixel_values"] for example in examples]) ...: return {"pixel_values": pixel_values} ...: ...: ...: dataset = load_dataset('cifar10')['train'] ...: dataset = dataset.with_transform(transform) ...: dataset.to_tf_dataset(batch_size=8, columns=['pixel_values'], collate_fn=collate_fn) Out[1]: <PrefetchDataset element_spec=TensorSpec(shape=(None, 3, 224, 224), dtype=tf.float32, name=None)> ``` New behaviour ```python In [1]: import tensorflow as tf ...: from datasets import load_dataset ...: ...: ...: def transform(batch): ...: def _transform_img(img): ...: img = img.convert("RGB") ...: img = tf.keras.utils.img_to_array(img) ...: img = tf.image.resize(img, (224, 224)) ...: img /= 255.0 ...: img = tf.transpose(img, perm=[2, 0, 1]) ...: return img ...: batch['pixel_values'] = [_transform_img(pil_img) for pil_img in batch['img']] ...: return batch ...: ...: ...: def collate_fn(examples): ...: pixel_values = tf.stack([example["pixel_values"] for example in examples]) ...: return {"pixel_values": pixel_values} ...: ...: ...: dataset = load_dataset('cifar10')['train'] ...: dataset = dataset.with_transform(transform) ...: dataset.to_tf_dataset(batch_size=8, columns=['pixel_values'], collate_fn=collate_fn) Out[1]: <PrefetchDataset element_spec={'pixel_values': TensorSpec(shape=(None, 3, 224, 224), dtype=tf.float32, name=None)}> ```
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I_kwDODunzps5fxBUY
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Authorization error
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2023-03-14T16:55:35Z
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### Describe the bug Get `Authorization error` when try to push data into hugginface datasets hub. ### Steps to reproduce the bug I did all steps in the [tutorial](https://huggingface.co/docs/datasets/share), 1. `huggingface-cli login` with WRITE token 2. `git lfs install` 3. `git clone https://huggingface.co/datasets/namespace/your_dataset_name` 4. ``` cp /somewhere/data/*.json . git lfs track *.json git add .gitattributes git add *.json git commit -m "add json files" ``` but when I execute `git push` I got the error: ``` Uploading LFS objects: 0% (0/1), 0 B | 0 B/s, done. batch response: Authorization error. error: failed to push some refs to 'https://huggingface.co/datasets/zeusfsx/ukrainian-news' ``` Size of data ~100Gb. I have five json files - different parts. ### Expected behavior All my data pushed into hub ### Environment info - `datasets` version: 2.10.1 - Platform: macOS-13.2.1-arm64-arm-64bit - Python version: 3.10.10 - PyArrow version: 11.0.0 - Pandas version: 1.5.3
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Dataloader getitem not working for DreamboothDatasets
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2023-03-13T17:59:35Z
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### Describe the bug Dataloader getitem is not working as before (see example of [DreamboothDatasets](https://github.com/huggingface/peft/blob/main/examples/lora_dreambooth/train_dreambooth.py#L451C14-L529)) moving Datasets to 2.8.0 solved the issue. ### Steps to reproduce the bug 1- using DreamBoothDataset to load some images 2- error after loading when trying to visualise the images ### Expected behavior I was expecting a numpy array of the image ### Environment info - Platform: Linux-5.10.147+-x86_64-with-glibc2.29 - Python version: 3.8.10 - PyArrow version: 9.0.0 - Pandas version: 1.3.5
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Fix push_to_hub with no dataset_infos
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2023-03-01T13:54:06Z
2023-03-02T13:47:13Z
2023-03-02T13:40:17Z
MEMBER
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As reported in https://github.com/vijaydwivedi75/lrgb/issues/10, `push_to_hub` fails if the remote repository already exists and has a README.md without `dataset_info` in the YAML tags cc @clefourrier
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in-place dataset update
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2023-03-01T12:58:18Z
2023-03-02T13:30:41Z
2023-03-02T03:47:00Z
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### Motivation For the circumstance that I creat an empty `Dataset` and keep appending new rows into it, I found that it leads to creating a new dataset at each call. It looks quite memory-consuming. I just wonder if there is any more efficient way to do this. ```python from datasets import Dataset ds = Dataset.from_list([]) ds.add_item({'a': [1, 2, 3], 'b': 4}) print(ds) >>> Dataset({ >>> features: [], >>> num_rows: 0 >>> }) ds = ds.add_item({'a': [1, 2, 3], 'b': 4}) print(ds) >>> Dataset({ >>> features: ['a', 'b'], >>> num_rows: 1 >>> }) ``` ### Feature request Call for in-place dataset update functions, that update the existing `Dataset` in place without creating a new copy. The interface is supposed to keep the same style as PyTorch, such as the in-place version of a `function` is named `function_`. For example, the in-pace version of `add_item`, i.e., `add_item_`, immediately updates the `Dataset`. ```python from datasets import Dataset ds = Dataset.from_list([]) ds.add_item({'a': [1, 2, 3], 'b': 4}) print(ds) >>> Dataset({ >>> features: [], >>> num_rows: 0 >>> }) ds.add_item_({'a': [1, 2, 3], 'b': 4}) print(ds) >>> Dataset({ >>> features: ['a', 'b'], >>> num_rows: 1 >>> }) ``` ### Related Functions * `.map` * `.filter` * `.add_item`
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[TypeError: Couldn't cast array of type] Can only load a subset of the dataset
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2023-03-01T12:53:08Z
2023-12-05T03:22:00Z
2023-03-02T11:12:11Z
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### Describe the bug I'm trying to load this [dataset](https://huggingface.co/datasets/bigcode-data/the-stack-gh-issues) which consists of jsonl files and I get the following error: ``` casted_values = _c(array.values, feature[0]) File "/opt/conda/lib/python3.7/site-packages/datasets/table.py", line 1839, in wrapper return func(array, *args, **kwargs) File "/opt/conda/lib/python3.7/site-packages/datasets/table.py", line 2132, in cast_array_to_feature raise TypeError(f"Couldn't cast array of type\n{array.type}\nto\n{feature}") TypeError: Couldn't cast array of type struct<type: string, action: string, datetime: timestamp[s], author: string, title: string, description: string, comment_id: int64, comment: string, labels: list<item: string>> to {'type': Value(dtype='string', id=None), 'action': Value(dtype='string', id=None), 'datetime': Value(dtype='timestamp[s]', id=None), 'author': Value(dtype='string', id=None), 'title': Value(dtype='string', id=None), 'description': Value(dtype='string', id=None), 'comment_id': Value(dtype='int64', id=None), 'comment': Value(dtype='string', id=None)} ``` But I can succesfully load a subset of the dataset, for example this works: ```python ds = load_dataset('bigcode-data/the-stack-gh-issues', split="train", data_files=[f"data/data-{x}.jsonl" for x in range(10)]) ``` and `ds.features` returns: ``` {'repo': Value(dtype='string', id=None), 'org': Value(dtype='string', id=None), 'issue_id': Value(dtype='int64', id=None), 'issue_number': Value(dtype='int64', id=None), 'pull_request': {'user_login': Value(dtype='string', id=None), 'repo': Value(dtype='string', id=None), 'number': Value(dtype='int64', id=None)}, 'events': [{'type': Value(dtype='string', id=None), 'action': Value(dtype='string', id=None), 'datetime': Value(dtype='timestamp[s]', id=None), 'author': Value(dtype='string', id=None), 'title': Value(dtype='string', id=None), 'description': Value(dtype='string', id=None), 'comment_id': Value(dtype='int64', id=None), 'comment': Value(dtype='string', id=None)}]} ``` So I'm not sure if there's an issue with just some of the files. Grateful if you have any suggestions to fix the issue. Side note: I saw this related [issue](https://github.com/huggingface/datasets/issues/3637) and tried to write a loading script to have `events` as a `Sequence` and not `list` [here](https://huggingface.co/datasets/bigcode-data/the-stack-gh-issues/blob/main/loading.py) (the script was renamed). It worked with a subset locally but doesn't for the remote dataset it can't find https://huggingface.co/datasets/bigcode-data/the-stack-gh-issues/resolve/main/data. ### Steps to reproduce the bug ```python from datasets import load_dataset ds = load_dataset('bigcode-data/the-stack-gh-issues', split="train") ``` ### Expected behavior Load the entire dataset succesfully. ### Environment info - `datasets` version: 2.10.1 - Platform: Linux-4.19.0-23-cloud-amd64-x86_64-with-debian-10.13 - Python version: 3.7.12 - PyArrow version: 9.0.0 - Pandas version: 1.3.4
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Unpins sqlAlchemy
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2023-03-01T01:33:45Z
2023-04-04T08:20:19Z
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Closes #5477
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Error while downloading the xtreme udpos dataset
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### Describe the bug Hi, I am facing an error while downloading the xtreme udpos dataset using load_dataset. I have datasets 2.10.1 installed ```Downloading and preparing dataset xtreme/udpos.Arabic to /compute/tir-1-18/skhanuja/multilingual_ft/cache/data/xtreme/udpos.Arabic/1.0.0/29f5d57a48779f37ccb75cb8708d1095448aad0713b425bdc1ff9a4a128a56e4... Downloading data: 16%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 56.9M/355M [03:11<16:43, 297kB/s] Generating train split: 0%| | 0/6075 [00:00<?, ? examples/s]Traceback (most recent call last): File "/home/skhanuja/miniconda3/envs/multilingual_ft/lib/python3.10/site-packages/datasets/builder.py", line 1608, in _prepare_split_single for key, record in generator: File "/home/skhanuja/.cache/huggingface/modules/datasets_modules/datasets/xtreme/29f5d57a48779f37ccb75cb8708d1095448aad0713b425bdc1ff9a4a128a56e4/xtreme.py", line 732, in _generate_examples yield from UdposParser.generate_examples(config=self.config, filepath=filepath, **kwargs) File "/home/skhanuja/.cache/huggingface/modules/datasets_modules/datasets/xtreme/29f5d57a48779f37ccb75cb8708d1095448aad0713b425bdc1ff9a4a128a56e4/xtreme.py", line 921, in generate_examples for path, file in filepath: File "/home/skhanuja/miniconda3/envs/multilingual_ft/lib/python3.10/site-packages/datasets/download/download_manager.py", line 158, in __iter__ yield from self.generator(*self.args, **self.kwargs) File "/home/skhanuja/miniconda3/envs/multilingual_ft/lib/python3.10/site-packages/datasets/download/download_manager.py", line 211, in _iter_from_path yield from cls._iter_tar(f) File "/home/skhanuja/miniconda3/envs/multilingual_ft/lib/python3.10/site-packages/datasets/download/download_manager.py", line 167, in _iter_tar for tarinfo in stream: File "/home/skhanuja/miniconda3/envs/multilingual_ft/lib/python3.10/tarfile.py", line 2475, in __iter__ tarinfo = self.next() File "/home/skhanuja/miniconda3/envs/multilingual_ft/lib/python3.10/tarfile.py", line 2344, in next raise ReadError("unexpected end of data") tarfile.ReadError: unexpected end of data The above exception was the direct cause of the following exception: Traceback (most recent call last): File "/home/skhanuja/Optimal-Resource-Allocation-for-Multilingual-Finetuning/src/train_al.py", line 855, in <module> main() File "/home/skhanuja/Optimal-Resource-Allocation-for-Multilingual-Finetuning/src/train_al.py", line 487, in main train_dataset = load_dataset(dataset_name, source_language, split="train", cache_dir=args.cache_dir, download_mode="force_redownload") File "/home/skhanuja/miniconda3/envs/multilingual_ft/lib/python3.10/site-packages/datasets/load.py", line 1782, in load_dataset builder_instance.download_and_prepare( File "/home/skhanuja/miniconda3/envs/multilingual_ft/lib/python3.10/site-packages/datasets/builder.py", line 872, in download_and_prepare self._download_and_prepare( File "/home/skhanuja/miniconda3/envs/multilingual_ft/lib/python3.10/site-packages/datasets/builder.py", line 1649, in _download_and_prepare super()._download_and_prepare( File "/home/skhanuja/miniconda3/envs/multilingual_ft/lib/python3.10/site-packages/datasets/builder.py", line 967, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/home/skhanuja/miniconda3/envs/multilingual_ft/lib/python3.10/site-packages/datasets/builder.py", line 1488, in _prepare_split for job_id, done, content in self._prepare_split_single( File "/home/skhanuja/miniconda3/envs/multilingual_ft/lib/python3.10/site-packages/datasets/builder.py", line 1644, in _prepare_split_single raise DatasetGenerationError("An error occurred while generating the dataset") from e datasets.builder.DatasetGenerationError: An error occurred while generating the dataset ``` ### Steps to reproduce the bug ``` train_dataset = load_dataset('xtreme', 'udpos.English', split="train", cache_dir=args.cache_dir, download_mode="force_redownload") ``` ### Expected behavior Download the udpos dataset ### Environment info - `datasets` version: 2.10.1 - Platform: Linux-3.10.0-957.1.3.el7.x86_64-x86_64-with-glibc2.17 - Python version: 3.10.8 - PyArrow version: 10.0.1 - Pandas version: 1.5.2
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2023-02-28T18:42:37Z
2023-02-28T19:26:33Z
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Fixes #5581 to use the correct output for the `set_format` method.
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