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4,623
Loading MNIST as Pytorch Dataset
## Describe the bug Conversion of MNIST dataset to pytorch fails with bug ## Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset("mnist", split="train") dataset.set_format('torch') dataset[0] print() ``` ## Expected results Expect to see torch tensors image and l...
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false
[ "Hi ! We haven't implemented the conversion from images data to PyTorch tensors yet I think\r\n\r\ncc @mariosasko ", "So I understand:\r\n\r\nset_format() does not properly do the conversion to pytorch tensors from PIL images.\r\n\r\nSo that someone who stumbles on this can use the package:\r\n\r\n```python\r\nda...
4,622
Fix ImageFolder with parameters drop_metadata=True and drop_labels=False (when metadata.jsonl is present)
Will fix #4621 ImageFolder raises `KeyError: 'label'` with params `drop_metadata=True` and `drop_labels=False` (if there is at least one metadata.jsonl file a data directory). This happens because metadata files are collected inside `analyze()` function regardless of `drop_metadata` value. And then the following co...
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "@lhoestq @mariosasko pls take a look at https://github.com/huggingface/datasets/pull/4622/commits/769e4c046a5bd5e3a4dbd09cfad1f4cf60677869. I modified `_generate_examples()` according to the same logic too: removed checking if `metad...
4,621
ImageFolder raises an error with parameters drop_metadata=True and drop_labels=False when metadata.jsonl is present
## Describe the bug If you pass `drop_metadata=True` and `drop_labels=False` when a `data_dir` contains at least one `matadata.jsonl` file, you will get a KeyError. This is probably not a very useful case but we shouldn't get an error anyway. Asking users to move metadata files manually outside `data_dir` or pass fe...
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false
[]
4,620
Data type is not recognized when using datetime.time
## Describe the bug Creating a dataset from a pandas dataframe with `datetime.time` format generates an error. ## Steps to reproduce the bug ```python import pandas as pd from datetime import time from datasets import Dataset df = pd.DataFrame({"feature_name": [time(1, 1, 1)]}) dataset = Dataset.from_pandas...
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false
[ "cc @mariosasko ", "Hi, thanks for reporting! I'm investigating the issue." ]
4,619
np arrays get turned into native lists
## Describe the bug When attaching an `np.array` field, it seems that it automatically gets turned into a list (see below). Why is this happening? Could it lose precision? Is there a way to make sure this doesn't happen? ## Steps to reproduce the bug ```python >>> import datasets, numpy as np >>> dataset = datas...
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false
[ "If you add the line `dataset2.set_format('np')` before calling `dataset2[0]['tmp']` it should return `np.ndarray`.\r\nI believe internally it will not store it as a list, it is only returning a list when you index it.\r\n\r\n```\r\nIn [1]: import datasets, numpy as np\r\nIn [2]: dataset = datasets.load_dataset(\"g...
4,618
contribute data loading for object detection datasets with yolo data format
**Is your feature request related to a problem? Please describe.** At the moment, HF datasets loads [image classification datasets](https://huggingface.co/docs/datasets/image_process) out-of-the-box. There could be a data loader for loading standard object detection datasets ([original discussion here](https://hugging...
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false
[ "Hi! The `imagefolder` script is already quite complex, so a standalone script sounds better. Also, I suggest we create an org on the Hub (e.g. `hf-loaders`) and store such scripts there for easier maintenance rather than having them as packaged modules (IMO only very generic loaders should be packaged). WDYT @lhoe...
4,615
Fix `embed_storage` on features inside lists/sequences
Add a dedicated function for embed_storage to always preserve the embedded/casted arrays (and to have more control over `embed_storage` in general). Fix #4591 ~~(Waiting for #4608 to be merged to mark this PR as ready for review - required for fixing `xgetsize` in private repos)~~ Done!
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,614
Ensure ConcatenationTable.cast uses target_schema metadata
Currently, `ConcatenationTable.cast` does not use target_schema metadata when casting subtables. This causes an issue when using cast_column and the underlying table is a ConcatenationTable. Code example of where issue arrises: ``` from datasets import Dataset, Image column1 = [0, 1] image_paths = ['/images/im...
[]
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true
[ "Hi @lhoestq, Thanks for the detailed comment. I've tested the suggested approach and can confirm it works for the testcase outlined above! The PR is updated with the changes.", "_The documentation is not available anymore as the PR was closed or merged._" ]
4,613
Align/fix license metadata info
fix bad "other-*" licenses and add the corresponding "license_details" when relevant
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "Thank you thank you! Let's merge and pray? 😱 ", "I just need to add `license_details` to the validator and yup we can merge" ]
4,612
Release 2.3.0 broke custom iterable datasets
## Describe the bug Trying to iterate examples from custom iterable dataset fails to bug introduced in `torch_iterable_dataset.py` since the release of 2.3.0. ## Steps to reproduce the bug ```python next(iter(custom_iterable_dataset)) ``` ## Expected results `next(iter(custom_iterable_dataset))` should retu...
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false
[ "Apparently, `fsspec` does not allow access to attribute-based modules anymore, such as `fsspec.async`.\r\n\r\nHowever, this is a fairly simple fix:\r\n- Change the import to: `from fsspec import asyn`;\r\n- Change line 18 to: `asyn.iothread[0] = None`;\r\n- Change line 19 to `asyn.loop[0] = None`.", "Hi! I think...
4,611
Preserve member order by MockDownloadManager.iter_archive
Currently, `MockDownloadManager.iter_archive` yields paths to archive members in an order given by `path.rglob("*")`, which migh not be the same order as in the original archive. See issue in: - https://github.com/huggingface/datasets/pull/4579#issuecomment-1172135027 This PR fixes the order of the members yield...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,610
codeparrot/github-code failing to load
## Describe the bug codeparrot/github-code fails to load with a `TypeError: get_patterns_in_dataset_repository() missing 1 required positional argument: 'base_path'` ## Steps to reproduce the bug ```python from datasets import load_dataset ``` ## Expected results loaded dataset object ## Actual results `...
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false
[ "I believe the issue is in `codeparrot/github-code`. `base_path` param is missing - https://huggingface.co/datasets/codeparrot/github-code/blob/main/github-code.py#L169\r\n\r\nFunction definition has changed.\r\nhttps://github.com/huggingface/datasets/blob/0e1c629cfb9f9ba124537ba294a0ec451584da5f/src/datasets/data_...
4,609
librispeech dataset has to download whole subset when specifing the split to use
## Describe the bug librispeech dataset has to download whole subset when specifing the split to use ## Steps to reproduce the bug see below # Sample code to reproduce the bug ``` !pip install datasets from datasets import load_dataset raw_dataset = load_dataset("librispeech_asr", "clean", split="train.100") ...
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false
[ "Hi! You can use streaming to fetch only a subset of the data:\r\n```python\r\nraw_dataset = load_dataset(\"librispeech_asr\", \"clean\", split=\"train.100\", streaming=True)\r\n```\r\nAlso, we plan to make it possible to download a particular split in the non-streaming mode, but this task is not easy due to how ou...
4,608
Fix xisfile, xgetsize, xisdir, xlistdir in private repo
`xisfile` is working in a private repository when passing a chained URL to a file inside an archive, e.g. `zip://a.txt::https://huggingface/datasets/username/dataset_name/resolve/main/data.zip`. However it's not working when passing a simple file `https://huggingface/datasets/username/dataset_name/resolve/main/data.zip...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "Added tests for xisfile, xgetsize, xlistdir and xglob for private repos, and also tests for xwalk that was untested" ]
4,607
Align more metadata with other repo types (models,spaces)
see also associated PR on the `datasets-tagging` Space: https://huggingface.co/spaces/huggingface/datasets-tagging/discussions/2 (to merge after this one is merged)
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "I just set a default value (None) for the deprecated licenses and languages fields, which should fix most of the CI failures.\r\n\r\nNote that the CI should still be red because you edited many dataset cards and they're still missing...
4,606
evaluation result changes after `datasets` version change
## Describe the bug evaluation result changes after `datasets` version change ## Steps to reproduce the bug 1. Train a model on WikiAnn 2. reload the ckpt -> test accuracy becomes same as eval accuracy 3. such behavior is gone after downgrading `datasets` https://colab.research.google.com/drive/1kYz7-aZRGdaya...
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false
[ "Hi! The GH/no-namespace datasets versioning is synced with the version of the `datasets` lib, which means that the `wikiann` script was modified between the two compared versions. In this scenario, you can ensure reproducibility by pinning the script version, which is done by passing `revision=\"x.y.z\"` (e.g. `re...
4,605
Dataset Viewer issue for boris/gis_filtered
### Link https://huggingface.co/datasets/boris/gis_filtered/viewer/boris--gis_filtered/train ### Description When I try to access this from the website I get this error: Status code: 400 Exception: ClientResponseError Message: 401, message='Unauthorized', url=URL('https://huggingface.co/datase...
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false
[ "Yes, this dataset is \"gated\": you first have to go to https://huggingface.co/datasets/boris/gis_filtered and click \"Access repository\" (if you accept to share your contact information with the repository authors).", "I already did that, it returns error when using streaming", "Oh, sorry, I misread. Looking...
4,604
Update CI Windows orb
This PR tries to fix recurrent random CI failures on Windows. After 2 runs, it seems to have fixed the issue. Fix #4603.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,603
CI fails recurrently and randomly on Windows
As reported by @lhoestq, The windows CI is currently flaky: some dependencies like `aiobotocore`, `multiprocess` and `seqeval` sometimes fail to install. In particular it seems that building the wheels fail. Here is an example of logs: ``` Building wheel for seqeval (setup.py): started Running command 'C:\to...
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false
[]
4,602
Upgrade setuptools in windows CI
The windows CI is currently flaky: some dependencies like aiobotocore, multiprocess and seqeval sometimes fail to install. In particular it seems that building the wheels fail. Here is an example of logs ``` Building wheel for seqeval (setup.py): started Running command 'C:\tools\miniconda3\envs\py37\python.exe...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,601
Upgrade pip in WIN CI
The windows CI is currently flaky: some dependencies like aiobotocore, multiprocess and seqeval sometimes fail to install. In particular it seems that building the wheels fail. Here is an example of logs ``` Building wheel for seqeval (setup.py): started Running command 'C:\tools\miniconda3\envs\py37\python.exe...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "It failed terribly" ]
4,600
Remove multiple config section
This PR removes docs for a future feature and redirects to #4578 instead. See this [discussion](https://huggingface.slack.com/archives/C034N0A7H09/p1656107063801969) for more details :)
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,599
Smooth-BLEU bug fixed
Hi, the current implementation of smooth-BLEU contains a bug: it smoothes unigrams as well. Consequently, when both the reference and translation consist of totally different tokens, it anyway returns a non-zero value (please see the attached image). This however contradicts the source paper suggesting the smoot...
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true
[ "Thanks @Aktsvigun for your fix.\r\n\r\nHowever, metrics in `datasets` are in deprecation mode:\r\n- #4739\r\n\r\nYou should transfer this PR to the `evaluate` library: https://github.com/huggingface/evaluate\r\n\r\nJust for context, here the link to the PR by @Aktsvigun on tensorflow/nmt:\r\n- https://github.com/t...
4,598
Host financial_phrasebank data on the Hub
Fix #4597.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,597
Streaming issue for financial_phrasebank
### Link https://huggingface.co/datasets/financial_phrasebank/viewer/sentences_allagree/train ### Description As reported by a community member using [AutoTrain Evaluate](https://huggingface.co/spaces/autoevaluate/model-evaluator/discussions/5#62bc217436d0e5d316a768f0), there seems to be a problem streaming this dat...
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[ "cc @huggingface/datasets: it seems like https://www.researchgate.net/ is flaky for datasets hosting (I put the \"hosted-on-google-drive\" tag since it's the same kind of issue I think)", "Let's see if their license allows hosting their data on the Hub.", "License is Creative Commons Attribution-NonCommercial-S...
4,596
Dataset Viewer issue for universal_dependencies
### Link https://huggingface.co/datasets/universal_dependencies ### Description invalid json response body at https://datasets-server.huggingface.co/splits?dataset=universal_dependencies reason: Unexpected token I in JSON at position 0 ### Owner _No response_
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[ "Thanks, looking at it!", "Finally fixed! We updated the dataset viewer and it fixed the issue.\r\n\r\nhttps://huggingface.co/datasets/universal_dependencies/viewer/aqz_tudet/train\r\n\r\n<img width=\"1561\" alt=\"Capture d’écran 2022-09-07 aΜ€ 13 29 18\" src=\"https://user-images.githubusercontent.com/1676121/18...
4,595
Dataset Viewer issue with False positive PII redaction
### Link https://huggingface.co/datasets/cakiki/rosetta-code ### Description Hello, I just noticed an entry being redacted that shouldn't have been: `RootMeanSquare@Range[10]` is being displayed as `[email protected][10]` ### Owner _No response_
[]
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false
[ "The value is in the data, it's not an issue with the \"dataset-viewer\".\r\n\r\n<img width=\"1161\" alt=\"Capture d’écran 2022-06-29 aΜ€ 10 25 51\" src=\"https://user-images.githubusercontent.com/1676121/176389325-4d2a9a7f-1583-45b8-aa7a-960ffaa6a36a.png\">\r\n\r\n Maybe open a PR: https://huggingface.co/datasets/...
4,594
load_from_disk suggests incorrect fix when used to load DatasetDict
Edit: Please feel free to remove this issue. The problem was not the error message but the fact that the DatasetDict.load_from_disk does not support loading nested splits, i.e. if one of the splits is itself a DatasetDict. If nesting splits is an antipattern, perhaps the load_from_disk function can throw a warning indi...
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[]
4,593
Fix error message when using load_from_disk to load DatasetDict
Issue #4594 Issue: When `datasets.load_from_disk` is wrongly used to load a `DatasetDict`, the error message suggests using `datasets.load_from_disk`, which is the same function that generated the error. Fix: The appropriate function which should be suggested instead is `datasets.dataset_dict.load_from_disk`. Chan...
[]
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true
[]
4,592
Issue with jalFaizy/detect_chess_pieces when running datasets-cli test
### Link https://huggingface.co/datasets/jalFaizy/detect_chess_pieces ### Description I am trying to write a appropriate data loader for [a custom dataset](https://huggingface.co/datasets/jalFaizy/detect_chess_pieces) using [this script](https://huggingface.co/datasets/jalFaizy/detect_chess_pieces/blob/main/detect_c...
[]
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false
[ "Hi @faizankshaikh\r\n\r\nPlease note that we have recently launched the Community feature, specifically targeted to create Discussions (about issues/questions/asking-for-help) on each Dataset on the Hub:\r\n- Blog post: https://huggingface.co/blog/community-update\r\n- Docs: https://huggingface.co/docs/hub/reposit...
4,591
Can't push Images to hub with manual Dataset
## Describe the bug If I create a dataset including an 'Image' feature manually, when pushing to hub decoded images are not pushed, instead it looks for image where image local path is/used to be. This doesn't (at least didn't used to) happen with imagefolder. I want to build dataset manually because it is compli...
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false
[ "Hi, thanks for reporting! This issue stems from the changes introduced in https://github.com/huggingface/datasets/pull/4282 (cc @lhoestq), in which list casts are ignored if they don't change the list type (required to preserve `null` values). And `push_to_hub` does a special cast to embed external image files but...
4,590
Generalize meta_path json file creation in load.py [#4540]
# What does this PR do? ## Summary *In function `_copy_script_and_other_resources_in_importable_dir`, using string split when generating `meta_path` throws error in the edge case raised in #4540.* ## Additions - ## Changes - Changed meta_path to use `os.path.splitext` instead of using `str.split` to gener...
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "@albertvillanova, Can you please review this PR for Issue #4540 ", "@lhoestq Thank you for merging the PR . Is there a slack channel for contributing to the datasets library. I would love to work on the library and make meaningfu...
4,589
Permission denied: '/home/.cache' when load_dataset with local script
null
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false
[]
4,588
Host head_qa data on the Hub and fix NonMatchingChecksumError
This PR: - Hosts head_qa data on the Hub instead of Google Drive - Fixes NonMatchingChecksumError Fix https://huggingface.co/datasets/head_qa/discussions/1
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "Hi @albertvillanova ! Thanks for the fix ;)\r\nCan I safely checkout from this branch to build `datasets` or it is preferable to wait until all CI tests pass?\r\nThanks πŸ™ ", "@younesbelkada we have just merged this PR." ]
4,587
Validate new_fingerprint passed by user
Users can pass the dataset fingerprint they want in `map` and other dataset transforms. However the fingerprint is used to name cache files so we need to make sure it doesn't contain bad characters as mentioned in https://github.com/huggingface/datasets/issues/1718, and that it's not too long
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,586
Host pn_summary data on the Hub instead of Google Drive
Fix #4581.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,585
Host multi_news data on the Hub instead of Google Drive
Host data files of multi_news dataset on the Hub. They were on Google Drive. Fix #4580.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,584
Add binary classification task IDs
As a precursor to aligning the task IDs in `datasets` and AutoTrain, we need a way to distinguish binary vs multiclass vs multilabel classification. This PR adds binary classification to the task IDs to enable this. Related AutoTrain issue: https://github.com/huggingface/autonlp-backend/issues/597 cc @abhishek...
[]
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true
[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4584). All of your documentation changes will be reflected on that endpoint.", "> Awesome thanks ! Can you add it to https://github.com/huggingface/hub-docs/blob/main/js/src/lib/interfaces/Types.ts first please ? This is where ...
4,583
<code> implementation of FLAC support using torchaudio
I had added Audio FLAC support with torchaudio given that Librosa and SoundFile can give problems. Also, FLAC is been used as audio from https://mlcommons.org/en/peoples-speech/
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true
[]
4,582
add_column should preserve _indexes
https://github.com/huggingface/datasets/issues/3769#issuecomment-1167146126 doing `.add_column("x",x_data)` also removed any `_indexes` on the dataset, decided this shouldn't be the case. This was because `add_column` was creating a new `Dataset(...)` and wasn't possible to pass indexes on init. with this PR now...
[]
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true
[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4582). All of your documentation changes will be reflected on that endpoint." ]
4,581
Dataset Viewer issue for pn_summary
### Link https://huggingface.co/datasets/pn_summary/viewer/1.0.0/validation ### Description Getting an index error on the `validation` and `test` splits: ``` Server error Status code: 400 Exception: IndexError Message: list index out of range ``` ### Owner No
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[ "linked to https://github.com/huggingface/datasets/issues/4580#issuecomment-1168373066?", "Note that I refreshed twice this dataset, and I still have (another) error on one of the splits\r\n\r\n```\r\nStatus code: 400\r\nException: ClientResponseError\r\nMessage: 403, message='Forbidden', url=URL('htt...
4,580
Dataset Viewer issue for multi_news
### Link https://huggingface.co/datasets/multi_news ### Description Not sure what the index error is referring to here: ``` Status code: 400 Exception: IndexError Message: list index out of range ``` ### Owner No
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false
[ "Thanks for reporting, @lewtun.\r\n\r\nI forced the refreshing of the preview and it worked OK for train and validation splits.\r\n\r\nI guess the error has to do with the data files being hosted at Google Drive: this gives errors when requested automatically using scripts.\r\nWe should host them to fix the error. ...
4,579
Support streaming cfq dataset
Support streaming cfq dataset.
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "@lhoestq I've been refactoring a little the code:\r\n- Use less RAM by loading only the required samples: only if its index is in the splits file\r\n- Start yielding \"earlier\" in streaming mode: for each `split_idx`:\r\n - either ...
4,578
[Multi Configs] Use directories to differentiate between subsets/configurations
Currently to define several subsets/configurations of your dataset, you need to use a dataset script. However it would be nice to have a no-code way to to this. For example we could specify different configurations of a dataset (for example, if a dataset contains different languages) with one directory per confi...
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[ "I want to be able to create folders in a model.", "How to set new split names, instead of train/test/validation? For example, I have a local dataset, consists of several subsets, named \"A\", \"B\", and \"C\". How can I create a huggingface dataset, with splits A/B/C ?\r\n\r\nThe document in https://huggingface....
4,577
Add authentication tip to `load_dataset`
Add an authentication tip similar to the one in transformers' `PreTrainedModel.from_pretrained` to `load_dataset`/`load_dataset_builder`.
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,576
Include `metadata.jsonl` in resolved data files
Include `metadata.jsonl` in resolved data files. Fix #4548 @lhoestq ~~https://github.com/huggingface/datasets/commit/d94336d30eef17fc9abc67f67fa1c139661f4e75 adds support for metadata files placed at the root, and https://github.com/huggingface/datasets/commit/4d20618ea7a19bc143ddc5fdff9d79e671fcbb95 accounts fo...
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "I still don't know if the way we implemented data files resolution could support the metadata.jsonl file without bad side effects for the other packaged builders. In particular here if you have a folder of csv/parquet/whatever files ...
4,575
Problem about wmt17 zh-en dataset
It seems that in subset casia2015, some samples are like `{'c[hn]':'xxx', 'en': 'aa'}`. So when using `data = load_dataset('wmt17', "zh-en")` to load the wmt17 zh-en dataset, which will raise the exception: ``` Traceback (most recent call last): File "train.py", line 78, in <module> data = load_dataset(args....
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[ "Running into the same error with `wmt17/zh-en`, `wmt18/zh-en` and `wmt19/zh-en`.", "@albertvillanova @lhoestq Could you take a look at this issue?", "@winterfell2021 Hi, I wonder where the code you provided should be added. I tried to add them in the `datasets/table.py` in `array_cast` function, however, the '...
4,574
Support streaming mlsum dataset
Support streaming mlsum dataset. This PR: - pins `fsspec` min version with fixed BlockSizeError: `fsspec[http]>=2021.11.1` - https://github.com/fsspec/filesystem_spec/pull/830 - unpins `s3fs==2021.08.1` to align it with `fsspec` requirement: `s3fs>=2021.11.1` > s3fs 2021.8.1 requires fsspec==2021.08.1 - s...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "After unpinning `s3fs` and pinning `fsspec[http]>=2021.11.1`, the CI installs\r\n- `fsspec-2022.1.0`\r\n- `s3fs-0.5.1`\r\n\r\nand raises the following error:\r\n```\r\n ImportError while loading conftest '/home/runner/work/datasets/d...
4,573
Fix evaluation metadata for ncbi_disease
This PR fixes the task in the evaluation metadata and removes the metrics info as we've decided this is not a great way to propagate this information downstream.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "As discussed with @lewtun, we are closing this PR, because it requires first the task names to be aligned between AutoTrain and datasets." ]
4,572
Dataset Viewer issue for mlsum
### Link https://huggingface.co/datasets/mlsum/viewer/de/train ### Description There's seems to be a problem with the download / streaming of this dataset: ``` Server error Status code: 400 Exception: BadZipFile Message: File is not a zip file ``` ### Owner No
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[ "Thanks for reporting, @lewtun.\r\n\r\nAfter investigation, it seems that the server https://gitlab.lip6.fr does not allow HTTP Range requests.\r\n\r\nWe are trying to find a workaround..." ]
4,571
move under the facebook org?
### Link https://huggingface.co/datasets/gsarti/flores_101 ### Description It seems like streaming isn't supported for this dataset: ``` Server Error Status code: 400 Exception: NotImplementedError Message: Extraction protocol for TAR archives like 'https://dl.fbaipublicfiles.com/flores101/dataset...
[]
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false
[ "Related to https://github.com/huggingface/datasets/issues/4562#issuecomment-1166911751\r\n\r\nI'll assign @albertvillanova ", "I'm just wondering why we don't have this dataset under:\r\n- the `facebook` namespace\r\n- or the canonical dataset `flores`: why does this only have 2 languages?", "fwiw: the dataset...
4,570
Dataset sharding non-contiguous?
## Describe the bug I'm not sure if this is a bug; more likely normal behavior but i wanted to double check. Is it normal that `datasets.shard` does not produce chunks that, when concatenated produce the original ordering of the sharded dataset? This might be related to this pull request (https://github.com/huggi...
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[ "This was silly; I was sure I'd looked for a `contiguous` argument, and was certain there wasn't one the first time I looked :smile:\r\n\r\nSorry about that.", "Hi! You can pass `contiguous=True` to `.shard()` get contiguous shards. More info on this and the default behavior can be found in the [docs](https://hug...
4,569
Dataset Viewer issue for sst2
### Link https://huggingface.co/datasets/sst2 ### Description Not sure what is causing this, however it seems that `load_dataset("sst2")` also hangs (even though it downloads the files without problem): ``` Status code: 400 Exception: Exception Message: Give up after 5 attempts with Connectio...
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false
[ "Hi @lewtun, thanks for reporting.\r\n\r\nI have checked locally and refreshed the preview and it seems working smooth now:\r\n```python\r\nIn [8]: ds\r\nOut[8]: \r\nDatasetDict({\r\n train: Dataset({\r\n features: ['idx', 'sentence', 'label'],\r\n num_rows: 67349\r\n })\r\n validation: Datas...
4,568
XNLI cache reload is very slow
### Reproduce Using `2.3.3.dev0` `from datasets import load_dataset` `load_dataset("xnli", "en")` Turn off Internet `load_dataset("xnli", "en")` I cancelled the second `load_dataset` eventually cuz it took super long. It would be great to have something to specify e.g. `only_load_from_cache` and avoid the ...
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[ "Hi,\r\nCould you tell us how you are running this code?\r\nI tested on my machine (M1 Mac). And it is running fine both on and off internet.\r\n\r\n<img width=\"1033\" alt=\"Screen Shot 2022-07-03 at 1 32 25 AM\" src=\"https://user-images.githubusercontent.com/8711912/177026364-4ad7cedb-e524-4513-97f7-7961bbb34c90...
4,567
Add evaluation data for amazon_reviews_multi
null
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "As discussed with @lewtun, we are closing this PR, because it requires first the task names to be aligned between AutoTrain and datasets." ]
4,566
Document link #load_dataset_enhancing_performance points to nowhere
## Describe the bug A clear and concise description of what the bug is. ![image](https://user-images.githubusercontent.com/11674033/175752806-5b066b92-9d28-4771-9112-5c8606f07741.png) The [load_dataset_enhancing_performance](https://huggingface.co/docs/datasets/v2.3.2/en/package_reference/main_classes#load_dat...
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false
[ "Hi! This is indeed the link the docstring should point to. Are you interested in submitting a PR to fix this?", "https://github.com/huggingface/datasets/blame/master/docs/source/cache.mdx#L93\r\n\r\nThere seems already an anchor here. Somehow it doesn't work. I am not very familiar with how this online documenta...
4,565
Add UFSC OCPap dataset
## Adding a Dataset - **Name:** UFSC OCPap: Papanicolaou Stained Oral Cytology Dataset (v4) - **Description:** The UFSC OCPap dataset comprises 9,797 labeled images of 1200x1600 pixels acquired from 5 slides of cancer diagnosed and 3 healthy of oral brush samples, from distinct patients. - **Paper:** https://dx.doi....
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false
[ "I will add this directly on the hub (same as #4486)β€”in https://huggingface.co/lapix" ]
4,564
Support streaming bookcorpus dataset
Support streaming bookcorpus dataset.
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,563
Support streaming allocine dataset
Support streaming allocine dataset. Fix #4562.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,562
Dataset Viewer issue for allocine
### Link https://huggingface.co/datasets/allocine ### Description Not sure if this is a problem with `bz2` compression, but I thought these datasets could be streamed: ``` Status code: 400 Exception: AttributeError Message: 'TarContainedFile' object has no attribute 'readable' ``` ### Owner No
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false
[ "I removed my assignment as @huggingface/datasets should be able to answer better than me\r\n", "Let me have a look...", "Thanks for the quick fix @albertvillanova ", "Note that the underlying issue is that datasets containing TAR files are not streamable out of the box: they need being iterated with `dl_mana...
4,561
Add evaluation data to acronym_identification
null
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,560
Add evaluation metadata to imagenet-1k
null
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "As discussed with @lewtun, we are closing this PR, because it requires first the task names to be aligned between AutoTrain and datasets." ]
4,559
Add action names in schema_guided_dstc8 dataset card
As aseked in https://huggingface.co/datasets/schema_guided_dstc8/discussions/1, I added the action names in the dataset card
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,558
Add evaluation metadata to wmt14
null
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true
[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4558). All of your documentation changes will be reflected on that endpoint.", "As discussed with @lewtun, we are closing this PR, because it requires first the task names to be aligned between AutoTrain and datasets." ]
4,557
Add evaluation metadata to wmt16
Just to confirm: we should add this metadata via GitHub and not Hub PRs for canonical datasets right?
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true
[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4557). All of your documentation changes will be reflected on that endpoint.", "> Just to confirm: we should add this metadata via GitHub and not Hub PRs for canonical datasets right?\r\n\r\nyes :)", "As discussed with @lewtu...
4,556
Dataset Viewer issue for conll2003
### Link https://huggingface.co/datasets/conll2003/viewer/conll2003/test ### Description Seems like a cache problem with this config / split: ``` Server error Status code: 400 Exception: FileNotFoundError Message: [Errno 2] No such file or directory: '/cache/modules/datasets_modules/datasets/conll...
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false
[ "Fixed, thanks." ]
4,555
Dataset Viewer issue for xtreme
### Link https://huggingface.co/datasets/xtreme/viewer/PAN-X.de/test ### Description There seems to be a problem with the cache of this config / split: ``` Server error Status code: 400 Exception: FileNotFoundError Message: [Errno 2] No such file or directory: '/cache/modules/datasets_modules/data...
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false
[ "Fixed, thanks." ]
4,554
Fix WMT dataset loading issue and docs update (Re-opened)
This PR is a fix for #4354 Changes are made for `wmt14`, `wmt15`, `wmt16`, `wmt17`, `wmt18`, `wmt19` and `wmt_t2t`. And READMEs are updated for the corresponding datasets. Let me know, if any additional changes are required. Thanks
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,553
Stop dropping columns in to_tf_dataset() before we load batches
`to_tf_dataset()` dropped unnecessary columns before loading batches from the dataset, but this is causing problems when using a transform, because the dropped columns might be needed to compute the transform. Since there's no real way to check which columns the transform might need, we skip dropping columns and instea...
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "@lhoestq Rebasing fixed the test failures, so this should be ready to review now! There's still a failure on Win but it seems unrelated.", "Gentle ping @lhoestq ! This is a simple fix (dropping columns after loading a batch from th...
4,552
Tell users to upload on the hub directly
As noted in https://github.com/huggingface/datasets/pull/4534, it is still not clear that it is recommended to add datasets on the Hugging Face Hub directly instead of GitHub, so I updated some docs. Moreover since users won't be able to get reviews from us on the Hub, I added a paragraph to tell users that they can...
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "Thanks ! I updated the two remaining files" ]
4,551
Perform hidden file check on relative data file path
Fix #4549
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "I'm aware of this behavior, which is tricky to solve due to fsspec's hidden file handling (see https://github.com/huggingface/datasets/issues/4115#issuecomment-1108819538). I've tested some regex patterns to address this, and they se...
4,550
imdb source error
## Describe the bug imdb dataset not loading ## Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset("imdb") ``` ## Expected results ## Actual results ```bash 06/23/2022 14:45:18 - INFO - datasets.builder - Dataset not on Hf google storage. Downloading and pr...
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false
[ "Thanks for reporting, @Muhtasham.\r\n\r\nIndeed IMDB dataset is not accessible from yesterday, because the data is hosted on the data owners servers at Stanford (http://ai.stanford.edu/) and these are down due to a power outage originated by a fire: https://twitter.com/StanfordAILab/status/1539472302399623170?s=20...
4,549
FileNotFoundError when passing a data_file inside a directory starting with double underscores
Bug experienced in the `accelerate` CI: https://github.com/huggingface/accelerate/runs/7016055148?check_suite_focus=true This is related to https://github.com/huggingface/datasets/pull/4505 and the changes from https://github.com/huggingface/datasets/pull/4412
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false
[ "I have consistently experienced this bug on GitHub actions when bumping to `2.3.2`", "We're working on a fix ;)" ]
4,548
Metadata.jsonl for Imagefolder is ignored if it's in a parent directory to the splits directories/do not have "{split}_" prefix
If data contains a single `metadata.jsonl` file for several splits, it won't be included in a dataset's `data_files` and therefore ignored. This happens when a directory is structured like as follows: ``` train/ file_1.jpg file_2.jpg test/ file_3.jpg file_4.jpg metadata.jsonl ``` or like as follows:...
[]
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false
[ "I agree it would be nice to support this. It doesn't fit really well in the current data_files.py, where files of each splits are separated in different folder though, maybe we have to modify a bit the logic here. \r\n\r\nOne idea would be to extend `get_patterns_in_dataset_repository` and `get_patterns_locally` t...
4,547
[CI] Fix some warnings
There are some warnings in the CI that are annoying, I tried to remove most of them
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "There is a CI failure only related to the missing content of the universal_dependencies dataset card, we can ignore this failure in this PR", "good catch, I thought I resolved them all sorry", "Alright it should be good now" ]
4,546
[CI] fixing seqeval install in ci by pinning setuptools-scm
The latest setuptools-scm version supported on 3.6 is 6.4.2. However for some reason circleci has version 7, which doesn't work. I fixed this by pinning the version of setuptools-scm in the circleci job Fix https://github.com/huggingface/datasets/issues/4544
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,545
Make DuplicateKeysError more user friendly [For Issue #2556]
# What does this PR do? ## Summary *DuplicateKeysError error does not provide any information regarding the examples which have the same the key.* *This information is very helpful for debugging the dataset generator script.* ## Additions - ## Changes - Changed `DuplicateKeysError Class` in `src/datase...
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true
[ "> Nice thanks !\r\n> \r\n> After your changes feel free to mark this PR as \"ready for review\" ;)\r\n\r\nMarking PR ready for review.\r\n\r\n@lhoestq Let me know if there is anything else required or if we are good to go ahead and merge.", "_The documentation is not available anymore as the PR was closed or mer...
4,544
[CI] seqeval installation fails sometimes on python 3.6
The CI sometimes fails to install seqeval, which cause the `seqeval` metric tests to fail. The installation fails because of this error: ``` Collecting seqeval Downloading seqeval-1.2.2.tar.gz (43 kB) |β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ | 10 kB 42.1 MB/s eta 0:00:01 |β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ ...
[]
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false
[]
4,543
[CI] Fix upstream hub test url
Some tests were still using moon-stagign instead of hub-ci. I also updated the token to use one dedicated to `datasets`
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "Remaining CI failures are unrelated to this fix, merging" ]
4,542
[to_tf_dataset] Use Feather for better compatibility with TensorFlow ?
To have better performance in TensorFlow, it is important to provide lists of data files in supported formats. For example sharded TFRecords datasets are extremely performant. This is because tf.data can better leverage parallelism in this case, and load one file at a time in memory. It seems that using `tensorflow_...
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[ "This has so much potential to be great! Also I think you tagged some poor random dude on the internet whose name is also Joao, lol, edited that for you! ", "cc @sayakpaul here too, since he was interested in our new approaches to converting datasets!", "Noted and I will look into the thread in detail tomorrow ...
4,541
Fix timestamp conversion from Pandas to Python datetime in streaming mode
Arrow accepts both pd.Timestamp and datetime.datetime objects to create timestamp arrays. However a timestamp array is always converted to datetime.datetime objects. This created an inconsistency between streaming in non-streaming. e.g. the `ett` dataset outputs datetime.datetime objects in non-streaming but pd.tim...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "CI failures are unrelated to this PR, merging" ]
4,540
Avoid splitting by` .py` for the file.
https://github.com/huggingface/datasets/blob/90b3a98065556fc66380cafd780af9b1814b9426/src/datasets/load.py#L272 Hello, Thanks you for this library . I was using it and I had one edge case. my home folder name ends with `.py` it is `/home/espoir.py` so anytime I am running the code to load a local module thi...
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[ "Hi @espoirMur, thanks for reporting.\r\n\r\nYou are right: that code line could be improved and made more generically valid.\r\n\r\nOn the other hand, I would suggest using `os.path.splitext` instead.\r\n\r\nAre you willing to open a PR? :)", "I will have a look.. \r\n\r\nThis weekend .. ", "@albertvillanova ...
4,539
Replace deprecated logging.warn with logging.warning
Replace `logging.warn` (deprecated in [Python 2.7, 2011](https://github.com/python/cpython/commit/04d5bc00a219860c69ea17eaa633d3ab9917409f)) with `logging.warning` (added in [Python 2.3, 2003](https://github.com/python/cpython/commit/6fa635df7aa88ae9fd8b41ae42743341316c90f7)). * https://docs.python.org/3/library/log...
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true
[]
4,538
Dataset Viewer issue for Pile of Law
### Link https://huggingface.co/datasets/pile-of-law/pile-of-law ### Description Hi, I would like to turn off the dataset viewer for our dataset without enabling access requests. To comply with upstream dataset creator requests/licenses, we would like to make sure that the data is not indexed by search engines...
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[ "Hi @Breakend, yes – we'll propose a solution today", "Thanks so much, I appreciate it!", "Thanks so much for adding the docs. I was able to successfully hide the viewer using the \r\n```\r\nviewer: false\r\n```\r\nflag in the README.md of the dataset. I'm closing the issue because this is resolved. Thanks agai...
4,537
Fix WMT dataset loading issue and docs update
This PR is a fix for #4354 Changes are made for `wmt14`, `wmt15`, `wmt16`, `wmt17`, `wmt18`, `wmt19` and `wmt_t2t`. And READMEs are updated for the corresponding datasets. As I am on a M1 Mac, I am not able to create a virtual `dev` environment using `pip install -e ".[dev]"`. Issue is with `tensorflow-text` not...
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true
[ "The PR branch now has some commits unrelated to the changes, probably due to rebasing. Can you please close this PR and open a new one from a new branch? You can use `git cherry-pick` to preserve the relevant changes:\r\n```bash\r\ngit checkout master\r\ngit remote add upstream git@github.com:huggingface/datasets...
4,536
Properly raise FileNotFound even if the dataset is private
`tests/test_load.py::test_load_streaming_private_dataset` was failing because the hub now returns 401 when getting the HfApi.dataset_info of a dataset without authentication. `load_dataset` was raising ConnectionError, while it should be FileNoteFoundError since it first checks for local files before checking the Hub. ...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,535
Add `batch_size` parameter when calling `add_faiss_index` and `add_faiss_index_from_external_arrays`
Currently, even though the `batch_size` when adding vectors to the FAISS index can be tweaked in `FaissIndex.add_vectors()`, the function `ArrowDataset.add_faiss_index` doesn't have either the parameter `batch_size` to be propagated to the nested `FaissIndex.add_vectors` function or `*args, **kwargs`, so on, this PR ad...
[]
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true
[ "Also, I had a doubt while checking the code related to the indices... \r\n\r\n@lhoestq, there's a value in `config.py` named `DATASET_INDICES_FILENAME` which has the arrow extension (which I assume it should be `indices.faiss`, as the Elastic Search indices are not stored in a file, but not sure), and it's just us...
4,534
Add `tldr_news` dataset
This PR aims at adding support for a news dataset: `tldr news`. This dataset is based on the daily [tldr tech newsletter](https://tldr.tech/newsletter) and contains a `headline` as well as a `content` for every piece of news contained in a newsletter.
[]
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true
[ "Hey @lhoestq, \r\nSorry for opening a PR, I was following the guide [here](https://github.com/huggingface/datasets/blob/master/ADD_NEW_DATASET.md)! Thanks for the review anyway, I will follow the instructions you sent πŸ˜ƒ ", "Thanks, we will update the guide ;)" ]
4,533
Timestamp not returned as datetime objects in streaming mode
As reported in (internal) https://github.com/huggingface/datasets-server/issues/397 ```python >>> from datasets import load_dataset >>> dataset = load_dataset("ett", name="h2", split="test", streaming=True) >>> d = next(iter(dataset)) >>> d['start'] Timestamp('2016-07-01 00:00:00') ``` while loading in non-...
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false
[]
4,532
Add Video feature
The following adds a `Video` feature for encoding/decoding videos on the fly from in memory bytes. It uses my own `encoded-video` library which is basically `pytorchvideo`'s encoded video but with all the `torch` specific stuff stripped out. Because of that, and because the tool I used under the hood is not very mature...
[]
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true
[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4532). All of your documentation changes will be reflected on that endpoint.", "@nateraw do you have any plans to continue this pr? Or should I write a custom loader script to use my video dataset in the hub?", "@fcakyon I th...
4,531
Dataset Viewer issue for CSV datasets
### Link https://huggingface.co/datasets/scikit-learn/breast-cancer-wisconsin ### Description I'm populating CSV datasets [here](https://huggingface.co/scikit-learn) but the viewer is not enabled and it looks for a dataset loading script, the datasets aren't on queue as well. You can replicate the problem by sim...
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false
[ "this should now be fixed", "Confirmed, it's fixed now. Thanks for reporting, and thanks @coyotte508 for fixing it\r\n\r\n<img width=\"1123\" alt=\"Capture d’écran 2022-06-21 aΜ€ 10 28 05\" src=\"https://user-images.githubusercontent.com/1676121/174753833-1b453a5a-6a90-4717-bca1-1b5fc6b75e4a.png\">\r\n" ]
4,530
Add AudioFolder packaged loader
will close #3964 AudioFolder is almost identical to ImageFolder except for inferring labels is not the default behavior (`drop_labels` is set to True in config), the option of inferring them is preserved though. The weird thing is happening with the `test_data_files_with_metadata_and_archives` when `streaming` i...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "@lhoestq @mariosasko I don't know what to do with the test, do you have any ideas? :)", "also it's passed in `pyarrow_latest_WIN`", "If the error only happens on 3.6, maybe #4460 can help ^^' It seems to work in 3.7 on the window...
4,529
Ecoset
## Adding a Dataset - **Name:** *Ecoset* - **Description:** *https://www.kietzmannlab.org/ecoset/* - **Paper:** *https://doi.org/10.1073/pnas.2011417118* - **Data:** *https://codeocean.com/capsule/9570390/tree/v1* - **Motivation:** **Ecoset** was created as a clean and ecologically valid alternative to **Imagen...
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false
[ "Hi! Very cool dataset! I answered your questions on the forum. Also, feel free to comment `#self-assign` on this issue to self-assign it.", "The dataset lives on the Hub [here](https://huggingface.co/datasets/kietzmannlab/ecoset), so I'm closing this issue.", "Hey There, thanks for closing πŸ€— \r\n\r\nForgot th...
4,528
Memory leak when iterating a Dataset
e## Describe the bug It seems that memory never gets freed after iterating a `Dataset` (using `.map()` or a simple `for` loop) ## Steps to reproduce the bug ```python import gc import logging import time import pyarrow from datasets import load_dataset from tqdm import trange import os, psutil logging.ba...
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false
[ "Is someone assigned to this issue?", "The same issue is being debugged here: https://github.com/huggingface/datasets/issues/4883\r\n", "Here is a modified repro example that makes it easier to see the leak:\r\n\r\n```\r\n$ cat ds2.py\r\nimport gc, sys\r\nimport time\r\nfrom datasets import load_dataset\r\nimpo...
4,527
Dataset Viewer issue for vadis/sv-ident
### Link https://huggingface.co/datasets/vadis/sv-ident ### Description The dataset preview does not work: ``` Server Error Status code: 400 Exception: Status400Error Message: The dataset does not exist. ``` However, the dataset is streamable and works locally: ```python In [1]: from dataset...
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false
[ "Fixed, thanks!\r\n![Uploading Capture d’écran 2022-06-21 aΜ€ 18.42.40.png…]()\r\n\r\n" ]
4,526
split cache used when processing different split
## Describe the bug` ``` ds1 = load_dataset('squad', split='validation') ds2 = load_dataset('squad', split='train') ds1 = ds1.map(some_function) ds2 = ds2.map(some_function) assert ds1 == ds2 ``` This happens when ds1 and ds2 are created in `pytorch_lightning.DataModule` through ``` class myDataModule: ...
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[ "I was not able to reproduce this behavior (I tried without using pytorch lightning though, since I don't know what code you ran in pytorch lightning to get this).\r\n\r\nIf you can provide a MWE that would be perfect ! :)", "Hi, I think the issue happened because I was loading datasets under an `if` ... `else` s...
4,525
Out of memory error on workers while running Beam+Dataflow
## Describe the bug While running the preprocessing of the natural_question dataset (see PR #4368), there is an issue for the "default" config (train+dev files). Previously we ran the preprocessing for the "dev" config (only dev files) with success. Train data files are larger than dev ones and apparently worker...
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[ "Some naive ideas to cope with this:\r\n- enable more RAM on each worker\r\n- force the spanning of more workers\r\n- others?", "@albertvillanova We were finally able to process the full NQ dataset on our machines using 600 gb with 5 workers. Maybe these numbers will work for you as well.", "Thanks a lot for th...
4,524
Downloading via Apache Pipeline, client cancelled (org.apache.beam.vendor.grpc.v1p43p2.io.grpc.StatusRuntimeException)
## Describe the bug When downloading some `wikipedia` languages (in particular, I'm having a hard time with Spanish, Cebuano, and Russian) via FlinkRunner, I encounter the exception in the title. I have been playing with package versions a lot, because unfortunately, the different dependencies required by these packag...
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[ "Hi @dan-the-meme-man, thanks for reporting.\r\n\r\nWe are investigating a similar issue but with Beam+Dataflow (instead of Beam+Flink): \r\n- #4525\r\n\r\nIn order to go deeper into the root cause, we need as much information as possible: logs from the main process + logs from the workers are very informative.\r\n...
4,523
Update download url and improve card of `cats_vs_dogs` dataset
Improve the download URL (reported here: https://huggingface.co/datasets/cats_vs_dogs/discussions/1), remove the `image_file_path` column (not used in Transformers, so it should be safe) and add more info to the card.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._" ]
4,522
Try to reduce the number of datasets that require manual download
> Currently, 41 canonical datasets require manual download. I checked their scripts and I'm pretty sure this number can be reduced to β‰ˆ 30 by not relying on bash scripts to download data, hosting data directly on the Hub when the license permits, etc. Then, we will mostly be left with datasets with restricted access, w...
[]
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false
[]