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Add DuoRC Dataset
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[ "Thanks for approving @lhoestq!\r\nWill apply these changes for the other datasets I've added too." ]
2021-01-31T20:01:59Z
2021-02-03T05:01:45Z
2021-02-02T22:49:26Z
CONTRIBUTOR
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Hi, DuoRC SelfRC is one type of the [DuoRC Dataset](https://duorc.github.io/). DuoRC SelfRC is a crowdsourced Abstractive/Extractive Question-Answering dataset based on Wikipedia movie plots. It contains examples that may have answers in the movie plot, synthesized answers which are not present in the movie plot, or no answers. I have also added ParaphraseRC - the other type of DuoRC dataset where questions are based on Wikipedia movie plots and answers are based on corresponding IMDb movie plots. Paper : [https://arxiv.org/abs/1804.07927](https://arxiv.org/abs/1804.07927) I want to add this to 🤗 datasets to make it more accessible to the community. I have added all the details that I could find. Please let me know if anything else is needed from my end. Thanks, Gunjan
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Generate metadata JSON for reclor dataset
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2021-08-03T11:52:29Z
2021-08-04T08:07:15Z
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Related to #2743.
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Add Russian SuperGLUE
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[ "Added the missing label classes and their explanations (to the best of my understanding)", "Thanks a lot ! Once the last comment about the label names is addressed we can merge :)" ]
2021-07-17T17:41:28Z
2021-07-29T11:50:31Z
2021-07-29T11:50:31Z
CONTRIBUTOR
null
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Hi, This adds the [Russian SuperGLUE](https://russiansuperglue.com/) dataset. For the most part I reused the code for the original SuperGLUE, although there are some relatively minor differences in the structure that I accounted for.
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Make creating/editing dataset cards easier, by editing on site and dumping info from test command.
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2021-08-13T11:54:49Z
2021-08-14T08:42:09Z
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**Is your feature request related to a problem? Please describe.** Creating and editing dataset cards should be but not that easy - If other else know Some information I don't know (bias of dataset, dataset curation, supported dataset, ...), he/she should know the description on hf.co comes from README.md under github huggingface/datasets/datasets/the dataset, and willing to make a pr to add or fix information. - Many information is also saved in `dataset_info.json` (citaion, description), but still need to write it down to README.md again. - Contributor need to pip install and start a local server just for tagging the dataset's size. And contributor may be creating the dataset on lab's server, which can't open a browser. - if any one proposes a new tag, it doesn't show in the list that another creator see. (a stackoverflow way may be ideal) - dataset card generator web app doesn't generate the necessary subsecion `Contributions` for us. **Describe the solution you'd like** - Everyone (or at least the author/contributor) can edit the description, information, tags of the dataset, on hf.co website. Just like wikipedia+stackoverflow - We can infer the actual data size, citation, data instance, ... from `dataset_info.json` and `dataset.arrow` via `dataset-cli test`
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Outdated loading script for OPUS ParaCrawl dataset
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2022-08-10T05:12:34Z
2022-08-12T14:17:57Z
2022-08-12T14:17:57Z
MEMBER
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## Describe the bug Our loading script for OPUS ParaCrawl loads its 7.1 version. Current existing version is 9.
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Create DefunctDatasetError
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[ "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_a...
2023-10-09T09:23:23Z
2023-10-10T07:13:22Z
2023-10-10T07:03:04Z
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Create `DefunctDatasetError` as a specific error to be raised when a dataset is defunct and no longer accessible. See Hub discussion: https://huggingface.co/datasets/the_pile_books3/discussions/7#6523c13a94f3a1a2092d251b
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Common Voice Belarusian Dataset
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2021-12-07T10:37:02Z
2021-12-09T15:56:03Z
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## Adding a Dataset - **Name:** *Common Voice Belarusian Dataset* - **Description:** *[commonvoice.mozilla.org/be](https://commonvoice.mozilla.org/be)* - **Data:** *[commonvoice.mozilla.org/be/datasets](https://commonvoice.mozilla.org/be/datasets)* - **Motivation:** *It has more than 7GB of data, so it will be great to have it in this package so anyone can try to train something for Belarusian language.* Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/master/ADD_NEW_DATASET.md).
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Errror when saving to disk a dataset of images
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[ "Looks like as long as the number of shards makes a batch lower than 1000 images it works. In my training set I have 40K images. If I use `num_shards=40` (batch of 1000 images) I get the error, but if I update it to `num_shards=50` (batch of 800 images) it works.\r\n\r\nI will be happy to share my dataset privately...
2023-04-07T11:59:17Z
2023-09-25T14:19:29Z
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CONTRIBUTOR
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### Describe the bug Hello! I have an issue when I try to save on disk my dataset of images. The error I get is: ``` Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home/jplu/miniconda3/envs/image-xp/lib/python3.10/site-packages/datasets/arrow_dataset.py", line 1442, in save_to_disk for job_id, done, content in Dataset._save_to_disk_single(**kwargs): File "/home/jplu/miniconda3/envs/image-xp/lib/python3.10/site-packages/datasets/arrow_dataset.py", line 1473, in _save_to_disk_single writer.write_table(pa_table) File "/home/jplu/miniconda3/envs/image-xp/lib/python3.10/site-packages/datasets/arrow_writer.py", line 570, in write_table pa_table = embed_table_storage(pa_table) File "/home/jplu/miniconda3/envs/image-xp/lib/python3.10/site-packages/datasets/table.py", line 2268, in embed_table_storage arrays = [ File "/home/jplu/miniconda3/envs/image-xp/lib/python3.10/site-packages/datasets/table.py", line 2269, in <listcomp> embed_array_storage(table[name], feature) if require_storage_embed(feature) else table[name] File "/home/jplu/miniconda3/envs/image-xp/lib/python3.10/site-packages/datasets/table.py", line 1817, in wrapper return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks]) File "/home/jplu/miniconda3/envs/image-xp/lib/python3.10/site-packages/datasets/table.py", line 1817, in <listcomp> return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks]) File "/home/jplu/miniconda3/envs/image-xp/lib/python3.10/site-packages/datasets/table.py", line 2142, in embed_array_storage return feature.embed_storage(array) File "/home/jplu/miniconda3/envs/image-xp/lib/python3.10/site-packages/datasets/features/image.py", line 269, in embed_storage storage = pa.StructArray.from_arrays([bytes_array, path_array], ["bytes", "path"], mask=bytes_array.is_null()) File "pyarrow/array.pxi", line 2766, in pyarrow.lib.StructArray.from_arrays File "pyarrow/array.pxi", line 2961, in pyarrow.lib.c_mask_inverted_from_obj TypeError: Mask must be a pyarrow.Array of type boolean ``` My dataset is around 50K images, is this error might be due to a bad image? Thanks for the help. ### Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset("imagefolder", data_dir="/path/to/dataset") dataset["train"].save_to_disk("./myds", num_shards=40) ``` ### Expected behavior Having my dataset properly saved to disk. ### Environment info - `datasets` version: 2.11.0 - Platform: Linux-5.15.90.1-microsoft-standard-WSL2-x86_64-with-glibc2.35 - Python version: 3.10.10 - Huggingface_hub version: 0.13.3 - PyArrow version: 11.0.0 - Pandas version: 2.0.0
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Update BLEURT hyperlink
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[ "seems like a very very low-prio improvement :)", "@albertvillanova thanks for the feedback! I removed the formatting altogether since I think this is a bit simpler tor read than non-rendered Markdown" ]
2021-12-15T16:34:47Z
2021-12-17T13:28:26Z
2021-12-17T13:28:25Z
MEMBER
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The description of BLEURT on the hf.co website has a strange use of URL hyperlinking. This PR attempts to fix this, although I am not 100% sure Markdown syntax is allowed on the frontend or not. ![Screen Shot 2021-12-15 at 17 31 27](https://user-images.githubusercontent.com/26859204/146226432-c83cbdaf-f57d-4999-b53c-85da718ff7fb.png)
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6,309
Fix get_data_patterns for directories with the word data twice
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[ "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_a...
2023-10-17T09:00:39Z
2023-10-17T13:28:19Z
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Before the fix, `get_data_patterns` inferred wrongly the split name for paths with the word "data" twice: - For the URL path: `hf://datasets/piuba-bigdata/articles_and_comments@f328d536425ae8fcac5d098c8408f437bffdd357/data/train-00001-of-00009.parquet` (note the org name `piuba-bigdata/` ending with `data/`) - The inferred split name was: `articles_and_comments@f328d536425ae8fcac5d098c8408f437bffdd357/data/train` instead of `train` This PR fixes this issue by passing the `base_path` (`hf://datasets/piuba-bigdata/articles_and_comments@f328d536425ae8fcac5d098c8408f437bffdd357`) to `_get_data_files_patterns` and prepending it to the regex split pattern (`data/{split}-[0-9][0-9][0-9][0-9][0-9]-of-[0-9][0-9][0-9][0-9][0-9].*\\..*`). Fix #6305. Fix https://huggingface.co/datasets/piuba-bigdata/articles_and_comments/discussions/1
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Added generated READMEs for datasets that were missing one.
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[ "Looks like we need to trim the ones with too many configs, will look into it tomorrow!" ]
2021-01-07T18:10:06Z
2021-01-18T14:32:33Z
2021-01-18T14:32:33Z
CONTRIBUTOR
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This is it: we worked on a generator with Yacine @yjernite , and we generated dataset cards for all missing ones (161), with all the information we could gather from datasets repository, and using dummy_data to generate examples when possible. Code is available here for the moment: https://github.com/madlag/datasets_readme_generator . We will move it to a Hugging Face repository and to https://huggingface.co/datasets/card-creator/ later.
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3,128
Support Audio feature for TAR archives in sequential access
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2021-10-21T08:23:01Z
2021-11-17T17:42:07Z
2021-11-17T17:42:07Z
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Currently, Audio feature accesses each audio file by their file path. However, streamed TAR archive files do not allow random access to their archived files. Therefore, we should enhance the Audio feature to support TAR archived files in sequential access.
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Add OfisPublik Dataset
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[ "@lhoestq fixed :) " ]
2020-12-09T15:37:45Z
2020-12-14T10:23:30Z
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datasets.data_files.EmptyDatasetError: The directory at wikisql doesn't contain any data files
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[ "Fixed. Please close.", "how to fix?i need your help" ]
2022-11-10T21:57:06Z
2023-10-07T05:04:41Z
2022-11-10T22:05:43Z
NONE
null
null
null
### Describe the bug From these lines: from datasets import list_datasets, load_dataset dataset = load_dataset("wikisql","binary") I get error message: datasets.data_files.EmptyDatasetError: The directory at wikisql doesn't contain any data files And yet the 'wikisql' is reported to exist via the list_datasets(). Any help appreciated. ### Steps to reproduce the bug From these lines: from datasets import list_datasets, load_dataset dataset = load_dataset("wikisql","binary") I get error message: datasets.data_files.EmptyDatasetError: The directory at wikisql doesn't contain any data files And yet the 'wikisql' is reported to exist via the list_datasets(). Any help appreciated. ### Expected behavior Dataset should load. This same code used to work. ### Environment info Mac OS
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MDU6SXNzdWU4MDM1NjMxNDk=
1,842
Add AMI Corpus
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[ "Available here: ~https://huggingface.co/datasets/ami~ https://huggingface.co/datasets/edinburghcstr/ami", "@mariosasko actually the \"official\" AMI dataset can be found here: https://huggingface.co/datasets/edinburghcstr/ami -> the old one under `datasets/ami` doesn't work and should be deleted. \r\n\r\nThe new...
2021-02-08T13:25:00Z
2023-02-28T16:29:22Z
2023-02-28T16:29:22Z
MEMBER
null
null
null
## Adding a Dataset - **Name:** *AMI* - **Description:** *The AMI Meeting Corpus is a multi-modal data set consisting of 100 hours of meeting recordings. For a gentle introduction to the corpus, see the corpus overview. To access the data, follow the directions given there. Around two-thirds of the data has been elicited using a scenario in which the participants play different roles in a design team, taking a design project from kick-off to completion over the course of a day. The rest consists of naturally occurring meetings in a range of domains. Detailed information can be found in the documentation section.* - **Paper:** *Homepage*: http://groups.inf.ed.ac.uk/ami/corpus/ - **Data:** *http://groups.inf.ed.ac.uk/ami/download/* - Select all cases in 1) and select "Individual Headsets" & "Microphone array" for 2) - **Motivation:** Important speech dataset If interested in tackling this issue, feel free to tag @patrickvonplaten Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/master/ADD_NEW_DATASET.md).
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6,246
Add new column to dataset
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[ "I think it's an issue with the code.\r\n\r\nSpecifically:\r\n```python\r\ndataset = dataset['train'].add_column(\"/workspace/data\", new_column)\r\n```\r\n\r\nNow `dataset` is the train set with a new column. \r\nTo fix this, you can do:\r\n\r\n```python\r\ndataset['train'] = dataset['train'].add_column(\"/workspa...
2023-09-17T16:59:48Z
2023-09-18T16:20:09Z
2023-09-18T16:20:09Z
NONE
null
null
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### Describe the bug ``` --------------------------------------------------------------------------- KeyError Traceback (most recent call last) [<ipython-input-9-bd197b36b6a0>](https://localhost:8080/#) in <cell line: 1>() ----> 1 dataset['train']['/workspace/data'] 3 frames [/usr/local/lib/python3.10/dist-packages/datasets/formatting/formatting.py](https://localhost:8080/#) in _check_valid_column_key(key, columns) 518 def _check_valid_column_key(key: str, columns: List[str]) -> None: 519 if key not in columns: --> 520 raise KeyError(f"Column {key} not in the dataset. Current columns in the dataset: {columns}") 521 522 KeyError: "Column train not in the dataset. Current columns in the dataset: ['image', '/workspace/data']" ``` ### Steps to reproduce the bug please find the notebook for reference: https://colab.research.google.com/drive/10lZ_zLtU4itYVmIVTvIEVbjfOtCZaAZy?usp=sharing ### Expected behavior add column to the dataset ### Environment info colab pro
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add ALT
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[ "The errors in de CI are fixed on master so it's fine" ]
2020-12-10T04:17:21Z
2020-12-13T16:14:18Z
2020-12-11T15:52:41Z
CONTRIBUTOR
null
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ALT dataset -- https://www2.nict.go.jp/astrec-att/member/mutiyama/ALT/
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931,849,724
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Memory usage consistently increases when processing a dataset with `.map`
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[ "Hi ! Can you share the function you pass to `map` ?\r\nI know you mentioned it would be hard to share some code but this would really help to understand what happened", "This is the same behavior as in #4883, so I'm closing this issue as a duplicate. " ]
2021-06-28T18:31:58Z
2023-07-20T13:34:10Z
2023-07-20T13:34:10Z
CONTRIBUTOR
null
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## Describe the bug I have a HF dataset with image paths stored in it and I am trying to load those image paths using `.map` with `num_proc=80`. I am noticing that the memory usage consistently keeps on increasing with time. I tried using `DEFAULT_WRITER_BATCH_SIZE=10` in the builder to decrease arrow writer's batch size but that doesn't seem to help. ## Steps to reproduce the bug Providing code as it is would be hard. I can provide a MVP if that helps. ## Expected results Memory usage should become consistent after some time following the launch of processing. ## Actual results Memory usage keeps on increasing. ## Environment info - `datasets` version: 1.8.0 - Platform: Linux-5.4.0-52-generic-x86_64-with-debian-bullseye-sid - Python version: 3.7.7 - PyArrow version: 3.0.0
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[not really a bug] `identical_ok` is deprecated in huggingface-hub's `upload_file`
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[ "Resolved via https://github.com/huggingface/datasets/pull/4937." ]
2022-08-23T17:09:55Z
2022-09-13T14:00:06Z
2022-09-13T14:00:05Z
CONTRIBUTOR
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In the huggingface-hub dependency, the `identical_ok` argument has no effect in `upload_file` (and it will be removed soon) See https://github.com/huggingface/huggingface_hub/blob/43499582b19df1ed081a5b2bd7a364e9cacdc91d/src/huggingface_hub/hf_api.py#L2164-L2169 It's used here: https://github.com/huggingface/datasets/blob/fcfcc951a73efbc677f9def9a8707d0af93d5890/src/datasets/dataset_dict.py#L1373-L1381 https://github.com/huggingface/datasets/blob/fdcb8b144ce3ef241410281e125bd03e87b8caa1/src/datasets/arrow_dataset.py#L4354-L4362 https://github.com/huggingface/datasets/blob/fdcb8b144ce3ef241410281e125bd03e87b8caa1/src/datasets/arrow_dataset.py#L4197-L4213 We should remove it. Maybe the third code sample has an unexpected behavior since it uses the non-default value `identical_ok = False`, but the argument is ignored.
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First commit of NarrativeQA Dataset
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2020-12-08T22:31:59Z
2021-01-25T15:31:52Z
2020-12-09T09:29:52Z
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Added NarrativeQA dataset and included a manual downloading option to download scripts from the original scripts provided by the authors.
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Matthews Correlation Metric Card
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
2022-04-06T12:59:35Z
2022-05-03T13:43:17Z
2022-05-03T13:36:13Z
CONTRIBUTOR
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Fix streaming zip files from canonical datasets
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2021-08-16T07:11:40Z
2021-08-16T10:34:00Z
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Previous PR #2798 fixed streaming remote zip files when passing the parameter `data_files`. However, that broke streaming zip files used in canonical `datasets` scripts, which normally have a subsequent `join()` (patched with `xjoin()`) after the `StreamingDownloadManager.download_and_extract()` is called. This PR fixes this issue and allows streaming zip files both from: - canonical datasets scripts and - data files.
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Fix languages of X-CSQA configs in xcsr dataset
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Thanks @lhoestq, I had missed that... ", "thx for the super fast work @albertvillanova ! any estimate for when the relevant release will happen?\r\n\r\nThanks again ", "@thesofakillers after a recent change in our library (see #4...
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Fix #5017. CC: @yangxqiao, @yuchenlin
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Fix anchor in README
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2021-07-14T13:22:44Z
2021-07-18T11:41:18Z
2021-07-15T06:50:47Z
CONTRIBUTOR
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I forgot to push this fix in #2611, so I'm sending it now.
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Fix a description error for interleave_datasets.
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[ "_The documentation is not available anymore as the PR was closed or merged._", "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_a...
2023-03-29T09:50:23Z
2023-03-30T13:14:19Z
2023-03-30T13:07:18Z
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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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is it possible to make slice to be more compatible like python list and numpy?
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[ "Hi ! Thanks for reporting.\r\nI am working on changes in the way data are sliced from arrow. I can probably fix your issue with the changes I'm doing.\r\nIf you have some code to reproduce the issue it would be nice so I can make sure that this case will be supported :)\r\nI'll make a PR in a few days ", "Good i...
2021-01-24T06:15:52Z
2022-06-01T15:54:50Z
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Hi, see below error: ``` AssertionError: Requested slice [:10000000000000000] incompatible with 20 examples. ```
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Fix URL query parameters in compression hop path when streaming
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4296). All of your documentation changes will be reflected on that endpoint." ]
2022-05-09T11:18:22Z
2022-07-06T15:19:53Z
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Fix #3488.
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add Stuctured Argument Extraction for Korean dataset
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add one field "example_id", but I can't see it in the "comput_loss" function
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[ "Hi ! Your function looks fine, I used to map `squad` locally and it indeed added the `example_id` field correctly.\r\n\r\nHowever I think that in the `compute_loss` method only a subset of the fields are available: the model inputs. Since `example_id` is not a model input (it's not passed as a parameter to the mod...
2021-12-01T09:35:09Z
2021-12-01T16:02:39Z
2021-12-01T16:02:39Z
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Hi, I add one field **example_id**, but I can't see it in the **comput_loss** function, how can I do this? below is the information of inputs ``` *********************** inputs: {'attention_mask': tensor([[1, 1, 1, ..., 0, 0, 0], [1, 1, 1, ..., 0, 0, 0], [1, 1, 1, ..., 0, 0, 0], ..., [1, 1, 1, ..., 0, 0, 0], [1, 1, 1, ..., 0, 0, 0], [1, 1, 1, ..., 0, 0, 0]], device='cuda:0'), 'end_positions': tensor([ 25, 97, 93, 44, 25, 112, 109, 134], device='cuda:0'), 'input_ids': tensor([[ 101, 2054, 2390, ..., 0, 0, 0], [ 101, 2054, 2515, ..., 0, 0, 0], [ 101, 2054, 2106, ..., 0, 0, 0], ..., [ 101, 2339, 2001, ..., 0, 0, 0], [ 101, 2054, 2515, ..., 0, 0, 0], [ 101, 2054, 2003, ..., 0, 0, 0]], device='cuda:0'), 'start_positions': tensor([ 20, 90, 89, 41, 25, 96, 106, 132], device='cuda:0'), 'token_type_ids': tensor([[0, 0, 0, ..., 0, 0, 0], [0, 0, 0, ..., 0, 0, 0], [0, 0, 0, ..., 0, 0, 0], ..., [0, 0, 0, ..., 0, 0, 0], [0, 0, 0, ..., 0, 0, 0], [0, 0, 0, ..., 0, 0, 0]], device='cuda:0')} ``` ``` # This function preprocesses a question answering dataset, tokenizing the question and context text # and finding the right offsets for the answer spans in the tokenized context (to use as labels). # Adapted from https://github.com/huggingface/transformers/blob/master/examples/pytorch/question-answering/run_qa.py def prepare_train_dataset_qa(examples, tokenizer, max_seq_length=None): questions = [q.lstrip() for q in examples["question"]] max_seq_length = tokenizer.model_max_length # tokenize both questions and the corresponding context # if the context length is longer than max_length, we split it to several # chunks of max_length tokenized_examples = tokenizer( questions, examples["context"], truncation="only_second", max_length=max_seq_length, stride=min(max_seq_length // 2, 128), return_overflowing_tokens=True, return_offsets_mapping=True, padding="max_length" ) # Since one example might give us several features if it has a long context, # we need a map from a feature to its corresponding example. sample_mapping = tokenized_examples.pop("overflow_to_sample_mapping") # The offset mappings will give us a map from token to character position # in the original context. This will help us compute the start_positions # and end_positions to get the final answer string. offset_mapping = tokenized_examples.pop("offset_mapping") tokenized_examples["start_positions"] = [] tokenized_examples["end_positions"] = [] tokenized_examples["example_id"] = [] for i, offsets in enumerate(offset_mapping): input_ids = tokenized_examples["input_ids"][i] # We will label features not containing the answer the index of the CLS token. cls_index = input_ids.index(tokenizer.cls_token_id) sequence_ids = tokenized_examples.sequence_ids(i) # from the feature idx to sample idx sample_index = sample_mapping[i] # get the answer for a feature answers = examples["answers"][sample_index] tokenized_examples["example_id"].append(examples["id"][sample_index]) if len(answers["answer_start"]) == 0: tokenized_examples["start_positions"].append(cls_index) tokenized_examples["end_positions"].append(cls_index) else: # Start/end character index of the answer in the text. start_char = answers["answer_start"][0] end_char = start_char + len(answers["text"][0]) # Start token index of the current span in the text. token_start_index = 0 while sequence_ids[token_start_index] != 1: token_start_index += 1 # End token index of the current span in the text. token_end_index = len(input_ids) - 1 while sequence_ids[token_end_index] != 1: token_end_index -= 1 # Detect if the answer is out of the span (in which case this feature is labeled with the CLS index). if not (offsets[token_start_index][0] <= start_char and offsets[token_end_index][1] >= end_char): tokenized_examples["start_positions"].append(cls_index) tokenized_examples["end_positions"].append(cls_index) else: # Otherwise move the token_start_index and token_end_index to the two ends of the answer. # Note: we could go after the last offset if the answer is the last word (edge case). while token_start_index < len(offsets) and \ offsets[token_start_index][0] <= start_char: token_start_index += 1 tokenized_examples["start_positions"].append( token_start_index - 1) while offsets[token_end_index][1] >= end_char: token_end_index -= 1 tokenized_examples["end_positions"].append(token_end_index + 1) return tokenized_examples ``` _Originally posted by @yanllearnn in https://github.com/huggingface/datasets/issues/3333#issuecomment-983457161_
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Skip test_extractor only for zstd param if zstandard not installed
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
2022-07-15T14:23:47Z
2022-07-15T15:27:53Z
2022-07-15T15:15:24Z
MEMBER
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Currently, if `zstandard` is not installed, `test_extractor` is skipped for all compression format parameters. This PR fixes `test_extractor` so that if `zstandard` is not installed, `test_extractor` is skipped only for the `zstd` compression parameter, that is, it is not skipped for all the other compression parameters (`gzip`, `xz`,...).
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3,495
Add VoxLingua107
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2021-12-28T15:51:43Z
2021-12-28T15:51:43Z
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CONTRIBUTOR
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## Adding a Dataset - **Name:** VoxLingua107 - **Description:** VoxLingua107 is a speech dataset for training spoken language identification models. - **Paper:** https://arxiv.org/abs/2011.12998 - **Data:** http://bark.phon.ioc.ee/voxlingua107/ - **Motivation:** 107 languages, totaling 6628 hours for the train split. Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/master/ADD_NEW_DATASET.md).
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Load Image Classification Dataset from Local
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[ "Hi ! Is this folder structure a standard, a bit like imagenet ?\r\nIn this case maybe we can consider having a dataset loader for cifar-like, imagenet-like, squad-like, conll-like etc. datasets ?\r\n```python\r\nfrom datasets import load_dataset\r\n\r\nmy_custom_cifar = load_dataset(\"cifar_like\", data_dir=\"path...
2021-06-15T22:43:33Z
2022-03-01T16:29:44Z
2022-03-01T16:29:44Z
NONE
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**Is your feature request related to a problem? Please describe.** Yes - we would like to load an image classification dataset with datasets without having to write a custom data loader. **Describe the solution you'd like** Given a folder structure with images of each class in each folder, the ability to load these folders into a HuggingFace dataset like "cifar10". **Describe alternatives you've considered** Implement ViT training outside of the HuggingFace Trainer and without datasets (we did this but prefer to stay on the main path) Write custom data loader logic **Additional context** We're training ViT on custom dataset
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Add Image feature
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[ "Awesome, looking forward to using it :)", "Few additional comments:\r\n* the current API doesn't meet the requirements mentioned in #3145 (e.g. image mime-type). However, this will be doable soon as we also plan to store image bytes alongside paths in arrow files (see https://github.com/huggingface/datasets/pull...
2021-10-25T19:07:48Z
2021-12-30T06:37:21Z
2021-12-06T17:49:02Z
CONTRIBUTOR
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Adds the Image feature. This feature is heavily inspired by the recently added Audio feature (#2324). Currently, this PR is pretty simple. Some considerations that need further discussion: * I've decided to use `Pillow`/`PIL` as the image decoding library. Another candidate I considered is `torchvision`, mostly because of its `accimage` backend, which should be faster for loading `jpeg` images than `Pillow`. However, `torchvision`'s io module only supports png and jpeg images, has `torch` as a hard dependency, and requires magic to work with image bytes ( `torch.ByteTensor(torch.ByteStorage.from_buffer(image_bytes)))`). * Currently, I'm converting `PIL`'s `Image` type to `np.ndarray`. The vision models in Transformers such as ViT prefer the raw `Image` type and not the decoded tensors, so there is a small overhead due to [this conversion](https://github.com/huggingface/transformers/blob/3e8761ab8077e3bb243fe2f78b2a682bd2257cf1/src/transformers/image_utils.py#L62-L73). IMO this is justified to keep this part aligned with the Audio feature, which also returns `np.ndarray`. What do you think? * Still have to work on the channel decoding logic: * PyTorch prefers the channel-first ordering (C, H, W); TF and Flax the channel-last ordering (H, W, C). One cool feature would be adjusting the channel order based on the selected formatter (`torch`, `tf`, `jax`). * By default, `Image.open` returns images of shape (H, W, C). However, ViT's feature extractor expects the format (C, H, W) if the image is passed as an array (explained [here](https://huggingface.co/transformers/model_doc/vit.html#transformers.ViTFeatureExtractor.__call__)), so I'm more inclined to the format (C, H, W). Which one do you prefer, (C, H, W) or (H, W, C)? * Are there any options you'd like to see? (the user could change those via `cast_column`, such as `sampling_rate` in the Audio feature) TODOs: * [x] tests * in subsequent PRs: * docs - a section in the docs, which gives some additional info on the Image and Audio feature and compares them to `ArrayND` * streaming (waiting for #3129 and #3133 to get merged first) * update the image tasks and the datasets to use the new feature * Image/Audio formatting [Colab Notebook](https://colab.research.google.com/drive/1mIrTnqTVkWLJWoBzT1ABSe-LFelIep1c?usp=sharing) where you can play with this feature. I'm also adding a link to the [Image](https://github.com/tensorflow/datasets/blob/7ac7d506488d46038a5854961d068926b3f93c7f/tensorflow_datasets/core/features/image_feature.py#L155) feature in TFDS because one of our goals is to parse TFDS scripts eventually, so our Image feature has to (at least) support all the formats theirs does. Feel free to cc anyone who might be interested. P.S. Please ignore the changes in the `datasets/**/*.py` files 😄.
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Throw EnvironmentError when token is not present
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[ "@mariosasko I've raised a PR #5076 against this issue. Please help to review. Thanks." ]
2022-10-05T14:14:18Z
2022-10-07T14:33:28Z
2022-10-07T14:33:28Z
CONTRIBUTOR
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Throw EnvironmentError instead of OSError ([link](https://github.com/huggingface/datasets/blob/6ad430ba0cdeeb601170f732d4bd977f5c04594d/src/datasets/arrow_dataset.py#L4306) to the line) in `push_to_hub` when the Hub token is not present.
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Couldn't cast array of type fixed_size_list to Sequence(Value(float64))
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[ "Thanks for reporting! I've opened a PR with a fix.", "Thanks for the quick response @mariosasko! I just installed your branch via `poetry add 'git+https://github.com/huggingface/datasets#fix-array_values'` and I can confirm it works on the example provided.\r\n\r\nFollow up question for you, should `None`s be s...
2023-10-05T12:48:31Z
2023-10-13T09:41:54Z
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### Describe the bug I have a dataset with an embedding column, when I try to map that dataset I get the following exception: ``` Traceback (most recent call last): File "/Users/jmif/.virtualenvs/llm-training/lib/python3.10/site-packages/datasets/arrow_dataset.py", line 3189, in map for rank, done, content in iflatmap_unordered( File "/Users/jmif/.virtualenvs/llm-training/lib/python3.10/site-packages/datasets/utils/py_utils.py", line 1387, in iflatmap_unordered [async_result.get(timeout=0.05) for async_result in async_results] File "/Users/jmif/.virtualenvs/llm-training/lib/python3.10/site-packages/datasets/utils/py_utils.py", line 1387, in <listcomp> [async_result.get(timeout=0.05) for async_result in async_results] File "/Users/jmif/.virtualenvs/llm-training/lib/python3.10/site-packages/multiprocess/pool.py", line 774, in get raise self._value TypeError: Couldn't cast array of type fixed_size_list<item: float>[2] to Sequence(feature=Value(dtype='float32', id=None), length=2, id=None) ``` ### Steps to reproduce the bug Here's a simple repro script: ``` from datasets import Features, Value, Sequence, ClassLabel, Dataset dataset_features = Features({ 'text': Value('string'), 'embedding': Sequence(Value('double'), length=2), 'categories': Sequence(ClassLabel(names=sorted([ 'one', 'two', 'three' ]))), }) dataset = Dataset.from_dict( { 'text': ['A'] * 10000, 'embedding': [[0.0, 0.1]] * 10000, 'categories': [[0]] * 10000, }, features=dataset_features ) def test_mapper(r): r['text'] = list(map(lambda t: t + ' b', r['text'])) return r dataset = dataset.map(test_mapper, batched=True, batch_size=10, features=dataset_features, num_proc=2) ``` Removing the embedding column fixes the issue! ### Expected behavior The mapping completes successfully. ### Environment info - `datasets` version: 2.14.4 - Platform: macOS-14.0-arm64-arm-64bit - Python version: 3.10.12 - Huggingface_hub version: 0.17.1 - PyArrow version: 13.0.0 - Pandas version: 2.0.3
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4,342
Fix failing CI on Windows for sari and wiki_split metrics
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2022-05-13T05:03:38Z
2022-05-13T05:47:42Z
2022-05-13T05:47:42Z
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This PR adds `sacremoses` as explicit tests dependency (required by sari and wiki_split metrics). Before, this library was installed as a third-party dependency, but this is no longer the case for Windows. Fix #4341.
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Add regression test for `ArrowWriter.write_batch` when batch is empty
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[ "_The documentation is not available anymore as the PR was closed or merged._", "As mentioned by @lhoestq, the current behavior is correct and we should not expect batches with different columns, in that case, the if should fail, as the values of the batch can be empty, but not the actual `batch_examples` value."...
2022-06-16T08:53:51Z
2022-06-16T12:38:02Z
2022-06-16T12:28:19Z
CONTRIBUTOR
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As spotted by @cccntu in #4502, there's a logic bug in `ArrowWriter.write_batch` as the if-statement to handle the empty batches as detailed in the docstrings of the function ("Ignores the batch if it appears to be empty, preventing a potential schema update of unknown types."), the current if-statement is not handling properly `writer.write_batch({})` as an error is triggered. Also, if we add a regression test in `test_arrow_writer.py::test_write_batch` before applying the fix, the test will fail as when trying to write an empty batch as follows: ``` =================================================================================== short test summary info =================================================================================== FAILED tests/test_arrow_writer.py::test_write_batch[None-None] - ValueError: Schema and number of arrays unequal FAILED tests/test_arrow_writer.py::test_write_batch[None-1] - ValueError: Schema and number of arrays unequal FAILED tests/test_arrow_writer.py::test_write_batch[None-10] - ValueError: Schema and number of arrays unequal FAILED tests/test_arrow_writer.py::test_write_batch[fields1-None] - ValueError: Schema and number of arrays unequal FAILED tests/test_arrow_writer.py::test_write_batch[fields1-1] - ValueError: Schema and number of arrays unequal FAILED tests/test_arrow_writer.py::test_write_batch[fields1-10] - ValueError: Schema and number of arrays unequal FAILED tests/test_arrow_writer.py::test_write_batch[fields2-None] - ValueError: Schema and number of arrays unequal FAILED tests/test_arrow_writer.py::test_write_batch[fields2-1] - ValueError: Schema and number of arrays unequal FAILED tests/test_arrow_writer.py::test_write_batch[fields2-10] - ValueError: Schema and number of arrays unequal ======================================================================== 9 failed, 73 deselected, 7 warnings in 0.81s ========================================================================= ``` So the batch is not ignored when empty, as `batch_examples={}` won't match the condition `if batch_examples: ...`.
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Adding eval metadata for ade v2
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
2022-05-11T17:36:20Z
2022-05-12T13:29:51Z
2022-05-12T13:22:19Z
NONE
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Adding metadata to allow evaluation
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Latest v2.0.0 release of sacrebleu has broken some metrics
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2021-08-10T09:59:41Z
2021-08-10T11:16:07Z
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MEMBER
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## Describe the bug After `sacrebleu` v2.0.0 release (see changes here: https://github.com/mjpost/sacrebleu/pull/152/files#diff-2553a315bb1f7e68c9c1b00d56eaeb74f5205aeb3a189bc3e527b122c6078795L17-R15), some of `datasets` metrics are broken: - Default tokenizer `sacrebleu.DEFAULT_TOKENIZER` no longer exists: - #2739 - #2778 - Bleu tokenizers are no longer accessible with `sacrebleu.TOKENIZERS`: - #2779 - `corpus_bleu` args have been renamed from `(sys_stream, ref_streams)` to `(hipotheses, references)`: - #2782
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OpenSLR/83 is empty
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[ "Hi @tyrius02, thanks for reporting. I see you self-assigned this issue: are you working on this?", "@albertvillanova Yes. Figured I introduced the broken config, I should fix it too.\r\n\r\nI've got it working, but I'm struggling with one of the tests. I've started a PR so I/we can work through it.", "Looks li...
2021-10-26T19:42:21Z
2021-10-29T10:04:09Z
2021-10-29T10:04:09Z
CONTRIBUTOR
null
null
null
## Describe the bug As the summary says, openslr / SLR83 / train is empty. The dataset returned after loading indicates there are **zero** rows. The correct number should be **17877**. ## Steps to reproduce the bug ```python import datasets datasets.load_dataset('openslr', 'SLR83') ``` ## Expected results ``` DatasetDict({ train: Dataset({ features: ['path', 'audio', 'sentence'], num_rows: 17877 }) }) ``` ## Actual results ``` DatasetDict({ train: Dataset({ features: ['path', 'audio', 'sentence'], num_rows: 0 }) }) ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 1.14.1.dev0 (master HEAD) - Platform: Ubuntu 20.04 - Python version: 3.7.10 - PyArrow version: 3.0.0
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1,555
Added Opus TedTalks
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[ "@lhoestq I saw some common changes you made on the other PR's (Similar Opus Datasets). I fixed those changes here. Can you please review it once ? \r\nThanks.", "merging since the CI is fixed on master" ]
2020-12-13T22:29:33Z
2020-12-18T09:44:43Z
2020-12-18T09:44:43Z
CONTRIBUTOR
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Dataset : http://opus.nlpl.eu/TedTalks.php
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I_kwDODunzps5l_m3q
5,868
Is it possible to change a cached file and 're-cache' it instead of re-generating?
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[ "Arrow files/primitives (tables and arrays) are immutable, so re-generating them is the only option, I'm afraid.", "> \r\n\r\nGot it, thanks for your reply" ]
2023-05-16T03:45:42Z
2023-05-17T11:21:36Z
2023-05-17T11:21:36Z
NONE
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### Feature request Hi, I have a huge cached file using `map`(over 500GB), and I want to change an attribution of each element, is there possible to do it using some method instead of re-generating, because `map` takes over 24 hours ### Motivation For large datasets, I think it is very important because we always face the problem which is changing something in the original cache without re-generating it. ### Your contribution For now, I can't help, sorry.
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I_kwDODunzps5WvCYc
5,262
AttributeError: 'Value' object has no attribute 'names'
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[ "Hi ! It looks like your \"isDif\" column is a Sequence of Value(\"string\"), not a Sequence of ClassLabel.\r\n\r\nYou can convert your Value(\"string\") feature type to a ClassLabel feature type this way:\r\n```python\r\nfrom datasets import ClassLabel, Sequence\r\n\r\n# provide the label_names yourself\r\nlabel_n...
2022-11-18T13:58:42Z
2022-11-22T10:09:24Z
2022-11-22T10:09:23Z
NONE
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Hello I'm trying to build a model for custom token classification I already followed the token classification course on huggingface while adapting the code to my work, this message occures : 'Value' object has no attribute 'names' Here's my code: `raw_datasets` generates DatasetDict({ train: Dataset({ features: ['isDisf', 'pos', 'tokens', 'id'], num_rows: 14 }) }) `raw_datasets["train"][3]["isDisf"]` generates ['B_RM', 'I_RM', 'I_RM', 'B_RP', 'I_RP', 'O', 'O'] `dis_feature = raw_datasets["train"].features["isDisf"] dis_feature` generates Sequence(feature=Value(dtype='string', id=None), length=-1, id=None) and `label_names = dis_feature.feature.names label_names` generates AttributeError Traceback (most recent call last) [<ipython-input-28-972fd54a869a>](https://localhost:8080/#) in <module> ----> 1 label_names = dis_feature.feature.names 2 label_names AttributeError: 'Value' object has AttributeError: 'Value' object has no attribute 'names' Thank you for your help
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add ontonotes_conll dataset
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_3853). All of your documentation changes will be reflected on that endpoint.", "The CI fail is unrelated to this dataset, merging :)" ]
2022-03-08T08:53:42Z
2022-03-15T10:48:02Z
2022-03-15T10:48:02Z
CONTRIBUTOR
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# Introduction of the dataset OntoNotes v5.0 is the final version of OntoNotes corpus, and is a large-scale, multi-genre, multilingual corpus manually annotated with syntactic, semantic and discourse information. This dataset is the version of OntoNotes v5.0 extended and used in the CoNLL-2012 shared task , includes v4 train/dev and v9 test data for English/Chinese/Arabic and corrected version v12 train/dev/test data (English only). This dataset is widely used in name entity recognition, coreference resolution, and semantic role labeling. In dataset loading script, I modify and use the code of [AllenNLP/Ontonotes](https://docs.allennlp.org/models/main/models/common/ontonotes/#ontonotes) to read the special conll files while don't get extra package dependency. # Some workarounds I did 1. task ids I add tasks that I can't find anywhere `semantic-role-labeling`, `lemmatization`, and `word-sense-disambiguation` to the task category `structure-prediction`, because they are related to "syntax". I feel there is another good name for the task category since some tasks mentioned aren't related to structure, but I have no good idea. 2. `dl_manage.extract` Since we'll get another zip after unzip the downloaded zip data, I have to use `dl_manager.extract` directly inside `_generate_examples`. But when testing dummy data, `dl_manager.extract` do nothing. So I make a conditional such that it manually extract data when testing dummy data. # Help Don't know how to fix the building doc error.
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Update text classification template labels in DatasetInfo __post_init__
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[ "If I'm not mistaken, one way to fix this would be to drop the task templates when copying the info by inserting `dataset.info.task_templates = None` before the `Dataset.cast` call in `Dataset.prepare_for_task`. Moreover, we should do this change independently of the KeyError being raised because currently the foll...
2021-05-21T15:29:41Z
2021-05-28T11:37:35Z
2021-05-28T11:37:32Z
MEMBER
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This PR implements the idea discussed in #2389 to update the `labels` of the `TextClassification` template in the `DatasetInfo.__post_init__`. The main reason for doing so is so avoid duplicating the label definitions in both `DatasetInfo.features` and `DatasetInfo.task_templates`. To avoid storing state in `DatasetInfo.__post_init__`, the current implementation flushes `DatasetInfo.task_templates` before the features are cast in `Dataset.prepare_for_task` (thanks to @mariosasko for this idea!). Here is an example of the current workflow: ```python ds1 = load_dataset("./datasets/emotion/") # cast features and flush templates ds2 = ds1.prepare_for_task("text-classification") assert ds2.info.task_templates is None ``` Note that if users want to pass a `TextClassification` template to `prepare_for_task`, we require them to set `TextClassification.labels` to match the dataset's features corresponding to `label_column`: ```python ds1 = load_dataset("./datasets/emotion/") # TextClassification.labels is None by default => invalid template task = TextClassification(text_column="text", label_column="label") # Raises ValueError ds1.prepare_for_task(task) # Specifying the labels => valid template task = TextClassification(text_column="text", label_column="label", labels=['anger', 'fear', 'joy', 'love', 'sadness', 'surprise']) ds1.prepare_for_task(task) ``` This PR also adds: * New tests + fixed some old tests that weren't testing `assertRaises` properly * A decorator to share docstrings across common functions. This allows us to document `DatasetDict.prepare_for_task` and `Dataset.prepare_for_task` in one place. * Fixes to avoid side-effects from in-place replacements of `DatasetInfo.task_templates` in `DatasetInfo.__post_init__`. Thanks to @lhoestq for figuring this out! * Removal of `FeaturesWithLazyClassLabel` since we now create a new instance of `TextClassification` in `DatasetInfo.__post_init__` and avoid the side-effects first pointed out by @mariosasko ### PR Description from original WIP Hi @yjernite and @lhoestq, here's a first stab at the suggestion discussed in #2389 to update the `labels` of the `TextClassification` template in the `DatasetInfo.__post_init__`. One problem I've spotted is that my current implementation introduces state into the `__post_init__`: * When we call `load_dataset`, `DatasetInfo.features` are the "raw" features without any casting so we can access the column names by the `label_column` specified in `TextClassification` * When we call `Dataset.prepare_for_task` we run into a problem because the `DatasetInfo.features` are first cast into the new schema which triggers a `KeyError` when we update the infos [here](https://github.com/huggingface/datasets/blob/8b2a78520828e0cc13c14a31f413a5395ef25110/src/datasets/arrow_dataset.py#L1959). Here's an explicit example of what I mean with the stack trace appended below: ```python from datasets import load_dataset # this works ds = load_dataset("emotion") # we can verify the task template is correctly set ds["train"].info.task_templates # returns [TextClassification(labels=('sadness', 'joy', 'love', 'anger', 'fear', 'surprise'), text_column='text', label_column='label')] # but this fails because the _post_init__ is looking for the original column names ds.prepare_for_task("text-classification") ``` ``` --------------------------------------------------------------------------- KeyError Traceback (most recent call last) <ipython-input-4-54a43019b319> in <module> ----> 1 ds.prepare_for_task("text-classification") ~/git/datasets/src/datasets/dataset_dict.py in prepare_for_task(self, task) 807 """ 808 self._check_values_type() --> 809 return DatasetDict({k: dataset.prepare_for_task(task=task) for k, dataset in self.items()}) ~/git/datasets/src/datasets/dataset_dict.py in <dictcomp>(.0) 807 """ 808 self._check_values_type() --> 809 return DatasetDict({k: dataset.prepare_for_task(task=task) for k, dataset in self.items()}) ~/git/datasets/src/datasets/arrow_dataset.py in prepare_for_task(self, task) 1421 dataset = self.remove_columns(columns_to_drop) 1422 dataset = dataset.rename_columns(column_mapping) -> 1423 dataset = dataset.cast(features=template.features) 1424 return dataset 1425 ~/git/datasets/src/datasets/arrow_dataset.py in cast(self, features, batch_size, keep_in_memory, load_from_cache_file, cache_file_name, writer_batch_size, num_proc) 970 format = self.format 971 dataset = self.with_format("arrow") --> 972 dataset = dataset.map( 973 lambda t: t.cast(schema), 974 batched=True, ~/git/datasets/src/datasets/arrow_dataset.py in map(self, function, with_indices, input_columns, batched, batch_size, drop_last_batch, remove_columns, keep_in_memory, load_from_cache_file, cache_file_name, writer_batch_size, features, disable_nullable, fn_kwargs, num_proc, suffix_template, new_fingerprint) 1583 1584 if num_proc is None or num_proc == 1: -> 1585 return self._map_single( 1586 function=function, 1587 with_indices=with_indices, ~/git/datasets/src/datasets/arrow_dataset.py in wrapper(*args, **kwargs) 173 } 174 # apply actual function --> 175 out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) 176 datasets: List["Dataset"] = list(out.values()) if isinstance(out, dict) else [out] 177 # re-apply format to the output ~/git/datasets/src/datasets/fingerprint.py in wrapper(*args, **kwargs) 338 # Call actual function 339 --> 340 out = func(self, *args, **kwargs) 341 342 # Update fingerprint of in-place transforms + update in-place history of transforms ~/git/datasets/src/datasets/arrow_dataset.py in _map_single(self, function, with_indices, input_columns, batched, batch_size, drop_last_batch, remove_columns, keep_in_memory, load_from_cache_file, cache_file_name, writer_batch_size, features, disable_nullable, fn_kwargs, new_fingerprint, rank, offset) 1959 if update_data: 1960 # Create new Dataset from buffer or file -> 1961 info = self.info.copy() 1962 info.features = writer._features 1963 if buf_writer is None: ~/git/datasets/src/datasets/info.py in copy(self) 274 275 def copy(self) -> "DatasetInfo": --> 276 return self.__class__(**{k: copy.deepcopy(v) for k, v in self.__dict__.items()}) 277 278 ~/git/datasets/src/datasets/info.py in __init__(self, description, citation, homepage, license, features, post_processed, supervised_keys, task_templates, builder_name, config_name, version, splits, download_checksums, download_size, post_processing_size, dataset_size, size_in_bytes) ~/git/datasets/src/datasets/info.py in __post_init__(self) 174 # The reason is that Dataset.prepare_for_task calls Dataset.cast which converts the 175 # DatasetInfo.features to the new schema and thus template.label_column is no longer a valid key --> 176 object.__setattr__(template, "labels", tuple(self.features[template.label_column].names)) 177 template.label_schema["labels"] = ClassLabel(names=template.labels) 178 self.task_templates[idx] = template KeyError: 'label' ``` What do you think? I did this a bit quickly, so maybe I'm overlooking something obvious :) One thing would be to only update the labels of the task template on load, but this seems a bit hacky IMO
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Add CodeContests dataset
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[ "@mariosasko Can I take this up?", "This dataset is now available here: https://huggingface.co/datasets/deepmind/code_contests." ]
2022-02-03T13:20:00Z
2022-07-20T11:07:05Z
2022-07-20T11:07:05Z
CONTRIBUTOR
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## Adding a Dataset - **Name:** CodeContests - **Description:** CodeContests is a competitive programming dataset for machine-learning. - **Paper:** - **Data:** https://github.com/deepmind/code_contests - **Motivation:** This dataset was used when training [AlphaCode](https://deepmind.com/blog/article/Competitive-programming-with-AlphaCode). Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/master/ADD_NEW_DATASET.md).
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Setting log level higher than warning does not suppress progress bar
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[ "Hi,\r\n\r\nyou can suppress progress bars by patching logging as follows:\r\n```python\r\nimport datasets\r\nimport logging\r\ndatasets.logging.get_verbosity = lambda: logging.NOTSET\r\n# map call ...\r\n```\r\nEDIT: now you have to use `disable_progress_bar `", "Thank you, it worked :)", "See https://github.c...
2021-07-14T21:06:51Z
2022-07-08T14:51:57Z
2021-07-15T03:41:35Z
NONE
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## Describe the bug I would like to disable progress bars for `.map` method (and other methods like `.filter` and `load_dataset` as well). According to #1627 one can suppress it by setting log level higher than `warning`, however doing so doesn't suppress it with version 1.9.0. I also tried to set `DATASETS_VERBOSITY` environment variable to `error` or `critical` but it also didn't work. ## Steps to reproduce the bug ```python import datasets from datasets.utils.logging import set_verbosity_error set_verbosity_error() def dummy_map(batch): return batch common_voice_train = datasets.load_dataset("common_voice", "de", split="train") common_voice_test = datasets.load_dataset("common_voice", "de", split="test") common_voice_train.map(dummy_map) ``` ## Expected results - The progress bar for `.map` call won't be shown ## Actual results - The progress bar for `.map` is still shown ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 1.9.0 - Platform: Linux-5.4.0-1045-aws-x86_64-with-Ubuntu-18.04-bionic - Python version: 3.7.5 - PyArrow version: 4.0.1
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fix: adjusting indexing for the labels.
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[ "> Good catch ! Thanks for fixing it\r\n\r\nMy pleasure🙏" ]
2021-06-08T20:47:25Z
2021-06-09T10:15:46Z
2021-06-09T09:10:28Z
CONTRIBUTOR
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The labels index were mismatching the actual ones used in the dataset. Specifically `0` is used for `SUPPORTS` and `1` is used for `REFUTES` After this change, the `README.md` now reflects the content of `dataset_infos.json`. Signed-off-by: Matteo Manica <drugilsberg@gmail.com>
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ArrowInvalid: Can only convert 1-dimensional array values
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[ "Hi @NielsRogge, thanks for reporting!\r\n\r\nIn `datasets`, we were handling N-dimensional arrays only when passed as an instance of `np.array`, not when passed as a list of `np.array`s.\r\n\r\nI'm fixing it." ]
2021-09-29T14:18:52Z
2021-10-01T13:57:45Z
2021-10-01T13:57:45Z
CONTRIBUTOR
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## Describe the bug For the ViT and LayoutLMv2 demo notebooks in my [Transformers-Tutorials repo](https://github.com/NielsRogge/Transformers-Tutorials), people reported an ArrowInvalid issue after applying the following function to a Dataset: ``` def preprocess_data(examples): images = [Image.open(path).convert("RGB") for path in examples['image_path']] words = examples['words'] boxes = examples['bboxes'] word_labels = examples['ner_tags'] encoded_inputs = processor(images, words, boxes=boxes, word_labels=word_labels, padding="max_length", truncation=True) return encoded_inputs ``` ``` Full trace: --------------------------------------------------------------------------- ArrowInvalid Traceback (most recent call last) <ipython-input-8-0fc3efc6f0c2> in <module>() 27 28 train_dataset = datasets['train'].map(preprocess_data, batched=True, remove_columns=datasets['train'].column_names, ---> 29 features=features) 30 test_dataset = datasets['test'].map(preprocess_data, batched=True, remove_columns=datasets['test'].column_names, 31 features=features) 13 frames /usr/local/lib/python3.7/dist-packages/datasets/arrow_dataset.py in map(self, function, with_indices, input_columns, batched, batch_size, drop_last_batch, remove_columns, keep_in_memory, load_from_cache_file, cache_file_name, writer_batch_size, features, disable_nullable, fn_kwargs, num_proc, suffix_template, new_fingerprint, desc) 1701 new_fingerprint=new_fingerprint, 1702 disable_tqdm=disable_tqdm, -> 1703 desc=desc, 1704 ) 1705 else: /usr/local/lib/python3.7/dist-packages/datasets/arrow_dataset.py in wrapper(*args, **kwargs) 183 } 184 # apply actual function --> 185 out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) 186 datasets: List["Dataset"] = list(out.values()) if isinstance(out, dict) else [out] 187 # re-apply format to the output /usr/local/lib/python3.7/dist-packages/datasets/fingerprint.py in wrapper(*args, **kwargs) 396 # Call actual function 397 --> 398 out = func(self, *args, **kwargs) 399 400 # Update fingerprint of in-place transforms + update in-place history of transforms /usr/local/lib/python3.7/dist-packages/datasets/arrow_dataset.py in _map_single(self, function, with_indices, input_columns, batched, batch_size, drop_last_batch, remove_columns, keep_in_memory, load_from_cache_file, cache_file_name, writer_batch_size, features, disable_nullable, fn_kwargs, new_fingerprint, rank, offset, disable_tqdm, desc, cache_only) 2063 writer.write_table(batch) 2064 else: -> 2065 writer.write_batch(batch) 2066 if update_data and writer is not None: 2067 writer.finalize() # close_stream=bool(buf_writer is None)) # We only close if we are writing in a file /usr/local/lib/python3.7/dist-packages/datasets/arrow_writer.py in write_batch(self, batch_examples, writer_batch_size) 409 typed_sequence = OptimizedTypedSequence(batch_examples[col], type=col_type, try_type=col_try_type, col=col) 410 typed_sequence_examples[col] = typed_sequence --> 411 pa_table = pa.Table.from_pydict(typed_sequence_examples) 412 self.write_table(pa_table, writer_batch_size) 413 /usr/local/lib/python3.7/dist-packages/pyarrow/table.pxi in pyarrow.lib.Table.from_pydict() /usr/local/lib/python3.7/dist-packages/pyarrow/array.pxi in pyarrow.lib.asarray() /usr/local/lib/python3.7/dist-packages/pyarrow/array.pxi in pyarrow.lib.array() /usr/local/lib/python3.7/dist-packages/pyarrow/array.pxi in pyarrow.lib._handle_arrow_array_protocol() /usr/local/lib/python3.7/dist-packages/datasets/arrow_writer.py in __arrow_array__(self, type) 106 storage = numpy_to_pyarrow_listarray(self.data, type=type.value_type) 107 else: --> 108 storage = pa.array(self.data, type.storage_dtype) 109 out = pa.ExtensionArray.from_storage(type, storage) 110 elif isinstance(self.data, np.ndarray): /usr/local/lib/python3.7/dist-packages/pyarrow/array.pxi in pyarrow.lib.array() /usr/local/lib/python3.7/dist-packages/pyarrow/array.pxi in pyarrow.lib._sequence_to_array() /usr/local/lib/python3.7/dist-packages/pyarrow/error.pxi in pyarrow.lib.pyarrow_internal_check_status() /usr/local/lib/python3.7/dist-packages/pyarrow/error.pxi in pyarrow.lib.check_status() ArrowInvalid: Can only convert 1-dimensional array values ``` It can be fixed by adding the following line: ```diff def preprocess_data(examples): images = [Image.open(path).convert("RGB") for path in examples['image_path']] words = examples['words'] boxes = examples['bboxes'] word_labels = examples['ner_tags'] encoded_inputs = processor(images, words, boxes=boxes, word_labels=word_labels, padding="max_length", truncation=True) + encoded_inputs["image"] = np.array(encoded_inputs["image"]) return encoded_inputs ``` However, would be great if this can be fixed within Datasets itself.
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Fix flaky test again for s3 serialization
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2021-12-09T17:54:41Z
2021-12-09T18:00:52Z
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Following https://github.com/huggingface/datasets/pull/3388 that wasn't enough (see CI error [here](https://app.circleci.com/pipelines/github/huggingface/datasets/9080/workflows/b971fb27-ff20-4220-9416-c19acdfdf6f4/jobs/55985))
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PR_kwDODunzps4_Wm8z
5,006
Revert input_columns change
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Merging this one and I'll check if it fixes the `transformers` CI before doing a patch release" ]
2022-09-21T13:49:20Z
2022-09-21T14:14:33Z
2022-09-21T14:11:57Z
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Revert https://github.com/huggingface/datasets/pull/4971 Fix https://github.com/huggingface/datasets/issues/5005
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2,974
Actually disable dummy labels by default
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2021-09-27T14:50:20Z
2021-09-29T09:04:42Z
2021-09-29T09:04:41Z
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So I might have just changed the docstring instead of the actual default argument value and not realized. @lhoestq I'm sorry >.>
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933,791,018
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2,571
Filter expected warning log from transformers
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[ "I think the failing test has nothing to do with my PR..." ]
2021-06-30T14:48:19Z
2021-07-02T04:08:17Z
2021-07-02T04:08:17Z
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Close #2569.
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Docs: Fix same-page haslinks
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
2022-07-20T10:04:37Z
2022-07-20T17:02:33Z
2022-07-20T16:49:36Z
CONTRIBUTOR
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`href="/docs/datasets/quickstart#audio"` implicitly goes to `href="/docs/datasets/{$LATEST_STABLE_VERSION}/quickstart#audio"`. Therefore, https://huggingface.co/docs/datasets/quickstart#audio #audio hashlink does not work since the new docs were not added to v2.3.2 (LATEST_STABLE_VERSION) to preserve the version, it should be just `href="#audio"`, which will implicilty go to curren_page + #audio element
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5,192
Drop labels in Image and Audio folders if files are on different levels in directory or if there is only one label
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5192). All of your documentation changes will be reflected on that endpoint.", "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5192). All of your documentation changes will be reflected on...
2022-11-02T14:01:41Z
2022-11-15T16:32:53Z
2022-11-15T16:31:07Z
CONTRIBUTOR
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Will close https://github.com/huggingface/datasets/issues/5153 Drop labels by default (`drop_labels=None`) when: * there are files on different levels of directory hierarchy by checking their path depth * all files are in the same directory (=only one label was inferred) First one fixes cases like this: ``` repo image3.jpg image4.jpg data image1.jpg image2.jpg ``` Second one fixes cases like this: ``` repo image1.jpg image2.jpg image3.jpg ``` This is mostly to fix the viewer for people who just drop images in the Hub interface into the root dir. I added tests for both of the cases on local and remote files. **I also changed data files for old test on drop_labels** (`test_generate_examples_drop_labels`). The files I provide to `test_generate_examples_drop_labels` now has "canonical" classification structure (two dirs) in order not to change the logic of the test (=not to check these two cases addressed in the PR).
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Support all split in streaming mode
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2022-07-06T08:56:38Z
2022-07-06T15:19:55Z
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Fix #4637.
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Handle Nones in PyArrow struct
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[ "Looks like I added my comments while you were editing - sorry about that" ]
2022-03-03T15:03:35Z
2022-03-03T16:37:44Z
2022-03-03T16:37:43Z
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This PR fixes an issue introduced by #3575 where `None` values stored in PyArrow arrays/structs would get ignored by `cast_storage` or by the `pa.array(cast_to_python_objects(..))` pattern. To fix the former, it also bumps the minimal PyArrow version to v5.0.0 to use the `mask` param in `pa.SturctArray`.
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1,233,812,191
I_kwDODunzps5Jinrf
4,325
Dataset Viewer issue for strombergnlp/offenseval_2020, strombergnlp/polstance
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[ "Not sure if it's related... I was going to raise an issue for https://huggingface.co/datasets/domenicrosati/TruthfulQA which also has the same issue... https://huggingface.co/datasets/domenicrosati/TruthfulQA/viewer/domenicrosati--TruthfulQA/train \r\n\r\n", "Yes, it's related. The backend behind the dataset vie...
2022-05-12T10:59:08Z
2022-05-13T10:57:15Z
2022-05-13T10:57:02Z
CONTRIBUTOR
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### Link https://huggingface.co/datasets/strombergnlp/offenseval_2020/viewer/ar/train ### Description The viewer isn't running for these two datasets. I left it overnight because a wait sometimes helps things get loaded, and the error messages have all gone, but the datasets are still turning up blank in viewer. Maybe it needs a bit more time. * https://huggingface.co/datasets/strombergnlp/polstance/viewer/PolStance/train * https://huggingface.co/datasets/strombergnlp/offenseval_2020/viewer/ar/train While offenseval_2020 is gated w. prompt, the other gated previews I have run fine in Viewer, e.g. https://huggingface.co/datasets/strombergnlp/shaj , so I'm a bit stumped! ### Owner Yes
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3,805
Remove decode: true for image feature in head_qa
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2022-03-02T16:58:34Z
2022-03-07T12:13:36Z
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This was erroneously added in https://github.com/huggingface/datasets/commit/701f128de2594e8dc06c0b0427c0ba1e08be3054. This PR removes it.
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Fix unnecessary dict comprehension
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[ "_The documentation is not available anymore as the PR was closed or merged._", "I am merging because the CI error is unrelated.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | re...
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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6,270
Dataset.from_generator raises with sharded gen_args
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[ "`gen_kwargs` should be a `dict`, as stated in the docstring, but you are passing a `list`.\r\n\r\nSo, to fix the error, replace the list of dicts with a dict of lists (and slightly modify the generator function):\r\n```python\r\nfrom pathlib import Path\r\nimport datasets\r\n\r\ndef process_yaml(files):\r\n for...
2023-09-30T16:50:06Z
2023-10-11T20:29:12Z
2023-10-11T20:29:11Z
CONTRIBUTOR
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### Describe the bug According to the docs of Datasets.from_generator: ``` gen_kwargs(`dict`, *optional*): Keyword arguments to be passed to the `generator` callable. You can define a sharded dataset by passing the list of shards in `gen_kwargs`. ``` So I'd expect that if gen_kwargs was a list, then my generator would be called once for each element in the list with the dict in the list for that element. It doesn't work that way though. ### Steps to reproduce the bug ```python #!/usr/bin/python from pathlib import Path import datasets def process_yaml(file): yield dict(example=42) if __name__ == '__main__': import sys dir = Path(sys.argv[0]).parent ds = datasets.Dataset.from_generator(process_yaml, gen_kwargs=[{'file':f} for f in dir.glob('*.yml')], ) ds.to_json('training.jsonl') ``` ``` Generating train split: 0 examples [00:00, ? examples/s] Traceback (most recent call last): File "/tmp/dataset_bug.py", line 13, in <module> ds = datasets.Dataset.from_generator(process_yaml, gen_kwargs=[{'file':f} for f in dir.glob('*.yml')], ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/home/hartmans/ai/venv/lib/python3.11/site-packages/datasets/arrow_dataset.py", line 1072, in from_generator ).read() ^^^^^^ File "/home/hartmans/ai/venv/lib/python3.11/site-packages/datasets/io/generator.py", line 47, in read self.builder.download_and_prepare( File "/home/hartmans/ai/venv/lib/python3.11/site-packages/datasets/builder.py", line 954, in download_and_prepare self._download_and_prepare( File "/home/hartmans/ai/venv/lib/python3.11/site-packages/datasets/builder.py", line 1717, in _download_and_prepare super()._download_and_prepare( File "/home/hartmans/ai/venv/lib/python3.11/site-packages/datasets/builder.py", line 1049, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/home/hartmans/ai/venv/lib/python3.11/site-packages/datasets/builder.py", line 1555, in _prepare_split for job_id, done, content in self._prepare_split_single( File "/home/hartmans/ai/venv/lib/python3.11/site-packages/datasets/builder.py", line 1656, in _prepare_split_single generator = self._generate_examples(**gen_kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ TypeError: datasets.packaged_modules.generator.generator.Generator._generate_examples() argument after ** must be a ``` mapping, not list ### Expected behavior I would expect that process_yaml would be called once for each yaml file in the directory where the script is run. I also tried with the list being in gen_kwargs, but in that case process_yaml gets called with a list. ### Environment info - `datasets` version: 2.14.6.dev0 (git commit 0cc77d7f45c7369; also tested with 2.14.0) - Platform: Linux-6.1.0-10-amd64-x86_64-with-glibc2.36 - Python version: 3.11.2 - Huggingface_hub version: 0.16.4 - PyArrow version: 12.0.1 - Pandas version: 2.0.3
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5,281
Support cloud storage in load_dataset
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[ "Or for example an archive on GitHub releases! Before I added support for JXL (locally only, PR still pending) I was considering hosting my files on GitHub instead...", "+1 to this. I would like to use 'audiofolder' with a data_dir that's on S3, for example. I don't want to upload my dataset to the Hub, but I wo...
2022-11-22T14:00:10Z
2023-08-18T13:04:11Z
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Would be nice to be able to do ```python load_dataset("s3://...") ``` or even ```python data_files=["gs://..."] storage_options = {...} load_dataset(..., data_files=data_files, storage_options=storage_options) ``` The idea would be to use `fsspec` as in `download_and_prepare` and `save_to_disk`. This has been requested several times already. Some users want to use their data from private cloud storage to train models related: https://github.com/huggingface/datasets/issues/3490 https://github.com/huggingface/datasets/issues/5244 [forum](https://discuss.huggingface.co/t/how-to-use-s3-path-with-load-dataset-with-streaming-true/25739/2)
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added opus GNOME data
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[ "merging since the Ci is fixed on master" ]
2020-12-11T21:21:51Z
2020-12-17T14:20:23Z
2020-12-17T14:20:23Z
CONTRIBUTOR
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Dataset : http://opus.nlpl.eu/GNOME.php
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3,722
added electricity load diagram dataset
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2022-02-15T14:29:29Z
2022-02-16T18:53:21Z
2022-02-16T18:48:07Z
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Initial Electricity Load Diagram time series dataset.
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5,679
Allow load_dataset to take a working dir for intermediate data
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[ "Hi ! AFAIK a dataset must be present on a local disk to be able to efficiently memory map the datasets Arrow files. What makes you think that it is possible to load from a cloud storage and have good performance ?\r\n\r\nAnyway it's already possible to download_and_prepare a dataset as Arrow files in a cloud stora...
2023-03-29T07:21:09Z
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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Make streamable the BnL Historical Newspapers dataset
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2022-01-22T14:52:36Z
2022-02-04T14:05:23Z
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I've refactored the code in order to make the dataset streamable and to avoid it takes too long: - I've used `iter_files` Close #3615
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adding marathi-wiki dataset
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[ "Can you make it a draft PR until you've added the dataset please ? @ekdnam ", "Done", "Thanks for your contribution, @ekdnam. Are you still interested in adding this dataset?\r\n\r\nWe are removing the dataset scripts from this GitHub repo and moving them to the Hugging Face Hub: https://huggingface.co/dataset...
2020-12-09T13:01:20Z
2022-10-03T09:39:09Z
2022-10-03T09:39:09Z
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Adding marathi-wiki-articles dataset.
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Add ETHICS dataset
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[ "Thanks for your contribution, @ssss1029. Are you still interested in adding this dataset?\r\n\r\nWe are removing the dataset scripts from this GitHub repo and moving them to the Hugging Face Hub: https://huggingface.co/datasets\r\n\r\nWe would suggest you create this dataset there. Please, feel free to tell us if ...
2021-11-11T03:45:34Z
2022-10-03T09:37:25Z
2022-10-03T09:37:25Z
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This PR adds the ETHICS dataset, including all 5 sub-datasets. From https://arxiv.org/abs/2008.02275
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Update auth when mirroring datasets on the hub
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
2022-04-27T17:22:31Z
2022-04-27T17:37:04Z
2022-04-27T17:30:42Z
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We don't need to use extraHeaders anymore for rate limits anymore. Anyway extraHeaders was not working with git LFS because it was passing the wrong auth to S3.
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Add dataset tags
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[ "Thanks!" ]
2021-05-25T18:57:29Z
2021-05-26T16:54:16Z
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The dataset tags were provided by Peter Clark following the guide.
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remove wi_locness dataset due to licensing issues
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[ "Hi ! I'm sorry to hear that.\r\nThough we are not redistributing the dataset, we just provide a python script that downloads and process the dataset from its original source hosted at https://www.cl.cam.ac.uk\r\n\r\nTherefore I'm not sure what's the issue with licensing. What do you mean exactly ?", "I think tha...
2021-06-23T07:35:32Z
2021-06-25T14:52:42Z
2021-06-25T14:52:42Z
CONTRIBUTOR
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It was brought to my attention that this dataset's license is not only missing, but also prohibits redistribution. I contacted the original author to apologize for this oversight and asked if we could still use it, but unfortunately we can't and the author kindly asked to take down this dataset.
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4,771
Remove dummy data generation docs
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2022-07-29T19:20:46Z
2022-08-03T00:04:01Z
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This PR removes instructions to generate dummy data since that is no longer necessary for datasets that are uploaded to the Hub instead of our GitHub repo. Close #4744
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Map cache does not detect function changes in another module
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[ "This issue is a duplicate of https://github.com/huggingface/datasets/issues/3297. This is a limitation of `dill`, a package we use for caching (non-`__main__` module objects are serialized by reference). You can find more info about it here: https://github.com/uqfoundation/dill/issues/424.\r\n\r\nIn your case, mo...
2023-08-25T22:59:14Z
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```python # dataset.py import os import datasets if not os.path.exists('/tmp/test.json'): with open('/tmp/test.json', 'w') as file: file.write('[{"text": "hello"}]') def transform(example): text = example['text'] # text += ' world' return {'text': text} data = datasets.load_dataset('json', data_files=['/tmp/test.json'], split='train') data = data.map(transform) ``` ```python # test.py import dataset print(next(iter(dataset.data))) ``` Initialize cache ``` python3 test.py # {'text': 'hello'} ``` Edit dataset.py and uncomment the commented line, run again ``` python3 test.py # {'text': 'hello'} # expected: {'text': 'hello world'} ``` Clear cache and run again ``` rm -rf ~/.cache/huggingface/datasets/* python3 test.py # {'text': 'hello world'} ``` If instead the two files are combined, then changes to the function are detected correctly. But it's expected when working on any realistic codebase that things will be modularized into separate files.
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[ "This error is also raised when data is hosted on Google Drive:\r\n- https://huggingface.co/datasets/docred/discussions/5\r\n- https://huggingface.co/datasets/linnaeus/discussions/3\r\n- https://huggingface.co/datasets/poleval2019_mt/discussions/3\r\n- https://huggingface.co/datasets/reddit_tifu/discussions/2\r\n- ...
2023-05-15T13:47:19Z
2023-09-25T12:09:51Z
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The dataset viewer sometimes raises an `IndexError`: ``` IndexError: list index out of range ``` See: - huggingface/datasets-server#1151 - https://huggingface.co/datasets/reddit/discussions/5 - huggingface/datasets-server#1118 - https://huggingface.co/datasets/krr-oxford/OntoLAMA/discussions/1 - https://huggingface.co/datasets/hyperpartisan_news_detection/discussions/3 - https://huggingface.co/datasets/um005/discussions/2 - https://huggingface.co/datasets/tapaco/discussions/2 - https://huggingface.co/datasets/common_language/discussions/3 - https://huggingface.co/datasets/pass/discussions/1 After investigation: - This happens with data files hosted on Zenodo - Indeed, there is an underlying 429 HTTP error: Too Many Requests Note that some time ago, it also happened with data files hosted on Google Drive. See: - #4581 - #4580 The reason then was that there was a 403 HTTP error: Forbidden
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Add column_names to IterableDataset
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[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
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This PR closes #5383 * Add column_names property to IterableDataset * Add multiple tests for this new property
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Support PyArrow arrays as column values in `from_dict`
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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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Add uppercased versions of image file extensions for automatic module inference
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Adds the uppercased versions of the image file extensions to the supported extensions. Another approach would be to call `.lower()` on extensions while resolving data files, but uppercased extensions are not something we want to encourage out of the box IMO unless they are commonly used (as they are in the vision domain) Note that there is a slight discrepancy between the image file resolution and `imagefolder` as the latter calls `.lower()` on file extensions leading to some image file extensions being ignored by the resolution but not by the loader (e.g. `pNg`). Such extensions should also be discouraged, so I'm ignoring that case too. Fix #4514.
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Added metadata and correct splits for swda.
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[ "I will push updates tomorrow.", "@lhoestq thank you for your comments! I went ahead and fixed the code 😃. Please let me know if I missed anything." ]
2021-01-18T18:36:32Z
2021-01-29T19:35:52Z
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Switchboard Dialog Act Corpus I made some changes following @bhavitvyamalik recommendation in #1678: * Contains all metadata. * Used official implementation from the [/swda](https://github.com/cgpotts/swda) repo. * Add official train and test splits used in [Stolcke et al. (2000)](https://web.stanford.edu/~jurafsky/ws97) and validation split used in [Probabilistic-RNN-DA-Classifier](https://github.com/NathanDuran/Probabilistic-RNN-DA-Classifier).
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4,584
Add binary classification task IDs
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[ "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 ...
2022-06-28T07:30:39Z
2023-09-24T10:04:04Z
2023-01-26T09:27:52Z
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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 @abhishekkrthakur @SBrandeis
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3,339
to_tf_dataset fails on TPU
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[ "This might be related to https://github.com/tensorflow/tensorflow/issues/38762 , what do you think @Rocketknight1 ?\r\n> Dataset.from_generator is expected to not work with TPUs as it uses py_function underneath which is incompatible with Cloud TPU 2VM setup. If you would like to read from large datasets, maybe tr...
2021-11-30T00:50:52Z
2021-12-02T14:21:27Z
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Using `to_tf_dataset` to create a dataset and then putting it in `model.fit` results in an internal error on TPUs. I've only tried on Colab and Kaggle TPUs, not GCP TPUs. ## Steps to reproduce the bug I made a colab to show the error. https://colab.research.google.com/drive/12x_PFKzGouFxqD4OuWfnycW_1TaT276z?usp=sharing ## Expected results dataset from `to_tf_dataset` works in `model.fit` Right below the first error in the colab I use `tf.data.Dataset.from_tensor_slices` and `model.fit` works just fine. This is the desired outcome. ## Actual results ``` InternalError: 5 root error(s) found. (0) INTERNAL: {{function_node __inference_train_function_30558}} failed to connect to all addresses Additional GRPC error information from remote target /job:localhost/replica:0/task:0/device:CPU:0: :{"created":"@1638231897.932218653","description":"Failed to pick subchannel","file":"third_party/grpc/src/core/ext/filters/client_channel/client_channel.cc","file_line":3151,"referenced_errors":[{"created":"@1638231897.932216754","description":"failed to connect to all addresses","file":"third_party/grpc/src/core/lib/transport/error_utils.cc","file_line":161,"grpc_status":14}]} [[{{node StatefulPartitionedCall}}]] [[MultiDeviceIteratorGetNextFromShard]] Executing non-communication op <MultiDeviceIteratorGetNextFromShard> originally returned UnavailableError, and was replaced by InternalError to avoid invoking TF network error handling logic. [[RemoteCall]] [[IteratorGetNextAsOptional]] [[tpu_compile_succeeded_assert/_14023832043698465348/_7/_439]] ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 1.16.1 - Platform: Linux-5.4.104+-x86_64-with-Ubuntu-18.04-bionic - Python version: 3.7.12 - PyArrow version: 3.0.0 - Tensorflow 2.7.0 - `transformers` 4.12.5
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Got an error _pickle.PicklingError use Dataset.from_spark.
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[ "i got error using method from_spark when using multi-node Spark cluster. seems could only use \"from_spark\" in local?", "@lhoestq ", "cc @maddiedawson it looks like there an issue with `_validate_cache_dir` ?\r\n\r\nIt looks like the function passed to mapPartitions has a reference to the Spark dataset build...
2023-06-19T05:30:35Z
2023-07-24T11:55:46Z
2023-07-24T11:55:46Z
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python 3.9.2 Got an error _pickle.PicklingError use Dataset.from_spark. Did the dataset import load data from spark dataframe using multi-node Spark cluster df = spark.read.parquet(args.input_data).repartition(50) ds = Dataset.from_spark(df, keep_in_memory=True, cache_dir="/pnc-data/data/nuplan/t5_spark/cache_data") ds.save_to_disk(args.output_data) Error : _pickle.PicklingError: Could not serialize object: RuntimeError: It appears that you are attempting to reference SparkContext from a broadcast variable, action, or transforma tion. SparkContext can only be used on the driver, not in code that it run on workers. For more information, see SPARK-5063. 23/06/16 21:17:20 WARN ExecutorPodsWatchSnapshotSource: Kubernetes client has been closed (this is expected if the application is shutting down.) _Originally posted by @yanzia12138 in https://github.com/huggingface/datasets/issues/5701#issuecomment-1594674306_ W Traceback (most recent call last): File "/home/work/main.py", line 100, in <module> run(args) File "/home/work/main.py", line 80, in run ds = Dataset.from_spark(df1, keep_in_memory=True, File "/home/work/.local/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 1281, in from_spark return SparkDatasetReader( File "/home/work/.local/lib/python3.9/site-packages/datasets/io/spark.py", line 53, in read self.builder.download_and_prepare( File "/home/work/.local/lib/python3.9/site-packages/datasets/builder.py", line 909, in download_and_prepare self._download_and_prepare( File "/home/work/.local/lib/python3.9/site-packages/datasets/builder.py", line 1004, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/home/work/.local/lib/python3.9/site-packages/datasets/packaged_modules/spark/spark.py", line 254, in _prepare_split self._validate_cache_dir() File "/home/work/.local/lib/python3.9/site-packages/datasets/packaged_modules/spark/spark.py", line 122, in _validate_cache_dir self._spark.sparkContext.parallelize(range(1), 1).mapPartitions(create_cache_and_write_probe).collect() File "/home/work/.local/lib/python3.9/site-packages/pyspark/rdd.py", line 950, in collect sock_info = self.ctx._jvm.PythonRDD.collectAndServe(self._jrdd.rdd()) File "/home/work/.local/lib/python3.9/site-packages/pyspark/rdd.py", line 2951, in _jrdd wrapped_func = _wrap_function(self.ctx, self.func, self._prev_jrdd_deserializer, File "/home/work/.local/lib/python3.9/site-packages/pyspark/rdd.py", line 2830, in _wrap_function pickled_command, broadcast_vars, env, includes = _prepare_for_python_RDD(sc, command) File "/home/work/.local/lib/python3.9/site-packages/pyspark/rdd.py", line 2816, in _prepare_for_python_RDD pickled_command = ser.dumps(command) File "/home/work/.local/lib/python3.9/site-packages/pyspark/serializers.py", line 447, in dumps raise pickle.PicklingError(msg) _pickle.PicklingError: Could not serialize object: RuntimeError: It appears that you are attempting to reference SparkContext from a broadcast variable, action, or transformation. S parkContext can only be used on the driver, not in code that it run on workers. For more information, see SPARK-5063. 23/06/19 13:51:21 WARN ExecutorPodsWatchSnapshotSource: Kubernetes client has been closed (this is expected if the application is shutting down.)
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Addd options to use updated bleurt checkpoints
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2021-11-08T18:53:54Z
2021-11-12T14:05:28Z
2021-11-12T14:05:28Z
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Adds options to use newer recommended checkpoint (as of 2021/10/8) bleurt-20 and its distilled versions. Updated checkpoints are described in https://github.com/google-research/bleurt/blob/master/checkpoints.md#the-recommended-checkpoint-bleurt-20 This change won't affect the default behavior of metrics/bleurt. It only adds option to load newer checkpoints as `datasets.load_metric('bleurt', 'bleurt-20')` `bluert-20` generates scores roughly between 0 and 1, which wasn't the case for the previous checkpoints.
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Some links to canonical datasets in the docs are outdated
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[ "Thanks for catching this, I can go through the docs and replace the links to their corresponding datasets on the Hub!" ]
2022-11-04T10:06:21Z
2022-11-07T18:40:20Z
2022-11-07T18:40:20Z
CONTRIBUTOR
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As we don't have canonical datasets in the github repo anymore, some old links to them doesn't work. I don't know how many of them are there, I found link to SuperGlue here: https://huggingface.co/docs/datasets/dataset_script#multiple-configurations, probably there are more of them. These links should be replaced by links to the corresponding datasets on the Hub.
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TIFF/TIF support
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[ "The issue with multichannel TIFF images has already been reported in Pillow (https://github.com/python-pillow/Pillow/issues/1888). We can't do much about it on our side.\r\n\r\nStill, to avoid the error, you can bypass the default Pillow decoding and define a custom one as follows:\r\n```python\r\nimport tifffile ...
2023-04-25T16:14:18Z
2023-05-05T16:22:50Z
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### Feature request I currently have a dataset (with tiff and json files) where I have to do this: `wget path_to_data/images.zip && unzip images.zip` `wget path_to_data/annotations.zip && unzip annotations.zip` Would it make sense a contribution that supports these type of files? ### Motivation instead of using `load_dataset` have to use wget as these files are not supported for annotations with JSON and images with TIFF files. Additionally to this, the PIL formatting from datasets does not read correctly the image channels with TIFF format, besides multichannel adaptation might be necessary as well (as my data e.g has more than 3 channels) ### Your contribution 1. Support TIFF images over multi channel format 2. Support JSON annotations
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Failed to download species_800 from Google Drive zip file
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[ "Hi,\r\n\r\nthe dataset is downloaded normally on my machine. Maybe the URL was down at the time of your download. Could you try again?", "> Hi,\r\n> \r\n> the dataset is downloaded normally on my machine. Maybe the URL was down at the time of your download. Could you try again?\r\n\r\nI have tried that many time...
2021-11-30T20:00:28Z
2021-12-01T17:53:15Z
2021-12-01T17:53:15Z
CONTRIBUTOR
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## Describe the bug One can manually download the zip file on Google Drive, but `load_dataset()` cannot. related: #3248 ## Steps to reproduce the bug ```shell > python Python 3.7.12 (default, Sep 5 2021, 08:34:29) [Clang 11.0.3 (clang-1103.0.32.62)] on darwin Type "help", "copyright", "credits" or "license" for more information. ``` ```python >>> from datasets import load_dataset >>> s800 = load_dataset("species_800") ``` ## Expected results species_800 downloaded. ## Actual results ```shell Downloading: 5.68kB [00:00, 1.22MB/s] Downloading: 2.70kB [00:00, 691kB/s] Downloading and preparing dataset species800/species_800 (download: 17.36 MiB, generated: 3.53 MiB, post-processed: Unknown size, total: 20.89 MiB) to /Users/mike/.cache/huggingface/datasets/species800/species_800/1.0.0/532167f0bb8fbc0d77d6d03c4fd642c8c55527b9c5f2b1da77f3d00b0e559976... 0%| | 0/1 [00:00<?, ?it/s]Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/Users/mike/Library/Caches/pypoetry/virtualenvs/promptsource-hsdAcWsQ-py3.7/lib/python3.7/site-packages/datasets/load.py", line 1632, in load_dataset use_auth_token=use_auth_token, File "/Users/mike/Library/Caches/pypoetry/virtualenvs/promptsource-hsdAcWsQ-py3.7/lib/python3.7/site-packages/datasets/builder.py", line 608, in download_and_prepare dl_manager=dl_manager, verify_infos=verify_infos, **download_and_prepare_kwargs File "/Users/mike/Library/Caches/pypoetry/virtualenvs/promptsource-hsdAcWsQ-py3.7/lib/python3.7/site-packages/datasets/builder.py", line 675, in _download_and_prepare split_generators = self._split_generators(dl_manager, **split_generators_kwargs) File "/Users/mike/.cache/huggingface/modules/datasets_modules/datasets/species_800/532167f0bb8fbc0d77d6d03c4fd642c8c55527b9c5f2b1da77f3d00b0e559976/species_800.py", line 104, in _split_generators downloaded_files = dl_manager.download_and_extract(urls_to_download) File "/Users/mike/Library/Caches/pypoetry/virtualenvs/promptsource-hsdAcWsQ-py3.7/lib/python3.7/site-packages/datasets/utils/download_manager.py", line 284, in download_and_extract return self.extract(self.download(url_or_urls)) File "/Users/mike/Library/Caches/pypoetry/virtualenvs/promptsource-hsdAcWsQ-py3.7/lib/python3.7/site-packages/datasets/utils/download_manager.py", line 197, in download download_func, url_or_urls, map_tuple=True, num_proc=download_config.num_proc, disable_tqdm=False File "/Users/mike/Library/Caches/pypoetry/virtualenvs/promptsource-hsdAcWsQ-py3.7/lib/python3.7/site-packages/datasets/utils/py_utils.py", line 209, in map_nested for obj in utils.tqdm(iterable, disable=disable_tqdm) File "/Users/mike/Library/Caches/pypoetry/virtualenvs/promptsource-hsdAcWsQ-py3.7/lib/python3.7/site-packages/datasets/utils/py_utils.py", line 209, in <listcomp> for obj in utils.tqdm(iterable, disable=disable_tqdm) File "/Users/mike/Library/Caches/pypoetry/virtualenvs/promptsource-hsdAcWsQ-py3.7/lib/python3.7/site-packages/datasets/utils/py_utils.py", line 143, in _single_map_nested return function(data_struct) File "/Users/mike/Library/Caches/pypoetry/virtualenvs/promptsource-hsdAcWsQ-py3.7/lib/python3.7/site-packages/datasets/utils/download_manager.py", line 217, in _download return cached_path(url_or_filename, download_config=download_config) File "/Users/mike/Library/Caches/pypoetry/virtualenvs/promptsource-hsdAcWsQ-py3.7/lib/python3.7/site-packages/datasets/utils/file_utils.py", line 305, in cached_path use_auth_token=download_config.use_auth_token, File "/Users/mike/Library/Caches/pypoetry/virtualenvs/promptsource-hsdAcWsQ-py3.7/lib/python3.7/site-packages/datasets/utils/file_utils.py", line 594, in get_from_cache raise ConnectionError("Couldn't reach {}".format(url)) ConnectionError: Couldn't reach https://drive.google.com/u/0/uc?id=1OletxmPYNkz2ltOr9pyT0b0iBtUWxslh&export=download/ ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 1.14,0 1.15.0, 1.16.1 - Platform: macOS Catalina 10.15.7 - Python version: 3.7.12 - PyArrow version: 6.0.1
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I_kwDODunzps5C7Yx9
3,671
Give an estimate of the dataset size in DatasetInfo
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2022-02-03T09:47:10Z
2022-02-03T09:47:10Z
null
CONTRIBUTOR
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**Is your feature request related to a problem? Please describe.** Currently, only part of the datasets provide `dataset_size`, `download_size`, `size_in_bytes` (and `num_bytes` and `num_examples` inside `splits`). I would want to get this information, or an estimation, for all the datasets. **Describe the solution you'd like** - get access to the git information for the dataset files hosted on the hub - look at the [`Content-Length`](https://developer.mozilla.org/en-US/docs/Web/HTTP/Headers/Content-Length) for the files served by HTTP
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[ "Feel free to ping me once you're ready for another review :) ", "For sure! Gonna work on this now!", "I incorporated all the changes but when I go to rebase I get the following error:\r\n```python\r\naclifton@pop-os:~/hf_datasets_sprint/datasets$ git rebase upstream/master\r\nerror: cannot rebase: You have uns...
2020-12-09T22:14:12Z
2020-12-17T18:27:14Z
2020-12-17T18:27:14Z
CONTRIBUTOR
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2nd PR ever! Hopefully I'm starting to get the hang of this. This is for the IMPPRES dataset. Please let me know of any corrections or changes that need to be made.
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decode mp3 with librosa if torchaudio is > 0.12 as a temporary workaround
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Thanks ! Should we still support torchaudio>0.12 if it works ? And if it doesn't we can explain that downgrading is the right solution, or alternatively use librosa", "@lhoestq \r\n\r\n> Should we still support torchaudio>0.12 if i...
2022-08-31T18:57:59Z
2022-11-02T11:54:33Z
2022-09-20T13:12:52Z
CONTRIBUTOR
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`torchaudio>0.12` fails with decoding mp3 files if `ffmpeg<4`. currently we ask users to downgrade torchaudio, but sometimes it's not possible as torchaudio version is binded to torch version. as a temporary workaround we can decode mp3 with librosa (though it 60 times slower, at least it works) another option would be to ask users to install the required version of `ffmpeg`, but is non-trivial on colab: it's not in apt packages in ubuntu 18 and `conda` is not preinstalled (with `conda` it would be easily installable) - [x] decode with torchaudio anyway if the version of ffmpeg is correct? it's 60 times faster - [x] tests - [x] DO NOT FORGET to get back all the tests see https://github.com/huggingface/datasets/issues/4776 and https://github.com/huggingface/datasets/issues/3663#issuecomment-1225797165 (there is a Colab notebook to reproduce the error)
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Remove all query parameters when extracting protocol
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[ "Beware of cases like: `http://ufal.ms.mff.cuni.cz/umc/005-en-ur/download.php?f=umc005-corpus.zip` or `gzip://bg-cs.xml::https://opus.nlpl.eu/download.php?f=Europarl/v8/xml/bg-cs.xml.gz`. I see these URLs in the errors (https://observablehq.com/@huggingface/quality-assessment-of-datasets-loading?collection=@hugging...
2021-10-01T12:05:34Z
2021-10-04T08:48:13Z
2021-10-04T08:48:13Z
MEMBER
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Fix `_get_extraction_protocol` to remove all query parameters, like `?raw=true`, `?dl=1`,...
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audiofolder works on local env, but creates empty dataset in a remote one, what dependencies could I be missing/outdated
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2023-01-27T20:01:22Z
2023-01-29T05:23:14Z
2023-01-29T05:23:14Z
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### Describe the bug I'm using a custom audio dataset (400+ audio files) in the correct format for audiofolder. Although loading the dataset with audiofolder works in one local setup, it doesn't in a remote one (it just creates an empty dataset). I have both ffmpeg and libndfile installed on both computers, what could be missing/need to be updated in the one that doesn't work? On the remote env, libsndfile is 1.0.28 and ffmpeg is 4.2.1. from datasets import load_dataset ds = load_dataset("audiofolder", data_dir="...") Here is the output (should be generating 400+ rows): Downloading and preparing dataset audiofolder/default to ... Downloading data files: 0%| | 0/2 [00:00<?, ?it/s] Downloading data files: 0it [00:00, ?it/s] Extracting data files: 0it [00:00, ?it/s] Generating train split: 0 examples [00:00, ? examples/s] Dataset audiofolder downloaded and prepared to ... Subsequent calls will reuse this data. 0%| | 0/1 [00:00<?, ?it/s] DatasetDict({ train: Dataset({ features: ['audio', 'transcription'], num_rows: 1 }) }) Here is my pip environment in the one that doesn't work (uses torch 1.11.a0 from shared env): Package Version ------------------- ------------------- aiofiles 22.1.0 aiohttp 3.8.3 aiosignal 1.3.1 altair 4.2.1 anyio 3.6.2 appdirs 1.4.4 argcomplete 2.0.0 argon2-cffi 20.1.0 astunparse 1.6.3 async-timeout 4.0.2 attrs 21.2.0 audioread 3.0.0 backcall 0.2.0 bleach 4.0.0 certifi 2021.10.8 cffi 1.14.6 charset-normalizer 2.0.12 click 8.1.3 contourpy 1.0.7 cycler 0.11.0 datasets 2.9.0 debugpy 1.4.1 decorator 5.0.9 defusedxml 0.7.1 dill 0.3.6 distlib 0.3.4 entrypoints 0.3 evaluate 0.4.0 expecttest 0.1.3 fastapi 0.89.1 ffmpy 0.3.0 filelock 3.6.0 fonttools 4.38.0 frozenlist 1.3.3 fsspec 2023.1.0 future 0.18.2 gradio 3.16.2 h11 0.14.0 httpcore 0.16.3 httpx 0.23.3 huggingface-hub 0.12.0 idna 3.3 ipykernel 6.2.0 ipython 7.26.0 ipython-genutils 0.2.0 ipywidgets 7.6.3 jedi 0.18.0 Jinja2 3.0.1 jiwer 2.5.1 joblib 1.2.0 jsonschema 3.2.0 jupyter 1.0.0 jupyter-client 6.1.12 jupyter-console 6.4.0 jupyter-core 4.7.1 jupyterlab-pygments 0.1.2 jupyterlab-widgets 1.0.0 kiwisolver 1.4.4 Levenshtein 0.20.2 librosa 0.9.2 linkify-it-py 1.0.3 llvmlite 0.39.1 markdown-it-py 2.1.0 MarkupSafe 2.0.1 matplotlib 3.6.3 matplotlib-inline 0.1.2 mdit-py-plugins 0.3.3 mdurl 0.1.2 mistune 0.8.4 multidict 6.0.4 multiprocess 0.70.14 nbclient 0.5.4 nbconvert 6.1.0 nbformat 5.1.3 nest-asyncio 1.5.1 notebook 6.4.3 numba 0.56.4 numpy 1.20.3 orjson 3.8.5 packaging 21.0 pandas 1.5.3 pandocfilters 1.4.3 parso 0.8.2 pexpect 4.8.0 pickleshare 0.7.5 Pillow 9.4.0 pip 22.3.1 pipx 1.1.0 platformdirs 2.5.2 pooch 1.6.0 prometheus-client 0.11.0 prompt-toolkit 3.0.19 psutil 5.9.0 ptyprocess 0.7.0 pyarrow 10.0.1 pycparser 2.20 pycryptodome 3.16.0 pydantic 1.10.4 pydub 0.25.1 Pygments 2.10.0 pyparsing 2.4.7 pyrsistent 0.18.0 python-dateutil 2.8.2 python-multipart 0.0.5 pytz 2022.7.1 PyYAML 6.0 pyzmq 22.2.1 qtconsole 5.1.1 QtPy 1.10.0 rapidfuzz 2.13.7 regex 2022.10.31 requests 2.27.1 resampy 0.4.2 responses 0.18.0 rfc3986 1.5.0 scikit-learn 1.2.1 scipy 1.6.3 Send2Trash 1.8.0 setuptools 65.5.1 shiboken6 6.3.1 shiboken6-generator 6.3.1 six 1.16.0 sniffio 1.3.0 soundfile 0.11.0 starlette 0.22.0 terminado 0.11.0 testpath 0.5.0 threadpoolctl 3.1.0 tokenizers 0.13.2 toolz 0.12.0 torch 1.11.0a0+gitunknown tornado 6.1 tqdm 4.64.1 traitlets 5.0.5 transformers 4.27.0.dev0 types-dataclasses 0.6.4 typing_extensions 4.1.1 uc-micro-py 1.0.1 urllib3 1.26.9 userpath 1.8.0 uvicorn 0.20.0 virtualenv 20.14.1 wcwidth 0.2.5 webencodings 0.5.1 websockets 10.4 wheel 0.37.1 widgetsnbextension 3.5.1 xxhash 3.2.0 yarl 1.8.2 ### Steps to reproduce the bug Create a pip environment with the packages listed above (make sure ffmpeg and libsndfile is installed with same versions listed above). Create a custom audio dataset and load it in with load_dataset("audiofolder", ...) ### Expected behavior load_dataset should create a dataset with 400+ rows. ### 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: 3.9.0 - PyArrow version: 10.0.1 - Pandas version: 1.5.3
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1,745,184,395
I_kwDODunzps5oBWaL
5,930
loading private custom dataset script - authentication error
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[ "This issue seems to have been resolved, so I'm closing it." ]
2023-06-07T06:58:23Z
2023-06-15T14:49:21Z
2023-06-15T14:49:20Z
NONE
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### Describe the bug Train model with my custom dataset stored in HuggingFace and loaded with the loading script requires authentication but I am not sure how ? I am logged in in the terminal, in the browser. I receive this error: /python3.8/site-packages/datasets/utils/file_utils.py", line 566, in get_from_cache raise ConnectionError(f"Couldn't reach {url} ({repr(head_error)})") ConnectionError: Couldn't reach https://huggingface.co/datasets/fkov/s/blob/main/data/s/train/labels `(ConnectionError('Unauthorized for URL `https://huggingface.co/datasets/fkov/s/blob/main/data/s/train/labels. Please use the parameter `**`use_auth_token=True`**` after logging in with `**`huggingface-cli login`**`')) when I added: `use_auth_token=True` and logged in via terminal then I received error: or the same error in different format: raise ConnectionError(f"`Couldn't reach {url} (error {response.status_code}`)") ConnectionError: Couldn't reach https://huggingface.co/datasets/fkov/s/blob/main/data/s/train/labels (`error 401`) ### Steps to reproduce the bug 1. cloned transformers library locally: https://huggingface.co/docs/transformers/v4.15.0/examples : > git clone https://github.com/huggingface/transformers > cd transformers > pip install . > cd /transformers/examples/pytorch/audio-classification > pip install -r requirements.txt 2. created **loading script** > https://huggingface.co/docs/datasets/dataset_script added next to dataset: 3. uploaded **private custom dataset** with loading script to HuggingFace > https://huggingface.co/docs/datasets/dataset_script 4. added dataset loading script to **local directory** in the above cloned transformers library: > cd /transformers/examples/pytorch/audio-classification 5. logged in to HuggingFace on local terminal with : > **huggingface-cli login** 6. run the model with the custom dataset stored on HuggingFace with code: https://github.com/huggingface/transformers/blob/main/examples/pytorch/audio-classification/README.md cd /transformers/examples/pytorch/audio-classification > python run_audio_classification.py \ > --model_name_or_path facebook/wav2vec2-base \ > --output_dir l/users/flck/outputs/wav2vec2-base-s \ > --overwrite_output_dir \ > --dataset_name s \ > --dataset_config_name s \ > --remove_unused_columns False \ > --do_train \ > --do_eval \ > --fp16 \ > --learning_rate 3e-5 \ > --max_length_seconds 1 \ > --attention_mask False \ > --warmup_ratio 0.1 \ > --num_train_epochs 5 \ > --per_device_train_batch_size 32 \ > --gradient_accumulation_steps 4 \ > --per_device_eval_batch_size 32 \ > --dataloader_num_workers 4 \ > --logging_strategy steps \ > --logging_steps 10 \ > --evaluation_strategy epoch \ > --save_strategy epoch \ > --load_best_model_at_end True \ > --metric_for_best_model accuracy \ > --save_total_limit 3 \ > --seed 0 \ > --push_to_hub \ > **--use_auth_token=True** ### Expected behavior Be able to train a model the https://github.com/huggingface/transformers/blob/main/examples/pytorch/audio-classification/ run_audio_classification.py with private custom dataset stored on HuggingFace. ### Environment info - datasets version: 2.12.0 - `transformers` version: 4.30.0.dev0 - Platform: Linux-5.4.204-ql-generic-12.0-19-x86_64-with-glibc2.17 - Python version: 3.8.12 - Huggingface_hub version: 0.15.1 - Safetensors version: 0.3.1 - PyTorch version (GPU?): 2.0.1+cu117 (True) Versions of relevant libraries: [pip3] numpy==1.24.3 [pip3] torch==2.0.1 [pip3] torchaudio==2.0.2 [conda] numpy 1.24.3 pypi_0 pypi [conda] torch 2.0.1 pypi_0 pypi [conda] torchaudio 2.0.2 pypi_0 pypi
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834,649,536
MDExOlB1bGxSZXF1ZXN0NTk1NDI0MTYw
2,077
Bump huggingface_hub version
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2021-03-18T10:54:34Z
2021-03-18T11:33:26Z
2021-03-18T11:33:26Z
CONTRIBUTOR
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`0.0.2 => 0.0.6`
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4,207
[Minor edit] Fix typo in class name
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2022-04-24T09:49:37Z
2022-05-05T13:17:47Z
2022-05-05T13:17:47Z
CONTRIBUTOR
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Typo: `datasets.DatsetDict` -> `datasets.DatasetDict`
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3,173
Fix issue with filelock filename being too long on encrypted filesystems
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2021-10-28T11:28:57Z
2021-10-29T09:42:24Z
2021-10-29T09:42:24Z
CONTRIBUTOR
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Infer max filename length in filelock on Unix-like systems. Should fix problems on encrypted filesystems such as eCryptfs. Fix #2924 cc: @lmmx
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No documentation for main branch is built
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2022-12-01T16:50:58Z
2022-12-02T16:26:01Z
2022-12-02T16:26:01Z
MEMBER
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Since: - #5250 - Commit: 703b84311f4ead83c7f79639f2dfa739295f0be6 the docs for main branch are no longer built. The change introduced only triggers the docs building for releases.
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825,153,804
MDExOlB1bGxSZXF1ZXN0NTg3Mjc1Njk4
2,008
Fix various typos/grammer in the docs
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[ "What do yo think of the documentation btw ?\r\nWhat parts would you like to see improved ?", "I like how concise and straightforward the docs are.\r\n\r\nFew things that would further improve the docs IMO:\r\n* the usage example of `Dataset.formatted_as` in https://huggingface.co/docs/datasets/master/processing....
2021-03-09T01:39:28Z
2021-03-15T18:42:49Z
2021-03-09T10:21:32Z
CONTRIBUTOR
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This PR: * fixes various typos/grammer I came across while reading the docs * adds the "Install with conda" installation instructions Closes #1959
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Run pyupgrade for Python 3.6+
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[ "Hi ! Thanks for the change :)\r\nCould it be possible to only run it for the code in `src/` ? We try to not change the code in the `datasets/` directory too often since it refreshes the users cache when they upgrade `datasets`.", "> Hi ! Thanks for the change :)\r\n> Could it be possible to only run it for the c...
2022-01-10T19:20:53Z
2022-01-31T13:38:49Z
2022-01-31T09:37:34Z
CONTRIBUTOR
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Run the command: ```bash pyupgrade $(find . -name "*.py" -type f) --py36-plus ``` Which mainly avoids unnecessary lists creations and also removes unnecessary code for Python 3.6+. It was originally part of #3489. Tip for reviewing faster: use the CLI (`git diff`) and scroll.
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Fixed spelling `S3Fileystem` to `S3FileSystem`
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2021-02-04T16:36:46Z
2021-02-04T16:52:27Z
2021-02-04T16:52:26Z
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Fixed documentation spelling errors. Wrong `S3Fileystem` Right `S3FileSystem`
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Minor fix in loading metrics docs
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2021-06-29T07:55:11Z
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Make some minor fixes in "Loading metrics" docs.
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CI check_code_quality error: E721 Do not compare types, use `isinstance()`
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2023-08-10T10:19:50Z
2023-08-10T11:22:58Z
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After latest release of `ruff` (https://pypi.org/project/ruff/0.0.284/), we get the following CI error: ``` src/datasets/utils/py_utils.py:689:12: E721 Do not compare types, use `isinstance()` ```
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