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5,061
`_pickle.PicklingError: logger cannot be pickled` in multiprocessing `map`
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[ "This is maybe related to python 3.10, do you think you could try on 3.8 ?\r\n\r\nIn the meantime we'll keep improving the support for 3.10. Let me add a dedicated CI", "I did some binary search and seems like the root cause is either `multiprocess` or `dill`. python 3.10 is fine. Specifically:\r\n- `multiprocess...
2022-10-03T23:51:38Z
2023-07-21T14:43:35Z
2023-07-21T14:43:34Z
NONE
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## Describe the bug When I `map` with multiple processes, this error occurs. The `.name` of the `logger` that fails to pickle in the final line is `datasets.fingerprint`. ``` File "~/project/dataset.py", line 204, in <dictcomp> split: dataset.map( File ".../site-packages/datasets/arrow_dataset.py", line 2489, in map transformed_shards[index] = async_result.get() File ".../site-packages/multiprocess/pool.py", line 771, in get raise self._value File ".../site-packages/multiprocess/pool.py", line 537, in _handle_tasks put(task) File ".../site-packages/multiprocess/connection.py", line 214, in send self._send_bytes(_ForkingPickler.dumps(obj)) File ".../site-packages/multiprocess/reduction.py", line 54, in dumps cls(buf, protocol, *args, **kwds).dump(obj) File ".../site-packages/dill/_dill.py", line 620, in dump StockPickler.dump(self, obj) File ".../pickle.py", line 487, in dump self.save(obj) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../pickle.py", line 902, in save_tuple save(element) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../site-packages/dill/_dill.py", line 1963, in save_function _save_with_postproc(pickler, (_create_function, ( File ".../site-packages/dill/_dill.py", line 1140, in _save_with_postproc pickler.save_reduce(*reduction, obj=obj) File ".../pickle.py", line 717, in save_reduce save(state) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../pickle.py", line 887, in save_tuple save(element) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../site-packages/dill/_dill.py", line 1251, in save_module_dict StockPickler.save_dict(pickler, obj) File ".../pickle.py", line 972, in save_dict self._batch_setitems(obj.items()) File ".../pickle.py", line 998, in _batch_setitems save(v) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../site-packages/dill/_dill.py", line 1963, in save_function _save_with_postproc(pickler, (_create_function, ( File ".../site-packages/dill/_dill.py", line 1140, in _save_with_postproc pickler.save_reduce(*reduction, obj=obj) File ".../pickle.py", line 717, in save_reduce save(state) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../pickle.py", line 887, in save_tuple save(element) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../site-packages/dill/_dill.py", line 1251, in save_module_dict StockPickler.save_dict(pickler, obj) File ".../pickle.py", line 972, in save_dict self._batch_setitems(obj.items()) File ".../pickle.py", line 998, in _batch_setitems save(v) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../site-packages/dill/_dill.py", line 1963, in save_function _save_with_postproc(pickler, (_create_function, ( File ".../site-packages/dill/_dill.py", line 1154, in _save_with_postproc pickler._batch_setitems(iter(source.items())) File ".../pickle.py", line 998, in _batch_setitems save(v) File ".../pickle.py", line 578, in save rv = reduce(self.proto) File ".../logging/__init__.py", line 1774, in __reduce__ raise pickle.PicklingError('logger cannot be pickled') _pickle.PicklingError: logger cannot be pickled ``` ## Steps to reproduce the bug Sorry I failed to have a minimal reproducible example, but the offending line on my end is ```python dataset.map( lambda examples: self.tokenize(examples), # this doesn't matter, lambda e: [1] * len(...) also breaks. In fact I'm pretty sure it breaks before executing this lambda batched=True, num_proc=4, ) ``` This does work when `num_proc=1`, so it's likely a multiprocessing thing. ## Expected results `map` succeeds ## Actual results The error trace above. ## Environment info - `datasets` version: 1.16.1 and 2.5.1 both failed - Platform: Ubuntu 20.04.4 LTS - Python version: 3.10.4 - PyArrow version: 9.0.0
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I_kwDODunzps50jh2j
6,327
FileNotFoundError when trying to load the downloaded dataset with `load_dataset(..., streaming=True)`
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[ "You can clone the `togethercomputer/RedPajama-Data-1T-Sample` repo and load the dataset with `load_dataset(\"path/to/cloned_repo\")` to use it offline.", "@mariosasko Thank you for your kind reply! I'll try it as a workaround.\r\nDoes that mean that currently it's not supported to simply load with a short name?"...
2023-10-21T12:27:03Z
2023-10-23T18:50:07Z
2023-10-23T18:50:07Z
CONTRIBUTOR
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### Describe the bug Hi, I'm trying to load the dataset `togethercomputer/RedPajama-Data-1T-Sample` with `load_dataset` in streaming mode, i.e., `streaming=True`, but `FileNotFoundError` occurs. ### Steps to reproduce the bug I've downloaded the dataset and save it to the cache dir in advance. My hope is loading the files in offline environment and without taking too much hours to prepross the entire data before running into the training process. So I try the following code to load the files streamingly ```py dataset = load_dataset('togethercomputer/RedPajama-Data-1T-Sample', streaming=True) print(next(iter(dataset['train']))) ``` Sadly, it raises the following: ``` FileNotFoundError: [Errno 2] No such file or directory: 'CURRENT_CODE_PATH/arxiv_sample.jsonl' ``` I've noticed that the dataset can be properly found in the begining ``` Using the latest cached version of the module from /root/.cache/huggingface/modules/datasets_modules/datasets/togethercomputer--RedPajama-Data-1T-Sample/6ea3bc8ec2e84ec6d2df1930942e9028ace8c5b9d9143823cf911c50bbd92039 (last modified on Sat Oct 21 20:12:57 2023) since it couldn't be found locally at togethercomputer/RedPajama-Data-1T-Sample., or remotely on the Hugging Face Hub. ``` But it seems that the paths couldn't be properly parsed when loading iteratively. How should I fix this error. I've tried specifying `data_files` or `data_dir` as `.../arxiv_sample.jsonl` but none of them works. Thanks. ### Expected behavior Properly load the dataset. ### Environment info `datasets==2.14.5`
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5,277
Remove YAML integer keys from class_label metadata
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Also note that this approach is valid when metadata keys are str, but also if they are int.\r\n- This will be helpful for any community dataset using old integer keys in their metadata", "perfect !" ]
2022-11-22T08:34:07Z
2022-11-22T13:58:26Z
2022-11-22T13:55:49Z
MEMBER
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Fix partially #5275.
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Error loading MP3 files from CommonVoice
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[ "Hi @kradonneoh, thanks for reporting.\r\n\r\nPlease note that to work with audio datasets (and specifically with MP3 files) we have detailed installation instructions in our docs: https://huggingface.co/docs/datasets/installation#audio\r\n- one of the requirements is torchaudio<0.12.0\r\n\r\nLet us know if the pro...
2023-01-31T21:25:33Z
2023-03-02T16:25:14Z
2023-03-02T16:25:13Z
NONE
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### Describe the bug When loading a CommonVoice dataset with `datasets==2.9.0` and `torchaudio>=0.12.0`, I get an error reading the audio arrays: ```python --------------------------------------------------------------------------- LibsndfileError Traceback (most recent call last) ~/.local/lib/python3.8/site-packages/datasets/features/audio.py in _decode_mp3(self, path_or_file) 310 try: # try torchaudio anyway because sometimes it works (depending on the os and os packages installed) --> 311 array, sampling_rate = self._decode_mp3_torchaudio(path_or_file) 312 except RuntimeError: ~/.local/lib/python3.8/site-packages/datasets/features/audio.py in _decode_mp3_torchaudio(self, path_or_file) 351 --> 352 array, sampling_rate = torchaudio.load(path_or_file, format="mp3") 353 if self.sampling_rate and self.sampling_rate != sampling_rate: ~/.local/lib/python3.8/site-packages/torchaudio/backend/soundfile_backend.py in load(filepath, frame_offset, num_frames, normalize, channels_first, format) 204 """ --> 205 with soundfile.SoundFile(filepath, "r") as file_: 206 if file_.format != "WAV" or normalize: ~/.local/lib/python3.8/site-packages/soundfile.py in __init__(self, file, mode, samplerate, channels, subtype, endian, format, closefd) 654 format, subtype, endian) --> 655 self._file = self._open(file, mode_int, closefd) 656 if set(mode).issuperset('r+') and self.seekable(): ~/.local/lib/python3.8/site-packages/soundfile.py in _open(self, file, mode_int, closefd) 1212 err = _snd.sf_error(file_ptr) -> 1213 raise LibsndfileError(err, prefix="Error opening {0!r}: ".format(self.name)) 1214 if mode_int == _snd.SFM_WRITE: LibsndfileError: Error opening <_io.BytesIO object at 0x7fa539462090>: File contains data in an unknown format. ``` I assume this is because there's some issue with the mp3 decoding process. I've verified that I have `ffmpeg>=4` (on a Linux distro), which appears to be the fallback backend for `torchaudio,` (at least according to #4889). ### Steps to reproduce the bug ```python dataset = load_dataset("mozilla-foundation/common_voice_11_0", "be", split="train") dataset[0] ``` ### Expected behavior Similar behavior to `torchaudio<0.12.0`, which doesn't result in a `LibsndfileError` ### Environment info - `datasets` version: 2.9.0 - Platform: Linux-5.15.0-52-generic-x86_64-with-glibc2.29 - Python version: 3.8.10 - PyArrow version: 10.0.1 - Pandas version: 1.5.1
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6,935
Support for pathlib.Path in datasets 2.19.0
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[ "+1 I just noticed this when I tried to update `datasets` today.", "The same issue, I also get error." ]
2024-05-30T12:53:36Z
2025-01-14T11:50:22Z
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### Describe the bug After the recent update of `datasets`, Dataset.save_to_disk does not accept a pathlib.Path anymore. It was supported in 2.18.0 and previous versions. Is this intentional? Was it supported before only because of a Python dusk-typing miracle? ### Steps to reproduce the bug ``` from datasets import Dataset import pathlib path = pathlib.Path("./my_out_path") Dataset.from_dict( {"text": ["hello world"], "label": [777], "split": ["train"]} .save_to_disk(path) ``` This results in an error when using datasets 2.19: ``` Traceback (most recent call last): File "<stdin>", line 3, in <module> File "/Users/jb/scratch/venv/lib/python3.11/site-packages/datasets/arrow_dataset.py", line 1515, in save_to_disk fs, _ = url_to_fs(dataset_path, **(storage_options or {})) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/Users/jb/scratch/venv/lib/python3.11/site-packages/fsspec/core.py", line 383, in url_to_fs chain = _un_chain(url, kwargs) ^^^^^^^^^^^^^^^^^^^^^^ File "/Users/jb/scratch/venv/lib/python3.11/site-packages/fsspec/core.py", line 323, in _un_chain if "::" in path ^^^^^^^^^^^^ TypeError: argument of type 'PosixPath' is not iterable ``` Converting to str works, however. ``` Dataset.from_dict( {"text": ["hello world"], "label": [777], "split": ["train"]} ).save_to_disk(str(path)) ``` ### Expected behavior My dataset gets saved to disk without an error. ### Environment info aiohttp==3.9.5 aiosignal==1.3.1 attrs==23.2.0 certifi==2024.2.2 charset-normalizer==3.3.2 datasets==2.19.0 dill==0.3.8 filelock==3.14.0 frozenlist==1.4.1 fsspec==2024.3.1 huggingface-hub==0.23.2 idna==3.7 multidict==6.0.5 multiprocess==0.70.16 numpy==1.26.4 packaging==24.0 pandas==2.2.2 pyarrow==16.1.0 pyarrow-hotfix==0.6 python-dateutil==2.9.0.post0 pytz==2024.1 PyYAML==6.0.1 requests==2.32.3 six==1.16.0 tqdm==4.66.4 typing_extensions==4.12.0 tzdata==2024.1 urllib3==2.2.1 xxhash==3.4.1 yarl==1.9.4
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5,501
Increase chunk size for speeding up file downloads
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5501). All of your documentation changes will be reflected on that endpoint.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==6.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchma...
2023-02-03T10:50:10Z
2023-02-09T11:04:11Z
null
CONTRIBUTOR
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Original fix: https://github.com/huggingface/huggingface_hub/pull/1267 Not sure this function is actually still called though. I haven't done benches on this. Is there a dataset where files are hosted on the hub through cloudfront so we can have the same setup as in `hf_hub` ?
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https://api.github.com/repos/huggingface/datasets/issues/7199
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7,199
Add with_rank to Dataset.from_generator
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2024-10-04T16:51:53Z
2024-10-04T16:51:53Z
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Adds `with_rank` to `Dataset.from_generator`. As for `Dataset.map` and `Dataset.filter`, this is useful when creating cache files using multi-GPU.
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5,643
Support PyArrow arrays as column values in `from_dict`
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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...
2023-03-15T19:32:40Z
2023-03-16T17:23:06Z
2023-03-16T17:15:40Z
COLLABORATOR
null
null
null
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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I_kwDODunzps6dWtp1
7,280
Add filename in error message when ReadError or similar occur
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[ "Hi Elisa, please share the error traceback here, and if you manage to find the location in the `datasets` code where the error occurs, feel free to open a PR to add the necessary logging / improve the error message.", "> please share the error traceback\n\nI don't have access to it but it should be during [this ...
2024-11-07T06:00:53Z
2024-11-20T13:23:12Z
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Please update error messages to include relevant information for debugging when loading datasets with `load_dataset()` that may have a few corrupted files. Whenever downloading a full dataset, some files might be corrupted (either at the source or from downloading corruption). However the errors often only let me know it was a tar file if `tarfile.ReadError` appears on the traceback, and I imagine similarly for other file types. This makes it really hard to debug which file is corrupted, and when dealing with very large datasets, it shouldn't be necessary to force download everything again.
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4,649
Add PAQ dataset
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[ "uploaded dataset [here](https://huggingface.co/datasets/embedding-data/PAQ_pairs)" ]
2022-07-07T01:29:42Z
2022-07-14T02:06:27Z
2022-07-14T02:06:27Z
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## Adding a Dataset - **Name:** *PAQ* - **Description:** *This repository contains code and models to support the research paper PAQ: 65 Million Probably-Asked Questions and What You Can Do With Them* - **Paper:** *https://arxiv.org/abs/2102.07033* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/PAQ_pairs.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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Update torch_formatter.py
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6402). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
2023-11-11T19:40:41Z
2024-03-15T11:31:53Z
2024-03-15T11:25:37Z
CONTRIBUTOR
null
null
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Ensure PyTorch images are converted to (C, H, W) instead of (H, W, C). See #6394 for motivation.
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3,017,259,407
I_kwDODunzps6z17mP
7,534
TensorFlow RaggedTensor Support (batch-level)
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2025-04-24T13:14:52Z
2025-04-24T13:17:20Z
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### Feature request Hi, Currently datasets does not support RaggedTensor output on batch-level. When building a Object Detection Dataset (with TensorFlow) I need to enable RaggedTensors as that's how BBoxes & classes are expected from the Keras Model POV. Currently there's a error thrown saying that "Nested Data is not supported". It'd be very helpful if this was fixed! :) ### Motivation Enabling Object Detection pipelines for TensorFlow. ### Your contribution With guidance I'd happily help making the PR. The current implementation with DataCollator and later enforcing `np.array` is the problematic part (at the end of `np_get_batch` in `tf_utils.py`). As `numpy` don't support "Raggednes"
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I_kwDODunzps5SbKIY
5,012
Force JSON format regardless of file naming on S3
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[ "Hi ! Support for URIs like `s3://...` is not implemented yet in `data_files=`. You can use the HTTP URL instead if your data is public in the meantime", "Hi,\r\nI want to make sure I understand this response. I have a set of files on S3 that are private for security reasons. Because they are not public files I ...
2022-09-22T18:28:15Z
2023-08-16T09:58:36Z
2023-08-16T09:58:36Z
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I have a file on S3 created by Data Version Control, it looks like `s3://dvc/ac/badff5b134382a0f25248f1b45d7b2` but contains a json file. If I run ```python dataset = load_dataset( "json", data_files='s3://dvc/ac/badff5b134382a0f25248f1b45d7b2' ) ``` It gives me ``` InvalidSchema: No connection adapters were found for 's3://dvc/ac/badff5b134382a0f25248f1b45d7b2' ``` However, I cannot go ahead and change the names of the s3 file. Is there a way to "force" load a S3 url with certain decoder (JSON, CSV, etc.) regardless of s3 URL naming?
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Add "cc-by-nc-sa-2.0" to list of licenses
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Sorry for the issue @albertvillanova! I think it's now fixed! :heart: " ]
2022-08-24T13:11:49Z
2022-08-26T10:31:32Z
2022-08-26T10:29:20Z
CONTRIBUTOR
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Datasets side of https://github.com/huggingface/hub-docs/pull/285
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Make CLI convert_to_parquet not raise error if no rights to create script branch
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6902). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
2024-05-16T12:21:27Z
2024-06-03T04:43:17Z
2024-05-16T12:51:05Z
MEMBER
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Make CLI convert_to_parquet not raise error if no rights to create "script" branch. Not that before this PR, the error was not critical because it was raised at the end of the script, once all the rest of the steps were already performed. Fix #6901. Bug introduced in datasets-2.19.0 by: - #6809
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7,143
Modify add_column() to optionally accept a FeatureType as param
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[ "Requesting review @lhoestq \r\nI will also update the docs if this looks good.", "Cool ! maybe you can rename the argument `feature` and with type `FeatureType` ? This way it would work the same way as `.cast_column()` ?", "@lhoestq Since there is no way to get a `pyarrow.Schema` from a `FeatureType`, I had to...
2024-09-08T10:56:57Z
2024-09-17T06:01:23Z
2024-09-16T15:11:01Z
CONTRIBUTOR
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Fix #7142. **Before (Add + Cast)**: ``` from datasets import load_dataset, Value ds = load_dataset("rotten_tomatoes", split="test") lst = [i for i in range(len(ds))] ds = ds.add_column("new_col", lst) # Assigns int64 to new_col by default print(ds.features) ds = ds.cast_column("new_col", Value(dtype="uint16", id=None)) print(ds.features) ``` **Before (Numpy Workaround)**: ``` from datasets import load_dataset import numpy as np ds = load_dataset("rotten_tomatoes", split="test") lst = [i for i in range(len(ds))] ds = ds.add_column("new_col", np.array(lst, dtype=np.uint16)) print(ds.features) ``` **After**: ``` from datasets import load_dataset, Value ds = load_dataset("rotten_tomatoes", split="test") lst = [i for i in range(len(ds))] val = Value(dtype="uint16", id=None)) ds = ds.add_column("new_col", lst, feature=val) print(ds.features) ```
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5,169
Add "ipykernel" to list of `co_filename`s to remove
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[ "I don't know how I could add some tests for this, although jupyter is not among the dependencies so at least that would need to be added. If someone can tell a recommended way I will try to do it!", "So testing by myself and looking around the jupyter codebase it looks like the `co_filename` of objects created w...
2022-10-27T05:56:17Z
2022-11-02T15:46:00Z
2022-11-02T15:43:20Z
CONTRIBUTOR
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Should resolve #5157
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7,170
Support JSON lines with missing columns
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_7170). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update." ]
2024-09-25T05:08:15Z
2024-09-26T06:42:09Z
2024-09-26T06:42:07Z
MEMBER
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Support JSON lines with missing columns. Fix #7169. The implemented test raised: ``` datasets.table.CastError: Couldn't cast age: int64 to {'age': Value(dtype='int32', id=None), 'name': Value(dtype='string', id=None)} because column names don't match ``` Related to: - #7160 - #7162
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Update process.mdx: Code Listings Fixes
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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...
2024-05-29T03:17:07Z
2024-06-04T13:08:19Z
2024-06-04T12:55:00Z
CONTRIBUTOR
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Kannada dataset(Conversations, Wikipedia etc)
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[ "Hi ! feel free to uplad the CSV on https://huggingface.co/datasets :)\r\n\r\nwe don't store the datasets' data in this github repository" ]
2025-02-14T06:53:03Z
2025-02-20T17:28:54Z
2025-02-20T17:28:53Z
NONE
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Is it possible to pass multiple links to a split in load script?
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2022-08-12T11:06:11Z
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**Is your feature request related to a problem? Please describe.** I wanted to use a python loading script in hugging face datasets that use different sources of text (it's somehow a compilation of multiple datasets + my own dataset) based on how `load_dataset` [works](https://huggingface.co/docs/datasets/loading) I assumed I could do something like bellow in my loading script: ```python ... _URL = "MY_DATASET_URL/resolve/main/data/" _URLS = { "train": [ "FIRST_URL_TO.txt", _URL + "train-00000-of-00001-676bfebbc8742592.parquet" ] } ... ``` but when loading the dataset it raises the following error: ```python File ~/.local/lib/python3.8/site-packages/datasets/builder.py:704, in DatasetBuilder.download_and_prepare(self, download_config, download_mode, ignore_verifications, try_from_hf_gcs, dl_manager, base_path, use_auth_token, **download_and_prepare_kwargs) 702 logger.warning("HF google storage unreachable. Downloading and preparing it from source") 703 if not downloaded_from_gcs: --> 704 self._download_and_prepare( 705 dl_manager=dl_manager, verify_infos=verify_infos, **download_and_prepare_kwargs ... 668 if isinstance(a, str): 669 # Force-cast str subclasses to str (issue #21127) 670 parts.append(str(a)) TypeError: expected str, bytes or os.PathLike object, not list ``` **Describe the solution you'd like** I believe since it's possible for `load_dataset` to get list of URLs instead of just a URL for `train` split it can be possible here too. **Describe alternatives you've considered** An alternative solution would be to download all needed datasets locally and `push_to_hub` them all, but since the datasets I'm talking about are huge it's not among my options. **Additional context** I think loading `text` beside the `parquet` is completely a different issue but I believe I can figure it out by proposing a config for my dataset to load each entry of `_URLS['train']` separately either by `load_dataset("text", ...` or `load_dataset("parquet", ...`.
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Using `set_format(type='torch', columns=columns)` makes Array2D/3D columns stop formatting correctly
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[ "In case others find this, the problem was not with set_format, but my usages of `to_pandas()` and `from_pandas()` which I was using during dataset splitting; somewhere in the chain of converting to and from pandas the `Array2D/Array3D` types get converted to series of `Sequence()` types" ]
2022-11-11T18:54:36Z
2022-11-11T20:42:29Z
2022-11-11T18:59:50Z
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I have a Dataset with two Features defined as follows: ``` 'image': Array3D(dtype="int64", shape=(3, 224, 224)), 'bbox': Array2D(dtype="int64", shape=(512, 4)), ``` On said dataset, if I `dataset.set_format(type='torch')` and then use the dataset in a dataloader, these columns are correctly cast to Tensors of (batch_size, 3, 224, 244) for example. However, if I `dataset.set_format(type='torch', columns=['image', 'bbox'])` these columns are cast to Lists of tensors and miss the batch size completely (the 3 dimension is the list length). I'm currently digging through datasets formatting code to try and find out why, but was curious if someone knew an immediate solution for this.
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Align task tags in dataset metadata
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[ "I removed all the invalid task_ids in datasts without namespace, based on the <s>(internal)</s> types.ts", "(Types.ts is not internal it's public)", "I have opened PRs to fix the task_ids in all datasets within a namespace as well.\r\n\r\nWorking on task_categories...", "For future reference: this fix had so...
2022-10-19T09:41:42Z
2022-11-10T05:25:58Z
2022-10-25T06:17:00Z
MEMBER
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## Describe Once we have agreed on a common naming for task tags for all open source projects, we should align on them. ## Steps - [x] Align task tags in canonical datasets - [x] task_categories: 4 datasets - [x] task_ids (by @lhoestq) - [x] Open PRs in community datasets - [x] task_categories: 451 datasets - [x] task_ids: 556 datasets
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Don't require trust_remote_code in inspect_dataset
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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...
2023-11-28T19:47:07Z
2023-11-30T10:40:23Z
2023-11-30T10:34:12Z
MEMBER
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don't require `trust_remote_code` in (deprecated) `inspect_dataset` (it defeats its purpose) (not super important but we might as well keep it until the next major release) this is needed to fix the tests in https://github.com/huggingface/datasets/pull/6448
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https://api.github.com/repos/huggingface/datasets/issues/5415
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RuntimeError: Sharding is ambiguous for this dataset
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2023-01-10T07:36:11Z
2023-01-18T14:09:04Z
2023-01-18T14:09:03Z
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### Describe the bug When loading some datasets, a RuntimeError is raised. For example, for "ami" dataset: https://huggingface.co/datasets/ami/discussions/3 ``` .../huggingface/datasets/src/datasets/builder.py in _prepare_split(self, split_generator, check_duplicate_keys, file_format, num_proc, max_shard_size) 1415 fpath = path_join(self._output_dir, fname) 1416 -> 1417 num_input_shards = _number_of_shards_in_gen_kwargs(split_generator.gen_kwargs) 1418 if num_input_shards <= 1 and num_proc is not None: 1419 logger.warning( .../huggingface/datasets/src/datasets/utils/sharding.py in _number_of_shards_in_gen_kwargs(gen_kwargs) 10 lists_lengths = {key: len(value) for key, value in gen_kwargs.items() if isinstance(value, list)} 11 if len(set(lists_lengths.values())) > 1: ---> 12 raise RuntimeError( 13 ( 14 "Sharding is ambiguous for this dataset: " RuntimeError: Sharding is ambiguous for this dataset: we found several data sources lists of different lengths, and we don't know over which list we should parallelize: - key samples_paths has length 6 - key ids has length 7 - key verification_ids has length 6 To fix this, check the 'gen_kwargs' and make sure to use lists only for data sources, and use tuples otherwise. In the end there should only be one single list, or several lists with the same length. ``` This behavior was introduced when implementing multiprocessing by PR: - #5107 ### Steps to reproduce the bug ```python ds = load_dataset("ami", "microphone-single", split="train", revision="2d7620bb7c3f1aab9f329615c3bdb598069d907a") ``` ### Expected behavior No error raised. ### Environment info Since datasets 2.7.0
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My Private Dataset doesn't exist on the Hub or cannot be accessed
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[ "I can load public dataset, but for my private dataset it fails", "https://huggingface.co/docs/datasets/upload_dataset", "I have checked the API HTTP link. Repository Not Found for url: https://huggingface.co/api/datasets/xxx/xxx.\r\n\r\n![image](https://github.com/huggingface/datasets/assets/39621324/4aceef59-...
2024-06-06T06:52:19Z
2024-07-01T11:27:46Z
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### Describe the bug ``` File "/root/miniconda3/envs/gino_conda/lib/python3.9/site-packages/datasets/load.py", line 1852, in dataset_module_factory raise DatasetNotFoundError(msg + f" at revision '{revision}'" if revision else msg) datasets.exceptions.DatasetNotFoundError: Dataset 'xxx' doesn't exist on the Hub or cannot be accessed >>> dataset = load_dataset("xxxx", token=True) 404 error 404 Client Error. (Request ID: Root=xxxx) Repository Not Found for url: https://huggingface.co/api/datasets/xxx/xxx. Please make sure you specified the correct `repo_id` and `repo_type`. If you are trying to access a private or gated repo, make sure you are authenticated. Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/root/miniconda3/envs/gino_conda/lib/python3.9/site-packages/datasets/load.py", line 2593, in load_dataset builder_instance = load_dataset_builder( File "/root/miniconda3/envs/gino_conda/lib/python3.9/site-packages/datasets/load.py", line 2265, in load_dataset_builder dataset_module = dataset_module_factory( File "/root/miniconda3/envs/gino_conda/lib/python3.9/site-packages/datasets/load.py", line 1910, in dataset_module_factory raise e1 from None File "/root/miniconda3/envs/gino_conda/lib/python3.9/site-packages/datasets/load.py", line 1852, in dataset_module_factory raise DatasetNotFoundError(msg + f" at revision '{revision}'" if revision else msg) datasets.exceptions.DatasetNotFoundError: Dataset 'xxx' doesn't exist on the Hub or cannot be accessed ``` ### Steps to reproduce the bug 123 ### Expected behavior 123 ### Environment info 123
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5,318
Origin/fix missing features error
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[ "_The documentation is not available anymore as the PR was closed or merged._", "please review :) @lhoestq @ola13 thankoo", "Thanks :) I just updated the test to make sure it works even when there's a column missing, and did a minor change to json.py to add the missing columns for the other kinds of JSON files ...
2022-12-01T06:18:39Z
2022-12-12T19:06:42Z
2022-12-04T05:49:39Z
CONTRIBUTOR
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This fixes the problem of when the dataset_load function reads a function with "features" provided but some read batches don't have columns that later show up. For instance, the provided "features" requires columns A,B,C but only columns B,C show. This fixes this by adding the column A with nulls.
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https://api.github.com/repos/huggingface/datasets/issues/6580
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2,075,645,042
I_kwDODunzps57t9Ry
6,580
dataset cache only stores one config of the dataset in parquet dir, and uses that for all other configs resulting in showing same data in all configs.
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2024-01-11T03:14:18Z
2024-01-20T12:46:16Z
2024-01-20T12:46:16Z
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### Describe the bug ds = load_dataset("ai2_arc", "ARC-Easy"), i have tried to force redownload, delete cache and changing the cache dir. ### Steps to reproduce the bug dataset = [] dataset_name = "ai2_arc" possible_configs = [ 'ARC-Challenge', 'ARC-Easy' ] for config in possible_configs: dataset_slice = load_dataset(dataset_name, config,ignore_verifications=True,cache_dir='ai2_arc_files') dataset.append(dataset_slice) ### Expected behavior all configs should get saved in cache with their respective names. ### Environment info ai2_arc
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6,905
Extraction protocol for arrow files is not defined
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[ "Fixed in https://github.com/huggingface/datasets/pull/7083" ]
2024-05-17T16:01:41Z
2025-02-06T19:50:22Z
2025-02-06T19:50:20Z
NONE
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### Describe the bug Passing files with `.arrow` extension into data_files argument, at least when `streaming=True` is very slow. ### Steps to reproduce the bug Basically it goes through the `_get_extraction_protocol` method located [here](https://github.com/huggingface/datasets/blob/main/src/datasets/utils/file_utils.py#L820) The method then looks at some base known extensions where `arrow` is not defined so it proceeds to determine the compression with the magic number method which is slow when dealing with a lot of files which are stored in s3 and by looking at this predefined list, I don't see `arrow` in there either so in the end it return None: ``` MAGIC_NUMBER_TO_COMPRESSION_PROTOCOL = { bytes.fromhex("504B0304"): "zip", bytes.fromhex("504B0506"): "zip", # empty archive bytes.fromhex("504B0708"): "zip", # spanned archive bytes.fromhex("425A68"): "bz2", bytes.fromhex("1F8B"): "gzip", bytes.fromhex("FD377A585A00"): "xz", bytes.fromhex("04224D18"): "lz4", bytes.fromhex("28B52FFD"): "zstd", } ``` ### Expected behavior My expectation is that `arrow` would be in the known lists so it would return None without going through the magic number method. ### Environment info datasets 2.19.0
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HfHubHTTPError: 403 Forbidden: None. Cannot access content at: https://hf.co/api/s3proxy
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2025-04-08T14:08:40Z
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I have already logged in Huggingface using CLI with my valid token. Now trying to download the datasets using following code: from transformers import WhisperProcessor, WhisperForConditionalGeneration, WhisperTokenizer, Trainer, TrainingArguments, DataCollatorForSeq2Seq from datasets import load_dataset, DatasetDict, Audio def load_and_preprocess_dataset(): dataset = load_dataset("mozilla-foundation/common_voice_17_0", "bn") dataset = dataset.remove_columns(["accent", "age", "client_id", "down_votes", "gender", "locale", "segment", "up_votes"]) dataset = dataset.cast_column("audio", Audio(sampling_rate=16000)) dataset = dataset["train"].train_test_split(test_size=0.1) dataset = DatasetDict({ "train": dataset["train"], "test": dataset["test"] }) return dataset load_and_preprocess_dataset() I am getting following error: Downloading data: 100%  25/25 [00:01<00:00, 25.31files/s] --------------------------------------------------------------------------- HTTPError Traceback (most recent call last) File ~/github/bangla-asr/.venv/lib/python3.11/site-packages/huggingface_hub/utils/_http.py:409, in hf_raise_for_status(response, endpoint_name) 408 try: --> 409 response.raise_for_status() 410 except HTTPError as e: File ~/github/bangla-asr/.venv/lib/python3.11/site-packages/requests/models.py:1024, in Response.raise_for_status(self) 1023 if http_error_msg: -> 1024 raise HTTPError(http_error_msg, response=self) HTTPError: 403 Client Error: BlockSIEL for url: https://hf.co/api/s3proxy?GET=https%3A%2F%2Fhf-hub-lfs-us-east-1.s3.us-east-1.amazonaws.com%2Frepos%2Fa3%2F86%2Fa386bf65687d8a6928c1ea57c383aa3faade32f5171150e25af3fc1cfc273db8%2F67f1ac9cabd539bfbff3acbc549b60647833a250dc638866f22bf1b64e68806d%3FX-Amz-Algorithm%3DAWS4-HMAC-SHA256%26X-Amz-Content-Sha256%3DUNSIGNED-PAYLOAD%26X-Amz-Credential%3DAKIA2JU7TKAQLC2QXPN7%252F20250408%252Fus-east-1%252Fs3%252Faws4_request%26X-Amz-Date%3D20250408T134345Z%26X-Amz-Expires%3D3600%26X-Amz-Signature%3D621e731d4fd6d08afbf568379797746ab8e2b853b6728ff5e1122fef6e56880b%26X-Amz-SignedHeaders%3Dhost%26response-content-disposition%3Dinline%253B%2520filename%252A%253DUTF-8%2527%2527bn_validated_1.tar%253B%2520filename%253D%2522bn_validated_1.tar%2522%253B%26response-content-type%3Dapplication%252Fx-tar%26x-id%3DGetObject&HEAD=https%3A%2F%2Fhf-hub-lfs-us-east-1.s3.us-east-1.amazonaws.com%2Frepos%2Fa3%2F86%2Fa386bf65687d8a6928c1ea57c383aa3faade32f5171150e25af3fc1cfc273db8%2F67f1ac9cabd539bfbff3acbc549b60647833a250dc638866f22bf1b64e68806d%3FX-Amz-Algorithm%3DAWS4-HMAC-SHA256%26X-Amz-Content-Sha256%3DUNSIGNED-PAYLOAD%26X-Amz-Credential%3DAKIA2JU7TKAQLC2QXPN7%252F20250408%252Fus-east-1%252Fs3%252Faws4_request%26X-Amz-Date%3D20250408T134345Z%26X-Amz-Expires%3D3600%26X-Amz-Signature%3D15254fb79d30b0dc36b94a28138e675e0e00bb475b8a3ae774418500b095a661%26X-Amz-SignedHeaders%3Dhost&sign=eyJhbGciOiJIUzI1NiJ9.eyJyZWRpcmVjdF9kb21haW4iOiJoZi1odWItbGZzLXVzLWVhc3QtMS5zMy51cy1lYXN0LTEuYW1hem9uYXdzLmNvbSIsImlhdCI6MTc0NDExOTgyNSwiZXhwIjoxNzQ0MjA2MjI1LCJpc3MiOiJodHRwczovL2h1Z2dpbmdmYWNlLmNvIn0.5sJzudFDU3SmOdOLlwmQCOfQFf2r7y9590HoX8WBkRk The above exception was the direct cause of the following exception: HfHubHTTPError Traceback (most recent call last) Cell In[16], line 15 9 dataset = DatasetDict({ 10 "train": dataset["train"], 11 "test": dataset["test"] 12 }) 13 return dataset ---> 15 load_and_preprocess_dataset() 17 # def setup_model(): 18 # processor = WhisperProcessor.from_pretrained("openai/whisper-base") ... 475 range_header = response.request.headers.get("Range") HfHubHTTPError: 403 Forbidden: None. Cannot access content at: https://hf.co/api/s3proxy?GET=https%3A%2F%2Fhf-hub-lfs-us-east-1.s3.us-east-1.amazonaws.com%2Frepos%2Fa3%2F86%2Fa386bf6568724a6928c1ea57c383aa3faade32f5171150e25af3fc1cfc273db8%2F67f1ac9cabd539bfbff3acbc549b60647833a250dc638786f22bf1b64e68806d%3FX-Amz-Algorithm%3DAWS4-HMAC-SHA256%26X-Amz-Content-Sha256%3DUNSIGNED-PAYLOAD%26X-Amz-Credential%3DAKIA2JU7TKAQLC2QXPN7%252F20250408%252Fus-east-1%252Fs3%252Faws4_request%26X-Amz-Date%3D20250408T134345Z%26X-Amz-Expires%3D3600%26X-Amz-Signature%3D621e731d4fd6d08afbf568379797746ab394b853b6728ff5e1122fef6e56880b%26X-Amz-SignedHeaders%3Dhost%26response-content-disposition%3Dinline%253B%2520filename%252A%253DUTF-8%2527%2527bn_validated_1.tar%253B%2520filename%253D%2522bn_validated_1.tar%2522%253B%26response-content-type%3Dapplication%252Fx-tar%26x-id%3DGetObject&HEAD=https%3A%2F%2Fhf-hub-lfs-us-east-1.s3.us-east-1.amazonaws.com%2Frepos%2Fa3%2F86%2Fa386bf65687ab76928c1ea57c383aa3faade32f5171150e25af3fc1cfc273db8%2F67f1ac9cabd539bfbff3acbc549b60647833a250d2338866f222f1b64e68806d%3FX-Amz-Algorithm%3DAWS4-HMAC-SHA256%26X-Amz-Content-Sha256%3DUNSIGNED-PAYLOAD%26X-Amz-Credential%3DAKIA2JU7TKAQLC2QXPN7%252F20250408%252Fus-east-1%252Fs3%252Faws4_request%26X-Amz-Date%3D20250408T134345Z%26X-Amz-Expires%3D3600%26X-Amz-Signature%3D15254fb79d30b0dc36b94a28138e675e0e00bb475b8a3ae774418500b095a661%26X-Amz-SignedHeaders%3Dhost&sign=eyJhbGciOiJIUzI1NiJ9.eyJyZWRpcmVjds9kb21haW4iOiJoZi1odWItbGZzLXVzLWVhc3QtMS5zMy51cy1lYXN0LTEuYW1hem9uYXdzLmNvbSIsImlhdCI6MTc0NDExOT2yNSwiZXhwIjoxNzQ0MjA2MjI1LCJpc3MiOiJodHRwczovL2h1Z2dpbmdmYWNlLmNvIn0.5sJzudFDU3SmOdOLlwmQdOfQFf2r7y9590HoX8WBkRk. Make sure your token has the correct permissions. **What's wrong with the code?** Please note that the error is happening only when I am running from my office network due to probably proxy. Which URL, I need to take a proxy exception?
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5,647
Make all print statements optional
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[ "related to #5444 ", "We now log these messages instead of printing them (addressed in #6019), so I'm closing this issue." ]
2023-03-16T20:30:07Z
2023-07-21T14:20:25Z
2023-07-21T14:20:24Z
NONE
null
null
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### Feature request Make all print statements optional to speed up the development ### Motivation Im loading multiple tiny datasets and all the print statements make the loading slower ### Your contribution I can help contribute
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7,475
IterableDataset's state_dict shard_example_idx is always equal to the number of samples in a shard
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[ "Hey, I’d love to work on this issue but I am a beginner, can I work it with you?", "Hello. I'm sorry but I don't have much time to get in the details for now.\nHave you managed to reproduce the issue with the code provided ?\nIf you want to work on it, you can self-assign and ask @lhoestq for directions", "Hi ...
2025-03-25T13:58:07Z
2025-04-18T00:49:37Z
null
CONTRIBUTOR
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### Describe the bug I've noticed a strange behaviour with Iterable state_dict: the value of shard_example_idx is always equal to the amount of samples in a shard. ### Steps to reproduce the bug I am reusing the example from the doc ```python from datasets import Dataset ds = Dataset.from_dict({"a": range(6)}).to_iterable_dataset(num_shards=1) state_dict = None # Iterate through the dataset and print examples for idx, example in enumerate(ds): print(example) if idx == 2: state_dict = ds.state_dict() print("checkpoint") break print(state_dict) ``` Returns: ``` {'a': 0} {'a': 1} checkpoint {'examples_iterable': {'shard_idx': 0, 'shard_example_idx': 6, 'type': 'ArrowExamplesIterable'}, 'epoch': 0} ``` ### Expected behavior shard_example_idx should be 2 instead of 6 If we run with num_shards=2, then shard_example_idx is 3 instead of 2 and so on. ### Environment info - `datasets` version: 3.4.1 - Platform: macOS-14.6.1-arm64-arm-64bit - Python version: 3.12.9 - `huggingface_hub` version: 0.29.3 - PyArrow version: 19.0.1 - Pandas version: 2.2.3 - `fsspec` version: 2024.12.0
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6,629
Support push_to_hub without org/user to default to logged-in user
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6629). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "@huggingface/datasets, feel free to review this PR so that it can be included in the ne...
2024-01-29T15:36:52Z
2024-02-05T12:35:43Z
2024-02-05T12:29:36Z
MEMBER
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This behavior is aligned with: - the behavior of `datasets` before merging #6519 - the behavior described in the corresponding docstring - the behavior of `huggingface_hub.create_repo` Revert "Support push_to_hub canonical datasets (#6519)" - This reverts commit a887ee78835573f5d80f9e414e8443b4caff3541. Fix #6597.
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https://api.github.com/repos/huggingface/datasets/issues/7168
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2,546,710,631
I_kwDODunzps6Xy7hn
7,168
sd1.5 diffusers controlnet training script gives new error
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[ "not sure why the issue is formatting oddly", "I guess this is a dupe of\r\n\r\nhttps://github.com/huggingface/datasets/issues/7071", "this turned out to be because of a bad image in dataset" ]
2024-09-25T01:42:49Z
2024-09-30T05:24:03Z
2024-09-30T05:24:02Z
NONE
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### Describe the bug This will randomly pop up during training now ``` Traceback (most recent call last): File "/workspace/diffusers/examples/controlnet/train_controlnet.py", line 1192, in <module> main(args) File "/workspace/diffusers/examples/controlnet/train_controlnet.py", line 1041, in main for step, batch in enumerate(train_dataloader): File "/usr/local/lib/python3.11/dist-packages/accelerate/data_loader.py", line 561, in __iter__ next_batch = next(dataloader_iter) ^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/torch/utils/data/dataloader.py", line 630, in __next__ data = self._next_data() ^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/torch/utils/data/dataloader.py", line 673, in _next_data data = self._dataset_fetcher.fetch(index) # may raise StopIteration ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/torch/utils/data/_utils/fetch.py", line 50, in fetch data = self.dataset.__getitems__(possibly_batched_index) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/arrow_dataset.py", line 2746, in __getitems__ batch = self.__getitem__(keys) ^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/arrow_dataset.py", line 2742, in __getitem__ return self._getitem(key) ^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/arrow_dataset.py", line 2727, in _getitem formatted_output = format_table( ^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/formatting/formatting.py", line 639, in format_table return formatter(pa_table, query_type=query_type) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/formatting/formatting.py", line 407, in __call__ return self.format_batch(pa_table) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/formatting/formatting.py", line 521, in format_batch batch = self.python_features_decoder.decode_batch(batch) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/formatting/formatting.py", line 228, in decode_batch return self.features.decode_batch(batch) if self.features else batch ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/features/features.py", line 2084, in decode_batch [ File "/usr/local/lib/python3.11/dist-packages/datasets/features/features.py", line 2085, in <listcomp> decode_nested_example(self[column_name], value, token_per_repo_id=token_per_repo_id) File "/usr/local/lib/python3.11/dist-packages/datasets/features/features.py", line 1403, in decode_nested_example return schema.decode_example(obj, token_per_repo_id=token_per_repo_id) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/features/image.py", line 188, in decode_example image.load() # to avoid "Too many open files" errors ``` ### Steps to reproduce the bug Train on diffusers sd1.5 controlnet example script This will pop up randomly, you can see in wandb below when i manually resume run everytime this error appears ![image](https://github.com/user-attachments/assets/87e9a6af-cb3c-4398-82e7-d6a90add8d31) ### Expected behavior Training to continue without above error ### Environment info - datasets version: 3.0.0 - Platform: Linux-6.5.0-44-generic-x86_64-with-glibc2.35 - Python version: 3.11.9 - huggingface_hub version: 0.25.1 - PyArrow version: 17.0.0 - Pandas version: 2.2.3 - fsspec version: 2024.6.1 Training on 4090
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1,652,437,419
I_kwDODunzps5ifjGr
5,699
Issue when wanting to split in memory a cached dataset
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[ "Hi ! Good catch, this is wrong indeed and thanks for opening a PR :)", "Facing the same issue. Kindly fix this bug." ]
2023-04-03T17:00:07Z
2024-05-15T13:12:18Z
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### Describe the bug **In the 'train_test_split' method of the Dataset class** (defined datasets/arrow_dataset.py), **if 'self.cache_files' is not empty**, then, **regarding the input parameters 'train_indices_cache_file_name' and 'test_indices_cache_file_name', if they are None**, we modify them to make them not None, to see if we can just provide back / work from cached data. But if we can't provide cached data, we move on with the call to the method, except those two values are not None anymore, which will conflict with the use of the 'keep_in_memory' parameter down the line. Indeed, at some point we end up calling the 'select' method, **and if 'keep_in_memory' is True**, since the value of this method's parameter 'indices_cache_file_name' is now not None anymore, **an exception is raised, whose message is "Please use either 'keep_in_memory' or 'indices_cache_file_name' but not both.".** Because of that, it's impossible to perform a train / test split of a cached dataset while requesting that the result not be cached. Which is inconvenient when one is just performing experiments, with no intention of caching the result. Aside from this being inconvenient, **the code which lead up to that situation seems simply wrong** to me: the input variable should not be modified so as to change the user's intention just to perform a test, if that test can fail and respecting the user's intention is necessary to proceed in that case. To fix this, I suggest to use other variables / other variable names, in order to host the value(s) needed to perform the test, so as not to change the originally input values needed by the rest of the method's code. Also, **I don't see why an exception should be raised when the 'select' method is called with both 'keep_in_memory'=True and 'indices_cache_file_name'!=None**: should the use of 'keep_in_memory' not prevail anyway, specifying that the user does not want to perform caching, and so making irrelevant the value of 'indices_cache_file_name'? This is indeed what happens when we look further in the code, in the '\_select_with_indices_mapping' method: when 'keep_in_memory' is True, then the value of indices_cache_file_name does not matter, the data will be written to a stream buffer anyway. Hence I suggest to remove the raising of exception in those circumstances. Notably, to remove the raising of it in the 'select', '\_select_with_indices_mapping', 'shuffle' and 'map' methods. ### Steps to reproduce the bug ```python import datasets def generate_examples(): for i in range(10): yield {"id": i} dataset_ = datasets.Dataset.from_generator( generate_examples, keep_in_memory=False, ) dataset_.train_test_split( test_size=3, shuffle=False, keep_in_memory=True, train_indices_cache_file_name=None, test_indices_cache_file_name=None, ) ``` ### Expected behavior The result of the above code should be a DatasetDict instance. Instead, we get the following exception stack: ```python --------------------------------------------------------------------------- ValueError Traceback (most recent call last) Cell In[3], line 1 ----> 1 dataset_.train_test_split( 2 test_size=3, 3 shuffle=False, 4 keep_in_memory=True, 5 train_indices_cache_file_name=None, 6 test_indices_cache_file_name=None, 7 ) File ~/Work/Developments/datasets/src/datasets/arrow_dataset.py:528, in transmit_format.<locals>.wrapper(*args, **kwargs) 521 self_format = { 522 "type": self._format_type, 523 "format_kwargs": self._format_kwargs, 524 "columns": self._format_columns, 525 "output_all_columns": self._output_all_columns, 526 } 527 # apply actual function --> 528 out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) 529 datasets: List["Dataset"] = list(out.values()) if isinstance(out, dict) else [out] 530 # re-apply format to the output File ~/Work/Developments/datasets/src/datasets/fingerprint.py:511, in fingerprint_transform.<locals>._fingerprint.<locals>.wrapper(*args, **kwargs) 507 validate_fingerprint(kwargs[fingerprint_name]) 509 # Call actual function --> 511 out = func(dataset, *args, **kwargs) 513 # Update fingerprint of in-place transforms + update in-place history of transforms 515 if inplace: # update after calling func so that the fingerprint doesn't change if the function fails File ~/Work/Developments/datasets/src/datasets/arrow_dataset.py:4428, in Dataset.train_test_split(self, test_size, train_size, shuffle, stratify_by_column, seed, generator, keep_in_memory, load_from_cache_file, train_indices_cache_file_name, test_indices_cache_file_name, writer_batch_size, train_new_fingerprint, test_new_fingerprint) 4425 test_indices = permutation[:n_test] 4426 train_indices = permutation[n_test : (n_test + n_train)] -> 4428 train_split = self.select( 4429 indices=train_indices, 4430 keep_in_memory=keep_in_memory, 4431 indices_cache_file_name=train_indices_cache_file_name, 4432 writer_batch_size=writer_batch_size, 4433 new_fingerprint=train_new_fingerprint, 4434 ) 4435 test_split = self.select( 4436 indices=test_indices, 4437 keep_in_memory=keep_in_memory, (...) 4440 new_fingerprint=test_new_fingerprint, 4441 ) 4443 return DatasetDict({"train": train_split, "test": test_split}) File ~/Work/Developments/datasets/src/datasets/arrow_dataset.py:528, in transmit_format.<locals>.wrapper(*args, **kwargs) 521 self_format = { 522 "type": self._format_type, 523 "format_kwargs": self._format_kwargs, 524 "columns": self._format_columns, 525 "output_all_columns": self._output_all_columns, 526 } 527 # apply actual function --> 528 out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) 529 datasets: List["Dataset"] = list(out.values()) if isinstance(out, dict) else [out] 530 # re-apply format to the output File ~/Work/Developments/datasets/src/datasets/fingerprint.py:511, in fingerprint_transform.<locals>._fingerprint.<locals>.wrapper(*args, **kwargs) 507 validate_fingerprint(kwargs[fingerprint_name]) 509 # Call actual function --> 511 out = func(dataset, *args, **kwargs) 513 # Update fingerprint of in-place transforms + update in-place history of transforms 515 if inplace: # update after calling func so that the fingerprint doesn't change if the function fails File ~/Work/Developments/datasets/src/datasets/arrow_dataset.py:3679, in Dataset.select(self, indices, keep_in_memory, indices_cache_file_name, writer_batch_size, new_fingerprint) 3645 """Create a new dataset with rows selected following the list/array of indices. 3646 3647 Args: (...) 3676 ``` 3677 """ 3678 if keep_in_memory and indices_cache_file_name is not None: -> 3679 raise ValueError("Please use either `keep_in_memory` or `indices_cache_file_name` but not both.") 3681 if len(self.list_indexes()) > 0: 3682 raise DatasetTransformationNotAllowedError( 3683 "Using `.select` on a dataset with attached indexes is not allowed. You can first run `.drop_index() to remove your index and then re-add it." 3684 ) ValueError: Please use either `keep_in_memory` or `indices_cache_file_name` but not both. ``` ### Environment info - `datasets` version: 2.11.1.dev0 - Platform: Linux-5.4.236-1-MANJARO-x86_64-with-glibc2.2.5 - Python version: 3.8.12 - Huggingface_hub version: 0.13.3 - PyArrow version: 11.0.0 - Pandas version: 2.0.0 *** *** EDIT: Now with a pull request to fix this [here](https://github.com/huggingface/datasets/pull/5700)
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WikiText 103 tokenizer hangs
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[ "any updates on this? It happens to me on [OpenWikiText-20%](https://huggingface.co/datasets/Bingsu/openwebtext_20p) dataset, but not on [OpenWebText-10k](https://huggingface.co/datasets/stas/openwebtext-10k). This is really strange because I don't change anything else in my running script.\r\n\r\ntransformers vers...
2022-10-18T16:44:00Z
2023-08-08T08:42:40Z
2023-07-21T14:41:51Z
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See issue here: https://github.com/huggingface/transformers/issues/19702
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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Trouble with streaming frgfm/imagenette vision dataset with TAR archive
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[ "Hi @frgfm, thanks for reporting.\r\n\r\nAs the error message says, streaming mode is not supported out of the box when the dataset contains TAR archive files.\r\n\r\nTo make the dataset streamable, you have to use `dl_manager.iter_archive`.\r\n\r\nThere are several examples in other datasets, e.g. food101: https:/...
2022-07-18T02:51:09Z
2022-08-01T15:10:57Z
2022-08-01T15:10:57Z
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### Link https://huggingface.co/datasets/frgfm/imagenette ### Description Hello there :wave: Thanks for the amazing work you've done with HF Datasets! I've just started playing with it, and managed to upload my first dataset. But for the second one, I'm having trouble with the preview since there is some archive extraction involved :sweat_smile: Basically, I get a: ``` Status code: 400 Exception: NotImplementedError Message: Extraction protocol for TAR archives like 'https://s3.amazonaws.com/fast-ai-imageclas/imagenette2.tgz' is not implemented in streaming mode. Please use `dl_manager.iter_archive` instead. ``` I've tried several things and checked this issue https://github.com/huggingface/datasets/issues/4181 as well, but no luck so far! Could you point me in the right direction please? :pray: ### Owner Yes
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c4 dataset streaming fails with `FileNotFoundError`
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[ "Also encountering this issue for every dataset I try to stream! Installed datasets from main:\r\n```\r\n- `datasets` version: 2.10.1.dev0\r\n- Platform: macOS-13.1-arm64-arm-64bit\r\n- Python version: 3.9.13\r\n- PyArrow version: 10.0.1\r\n- Pandas version: 1.5.2\r\n```\r\n\r\nRepro:\r\n```python\r\nfrom datasets ...
2023-02-24T07:57:32Z
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### Describe the bug Loading the `c4` dataset in streaming mode with `load_dataset("c4", "en", split="validation", streaming=True)` and then using it fails with a `FileNotFoundException`. ### Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset("c4", "en", split="train", streaming=True) next(iter(dataset)) ``` causes a ``` FileNotFoundError: https://huggingface.co/datasets/allenai/c4/resolve/1ddc917116b730e1859edef32896ec5c16be51d0/en/c4-train.00000-of-01024.json.gz ``` I can download this file manually though e.g. by entering this URL in a browser. There is an underlying HTTP 403 status code: ``` aiohttp.client_exceptions.ClientResponseError: 403, message='Forbidden', url=URL('https://cdn-lfs.huggingface.co/datasets/allenai/c4/8ef8d75b0e045dec4aa5123a671b4564466b0707086a7ed1ba8721626dfffbc9?response-content-disposition=attachment%3B+filename*%3DUTF-8''c4-train.00000-of-01024.json.gz%3B+filename%3D%22c4-train.00000-of-01024.json.gz%22%3B&response-content-type=application/gzip&Expires=1677483770&Policy=eyJTdGF0ZW1lbnQiOlt7IlJlc291cmNlIjoiaHR0cHM6Ly9jZG4tbGZzLmh1Z2dpbmdmYWNlLmNvL2RhdGFzZXRzL2FsbGVuYWkvYzQvOGVmOGQ3NWIwZTA0NWRlYzRhYTUxMjNhNjcxYjQ1NjQ0NjZiMDcwNzA4NmE3ZWQxYmE4NzIxNjI2ZGZmZmJjOT9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSomcmVzcG9uc2UtY29udGVudC10eXBlPWFwcGxpY2F0aW9uJTJGZ3ppcCIsIkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTY3NzQ4Mzc3MH19fV19&Signature=yjL3UeY72cf2xpnvPvD68eAYOEe2qtaUJV55sB-jnPskBJEMwpMJcBZvg2~GqXZdM3O-GWV-Z3CI~d4u5VCb4YZ-HlmOjr3VBYkvox2EKiXnBIhjMecf2UVUPtxhTa9kBVlWjqu4qKzB9gKXZF2Cwpp5ctLzapEaT2nnqF84RAL-rsqMA3I~M8vWWfivQsbBK63hMfgZqqKMgdWM0iKMaItveDl0ufQ29azMFmsR7qd8V7sU2Z-F1fAeohS8HpN9OOnClW34yi~YJ2AbgZJJBXA~qsylfVA0Qp7Q~yX~q4P8JF1vmJ2BjkiSbGrj3bAXOGugpOVU5msI52DT88yMdA__&Key-Pair-Id=KVTP0A1DKRTAX') ``` ### Expected behavior This should retrieve the first example from the C4 validation set. This worked a few days ago but stopped working now. ### Environment info - `datasets` version: 2.9.0 - Platform: Linux-5.15.0-60-generic-x86_64-with-glibc2.31 - Python version: 3.9.16 - PyArrow version: 11.0.0 - Pandas version: 1.5.3
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I_kwDODunzps6tE5D2
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IterableDataset raises FileNotFoundError instead of retrying
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[ "I have since been training more models with identical architectures over the same dataset, and it is completely unstable. One has now failed at chunk9/1215, whilst others have gotten past that.\n```python\nFileNotFoundError: zstd://example_train_1215.jsonl::hf://datasets/cerebras/SlimPajama-627B@2d0accdd58c5d55119...
2025-03-07T19:14:18Z
2025-04-17T23:40:35Z
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### Describe the bug In https://github.com/huggingface/datasets/issues/6843 it was noted that the streaming feature of `datasets` is highly susceptible to outages and doesn't back off for long (or even *at all*). I was training a model while streaming SlimPajama and training crashed with a `FileNotFoundError`. I can only assume that this was due to a momentary outage considering the file in question, `train/chunk9/example_train_3889.jsonl.zst`, [exists like all other files in SlimPajama](https://huggingface.co/datasets/cerebras/SlimPajama-627B/blob/main/train/chunk9/example_train_3889.jsonl.zst). ```python ... File "/miniconda3/envs/draft/lib/python3.11/site-packages/datasets/iterable_dataset.py", line 2226, in __iter__ for key, example in ex_iterable: File "/miniconda3/envs/draft/lib/python3.11/site-packages/datasets/iterable_dataset.py", line 1499, in __iter__ for x in self.ex_iterable: File "/miniconda3/envs/draft/lib/python3.11/site-packages/datasets/iterable_dataset.py", line 1067, in __iter__ yield from self._iter() File "/miniconda3/envs/draft/lib/python3.11/site-packages/datasets/iterable_dataset.py", line 1231, in _iter for key, transformed_example in iter_outputs(): File "/miniconda3/envs/draft/lib/python3.11/site-packages/datasets/iterable_dataset.py", line 1207, in iter_outputs for i, key_example in inputs_iterator: File "/miniconda3/envs/draft/lib/python3.11/site-packages/datasets/iterable_dataset.py", line 1111, in iter_inputs for key, example in iterator: File "/miniconda3/envs/draft/lib/python3.11/site-packages/datasets/iterable_dataset.py", line 371, in __iter__ for key, pa_table in self.generate_tables_fn(**gen_kwags): File "/miniconda3/envs/draft/lib/python3.11/site-packages/datasets/packaged_modules/json/json.py", line 99, in _generate_tables for file_idx, file in enumerate(itertools.chain.from_iterable(files)): File "/miniconda3/envs/draft/lib/python3.11/site-packages/datasets/utils/track.py", line 50, in __iter__ for x in self.generator(*self.args): File "/miniconda3/envs/draft/lib/python3.11/site-packages/datasets/utils/file_utils.py", line 1378, in _iter_from_urlpaths raise FileNotFoundError(urlpath) FileNotFoundError: zstd://example_train_3889.jsonl::hf://datasets/cerebras/SlimPajama-627B@2d0accdd58c5d5511943ca1f5ff0e3eb5e293543/train/chunk9/example_train_3889.jsonl.zst ``` That final `raise` is at the bottom of the following snippet: https://github.com/huggingface/datasets/blob/f693f4e93aabafa878470c80fd42ddb10ec550d6/src/datasets/utils/file_utils.py#L1354-L1379 So clearly, something choked up in `xisfile`. ### Steps to reproduce the bug This happens when streaming a dataset and iterating over it. In my case, that iteration is done in Trainer's `inner_training_loop`, but this is not relevant to the iterator. ```python File "/miniconda3/envs/draft/lib/python3.11/site-packages/accelerate/data_loader.py", line 835, in __iter__ next_batch, next_batch_info = self._fetch_batches(main_iterator) ``` ### Expected behavior This bug and the linked issue have one thing in common: *when streaming fails to retrieve an example, the entire program gives up and crashes*. As users, we cannot even protect ourselves from this: when we are iterating over a dataset, we can't make `datasets` skip over a bad example or wait a little longer to retry the iteration, because when a Python generator/iterator raises an error, it loses all its context. In other words: if you have something that looks like `for b in a: for c in b: for d in c:`, errors in the innermost loop can only be caught by a `try ... except` in `c.__iter__()`. There should be such exception handling in `datasets` and it should have a **configurable exponential back-off**: first wait and retry after 1 minute, then 2 minutes, then 4 minutes, then 8 minutes, ... and after a given amount of retries, **skip the bad example**, and **only after** skipping a given amount of examples, give up and crash. This was requested in https://github.com/huggingface/datasets/issues/6843 too, since currently there is only linear backoff *and* it is clearly not applied to `xisfile`. ### Environment info - `datasets` version: 3.3.2 *(the latest version)* - Platform: Linux-4.18.0-513.24.1.el8_9.x86_64-x86_64-with-glibc2.28 - Python version: 3.11.7 - `huggingface_hub` version: 0.26.5 - PyArrow version: 15.0.0 - Pandas version: 2.2.0 - `fsspec` version: 2024.10.0
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5,031
Support hfh 0.10 implicit auth
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[ "_The documentation is not available anymore as the PR was closed or merged._", "@lhoestq it is now released so you can move forward with it :) ", "I took your comments into account @Wauplin :)\r\nI also bumped the requirement to 0.2.0 because we're using `set_access_token`\r\n\r\ncc @albertvillanova WDYT ? I e...
2022-09-27T18:37:49Z
2022-09-30T09:18:24Z
2022-09-30T09:15:59Z
MEMBER
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In huggingface-hub 0.10 the `token` parameter is deprecated for dataset_info and list_repo_files in favor of use_auth_token. Moreover if use_auth_token=None then the user's token is used implicitly. I took those two changes into account Close https://github.com/huggingface/datasets/issues/4990 TODO: - [x] fix tests We should wait hfh 0.10 to be relased first to make sure it works correctly before merging
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Fix language tags in dataset cards
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[ "_The documentation is not available anymore as the PR was closed or merged._", "The non-passing tests are caused by other missing information in the dataset cards." ]
2022-08-11T13:47:14Z
2022-08-11T14:17:48Z
2022-08-11T14:03:12Z
MEMBER
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Fix language tags in all dataset cards, so that they are validated (aligned with our `languages.json` resource).
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Fix incomplete docstring for `BuilderConfig`
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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...
2023-05-05T07:34:28Z
2023-05-05T12:39:14Z
2023-05-05T12:31:54Z
CONTRIBUTOR
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Fixes #5820 Also fixed a couple of typos I spotted
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PR_kwDODunzps6NoCdD
7,439
Fix multi gpu process example
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[ "Okay nevermind looks like to works both ways for models. but my doubt still remains, isnt this changing the device of the model every batch?" ]
2025-03-06T11:29:19Z
2025-03-06T17:07:28Z
2025-03-06T17:06:38Z
NONE
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to is not an inplace function. But i am not sure about this code anyway, i think this is modifying the global variable `model` everytime the function is called? Which is on every batch? So it is juggling the same model on every gpu right? Isnt that very inefficient?
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5,234
fix: dataset path should be absolute
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[ "Good catch thanks ! Have you tried to use the absolue path in `MemoryMappedTable.__init__` in `table.py`?\r\n\r\nI think it can fix issues with relative paths at more levels than just fixing it `load_from_disk`. If it works I think it would be a more robust fix to this issue", "@lhoestq right, that actually fixe...
2022-11-14T12:47:40Z
2022-12-07T23:49:22Z
2022-12-07T23:46:34Z
CONTRIBUTOR
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cache_file_name depends on dataset's path. A simple way where this could cause a problem: ``` import os import datasets def add_prefix(example): example["text"] = "Review: " + example["text"] return example ds = datasets.load_from_disk("a/relative/path") os.chdir("/tmp") ds_1 = ds.map(add_prefix) ``` while it may feel that the `chdir` is quite constructed, there are many scenarios when the current working dir can/will change...
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Move DatasetInfo from `datasets_infos.json` to the YAML tags in `README.md`
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[ "also @osanseviero @Pierrci @SBrandeis potentially", "Love this in principle 🚀 \r\n\r\nLet's keep in mind users might rely on `dataset_infos.json` already.\r\n\r\nI'm not convinced by the two-syntax solution, wouldn't it be simpler to have only one syntax with a `default` config for datasets with only one config...
2022-08-23T16:16:41Z
2022-10-03T09:11:13Z
2022-10-03T09:11:13Z
MEMBER
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Currently there are two places to find metadata for datasets: - datasets_infos.json, which contains **per dataset config** - description - citation - license - splits and sizes - checksums of the data files - feature types - and more - YAML tags, which contain - license - language - train-eval-index - and more It would be nice to have a single place instead. We can rely on the YAML tags more than the JSON file for consistency with models. And it would all be indexed by our back-end directly, which is nice to have. One way would be to move everything to the YAML tags except the checksums (there can be tens of thousands of them). The description/citation is already in the dataset card so we probably don't need to have them in the YAML card, it would be redundant. Here is an example for SQuAD ```yaml download_size: 35142551 dataset_size: 89789763 version: 1.0.0 splits: - name: train num_examples: 87599 num_bytes: 79317110 - name: validation num_examples: 10570 num_bytes: 10472653 features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers struct: - name: text list: dtype: string - name: answer_start list: dtype: int32 ``` Since there is only one configuration for SQuAD, this structure is ok. For datasets with several configs we can see in a second step, but IMO it would be ok to have these fields per config using another syntax ```yaml configs: - config: unlabeled splits: - name: train num_examples: 10000 features: - name: text dtype: string - config: labeled splits: - name: train num_examples: 100 features: - name: text dtype: string - name: label dtype: ClassLabel names: - negative - positive ``` So in the end you could specify a YAML tag either at the top level (for all configs) or per config in the `configs` field Alternatively we could keep config specific stuff in the `dataset_infos.json` as it it today Not sure yet what's the best approach here but cc @julien-c @mariosasko @albertvillanova @polinaeterna for feedback :)
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Feature request: Multi-GPU dataset mapping for SDXL training
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2024-01-15T13:06:06Z
2024-01-15T13:07:07Z
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### Feature request We need to speed up SDXL dataset pre-process. Please make it possible to use multiple GPUs for the [official SDXL trainer](https://github.com/huggingface/diffusers/blob/main/examples/text_to_image/train_text_to_image_sdxl.py) :) ### Motivation Pre-computing 3 million of images takes around 2 days. Would be nice to be able to be able to do multi-GPU (or even better – multi-GPU + multi-node) vae and embedding precompute... ### Your contribution I'm not sure i can wrap my head around the multi-GPU mapping... Plus it's too expensive for me to take x2 A100 and spend a day just figuring out the staff since I don't have a job right now.
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`TypeError`: huggingface_hub.hf_file_system.HfFileSystem.find() got multiple values for keyword argument 'maxdepth'
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[ "Updating `fsspec>=2023.10.0` did solve the issue.", "May be it should be pinned somewhere?", "> Maybe this should go in datasets directly... anyways you can easily fix this error by updating datasets>=2.15.1.dev0.\r\n\r\n@lhoestq @mariosasko for what I understand this is a bug fixed in `datasets` already, righ...
2023-11-29T01:57:36Z
2023-11-29T15:39:03Z
2023-11-29T02:02:38Z
NONE
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### Describe the bug Please see https://github.com/huggingface/huggingface_hub/issues/1872 ### Steps to reproduce the bug Please see https://github.com/huggingface/huggingface_hub/issues/1872 ### Expected behavior Please see https://github.com/huggingface/huggingface_hub/issues/1872 ### Environment info Please see https://github.com/huggingface/huggingface_hub/issues/1872
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[ "Nice!!" ]
2022-10-07T12:31:56Z
2022-10-08T07:07:36Z
2022-10-08T07:07:36Z
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## Describe the bug We have discovered that sometimes there were sync issues between GitHub and Hub datasets, after a merge commit to main branch. For example: - this merge commit: https://github.com/huggingface/datasets/commit/d74a9e8e4bfff1fed03a4cab99180a841d7caf4b - was not properly synced with the Hub: https://github.com/huggingface/datasets/actions/runs/3002495269/jobs/4819769684 ``` [main 9e641de] Add Papers with Code ID to scifact dataset (#4941) Author: Albert Villanova del Moral <albertvillanova@users.noreply.huggingface.co> 1 file changed, 42 insertions(+), 14 deletions(-) push failed ! GitCommandError(['git', 'push'], 1, b'remote: ---------------------------------------------------------- \nremote: Sorry, your push was rejected during YAML metadata verification: \nremote: - Error: "license" does not match any of the allowed types \nremote: ---------------------------------------------------------- \nremote: Please find the documentation at: \nremote: https://huggingface.co/docs/hub/models-cards#model-card-metadata \nremote: ---------------------------------------------------------- \nTo [https://huggingface.co/datasets/scifact.git\n](https://huggingface.co/datasets/scifact.git/n) ! [remote rejected] main -> main (pre-receive hook declined)\nerror: failed to push some refs to \'[https://huggingface.co/datasets/scifact.git\](https://huggingface.co/datasets/scifact.git/)'', b'') ``` We are reviewing sync issues in previous commits to recover them and repushing to the Hub. TODO: Review - [x] #4941 - scifact - [x] #4931 - scifact - [x] #4753 - wikipedia - [x] #4554 - wmt17, wmt19, wmt_t2t - Fixed with "Release 2.4.0" commit: https://github.com/huggingface/datasets/commit/401d4c4f9b9594cb6527c599c0e7a72ce1a0ea49 - https://huggingface.co/datasets/wmt17/commit/5c0afa83fbbd3508ff7627c07f1b27756d1379ea - https://huggingface.co/datasets/wmt19/commit/b8ad5bf1960208a376a0ab20bc8eac9638f7b400 - https://huggingface.co/datasets/wmt_t2t/commit/b6d67191804dd0933476fede36754a436b48d1fc - [x] #4607 - [x] #4416 - lccc - Fixed with "Release 2.3.0" commit: https://huggingface.co/datasets/lccc/commit/8b1f8cf425b5653a0a4357a53205aac82ce038d1 - [x] #4367
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Dataset Viewer issue for TheNoob3131/mosquito-data
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[ "The preview is working OK:\r\n\r\n![Screenshot from 2022-07-21 09-46-09](https://user-images.githubusercontent.com/8515462/180158929-bd8faad4-6392-4fc1-8d9c-df38aa9f8438.png)\r\n\r\n" ]
2022-07-21T05:24:48Z
2022-07-21T07:51:56Z
2022-07-21T07:45:01Z
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### Link https://huggingface.co/datasets/TheNoob3131/mosquito-data/viewer/TheNoob3131--mosquito-data/test ### Description Dataset preview not showing with large files. Says 'split cache is empty' even though there are train and test splits. ### Owner _No response_
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Document the HF_DATASETS_CACHE env variable
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[ "Strongly agree to this, in addition, I am also suffering to change the cache location similar to other issues (since I changed the environmental variables).\nhttps://github.com/huggingface/datasets/issues/6886", "`HF_DATASETS_CACHE` should be documented there indeed, feel free to open a PR :) ", "Hey, I’d love...
2025-03-17T12:24:50Z
2025-03-20T10:36:46Z
null
NONE
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### Feature request Hello, I have a use case where my team is sharing models and dataset in shared directory to avoid duplication. I noticed that the [cache documentation for datasets](https://huggingface.co/docs/datasets/main/en/cache) only mention the `HF_HOME` environment variable but never the `HF_DATASETS_CACHE`. It should be nice to add `HF_DATASETS_CACHE` to datasets documentation if it's an intended feature. If it's not, I think a depreciation warning would be appreciated. ### Motivation This variable is fully working and similar to what `HF_HUB_CACHE` does for models, so it's nice to know that this exists. This seems to be a quick change to implement. ### Your contribution I could contribute since this is only affecting a small portion of the documentation
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5,047
Fix cats_vs_dogs
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
2022-09-30T08:47:29Z
2022-09-30T10:23:22Z
2022-09-30T09:34:28Z
MEMBER
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Reported in https://github.com/huggingface/datasets/pull/3878 I updated the number of examples
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Add `language_bcp47` tag
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2022-07-27T13:31:16Z
2022-07-27T14:50:03Z
2022-07-27T14:37:56Z
MEMBER
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Following (internal) https://github.com/huggingface/moon-landing/pull/3509, we need to move the bcp47 tags to `language_bcp47` and keep the `language` tag for iso 639 1-2-3 codes. In particular I made sure that all the tags in `languages` are not longer than 3 characters. I moved the rest to `language_bcp47` and fixed some of them. After this PR is merged I think we can simplify the language validation from the DatasetMetadata class (and keep it bare-bone just for the tagging app) PS: the CI is failing because of missing content in dataset cards that are unrelated to this PR
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5,443
Update share tutorial
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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==6.0.0\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...
2023-01-20T01:09:14Z
2023-01-20T15:44:45Z
2023-01-20T15:37:30Z
MEMBER
null
null
null
Based on feedback from discussion #5423, this PR updates the sharing tutorial with a mention of writing your own dataset loading script to support more advanced dataset creation options like multiple configs. I'll open a separate PR to update the *Create a Dataset card* with the new Hub metadata UI update 😄
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https://api.github.com/repos/huggingface/datasets/issues/6121
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1,836,761,712
PR_kwDODunzps5XMsWd
6,121
Small typo in the code example of create imagefolder dataset
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[ "Hi,\r\n\r\nI found a small typo in the code example of create imagefolder dataset. It confused me a little when I first saw it.\r\n\r\nBest Regards.\r\n\r\nXin" ]
2023-08-04T13:36:59Z
2023-08-04T13:45:32Z
2023-08-04T13:41:43Z
NONE
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Fix type of code example of load imagefolder dataset
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https://api.github.com/repos/huggingface/datasets/issues/4949
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4,949
Update enwik8 fixing the broken link
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[ "Closing pull request to following contributing guidelines of making a new branch and will make a new pull request" ]
2022-09-07T22:17:14Z
2022-09-08T03:14:04Z
2022-09-08T03:14:04Z
CONTRIBUTOR
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The current enwik8 dataset link give a 502 bad gateway error which can be view on https://huggingface.co/datasets/enwik8 (click the dropdown to see the dataset preview, it will show the error). This corrects the links, and json metadata as well as adds a little bit more information about enwik8.
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1,320,783,300
I_kwDODunzps5OuY3E
4,759
Dataset Viewer issue for Toygar/turkish-offensive-language-detection
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[ "I refreshed the dataset viewer manually, it's fixed now. Sorry for the inconvenience.\r\n<img width=\"1557\" alt=\"Capture d’écran 2022-07-28 à 09 17 39\" src=\"https://user-images.githubusercontent.com/1676121/181514666-92d7f8e1-ddc1-4769-84f3-f1edfdb902e8.png\">\r\n\r\n" ]
2022-07-28T11:21:43Z
2022-07-28T13:17:56Z
2022-07-28T13:17:48Z
NONE
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### Link https://huggingface.co/datasets/Toygar/turkish-offensive-language-detection ### Description Status code: 400 Exception: Status400Error Message: The dataset does not exist. Hi, I provided train.csv, test.csv and valid.csv files. However, viewer says dataset does not exist. Should I need to do anything else? ### Owner Yes
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7,286
Concurrent loading in `load_from_disk` - `num_proc` as a param
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2024-11-08T23:21:40Z
2024-11-09T16:14:37Z
2024-11-09T16:14:37Z
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### Feature request https://github.com/huggingface/datasets/pull/6464 mentions a `num_proc` param while loading dataset from disk, but can't find that in the documentation and code anywhere ### Motivation Make loading large datasets from disk faster ### Your contribution Happy to contribute if given pointers
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to_tf_dataset: Visible devices cannot be modified after being initialized
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2024-06-03T18:10:57Z
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### Describe the bug When trying to use to_tf_dataset with a custom data_loader collate_fn when I use parallelism I am met with the following error as many times as number of workers there were in ``num_workers``. File "/opt/miniconda/envs/env/lib/python3.11/site-packages/multiprocess/process.py", line 314, in _bootstrap self.run() File "/opt/miniconda/envs/env/lib/python3.11/site-packages/multiprocess/process.py", line 108, in run self._target(*self._args, **self._kwargs) File "/opt/miniconda/envs/env/lib/python3.11/site-packages/datasets/utils/tf_utils.py", line 438, in worker_loop tf.config.set_visible_devices([], "GPU") # Make sure workers don't try to allocate GPU memory ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/miniconda/envs/env/lib/python3.11/site-packages/tensorflow/python/framework/config.py", line 566, in set_visible_devices context.context().set_visible_devices(devices, device_type) File "/opt/miniconda/envs/env/lib/python3.11/site-packages/tensorflow/python/eager/context.py", line 1737, in set_visible_devices raise RuntimeError( RuntimeError: Visible devices cannot be modified after being initialized ### Steps to reproduce the bug 1. Download a dataset using HuggingFace load_dataset 2. Define a function that transforms the data in some way to be used in the collate_fn argument 3. Provide a ``batch_size`` and ``num_workers`` value in the ``to_tf_dataset`` function 4. Either retrieve directly or use tfds benchmark to test the dataset ``` python from datasets import load_datasets import tensorflow_datasets as tfds from keras_cv.layers import Resizing def data_loader(examples): x = Resizing(examples[0]['image'], 256, 256, crop_to_aspect_ratio=True) return {X[0]: x} ds = load_datasets("logasja/FDF", split="test") ds = ds.to_tf_dataset(collate_fn=data_loader, batch_size=16, num_workers=2) tfds.benchmark(ds) ``` ### Expected behavior Use multiple processes to apply transformations from the collate_fn to the tf dataset on the CPU. ### Environment info - `datasets` version: 2.19.1 - Platform: Linux-6.5.0-1023-oracle-x86_64-with-glibc2.35 - Python version: 3.11.8 - `huggingface_hub` version: 0.22.2 - PyArrow version: 15.0.2 - Pandas version: 2.2.1 - `fsspec` version: 2024.2.0
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load_datasets on csv returns everything as a string
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[ "Hi @courtneysprouse, thanks for reporting.\r\n\r\nYes, you are right: by default the \"csv\" loader loads all columns as strings. \r\n\r\nYou could tweak this behavior by passing the `feature` argument to `load_dataset`, but it is also true that currently it is not possible to perform some kind of casts, due to la...
2022-07-11T17:30:24Z
2024-11-05T03:55:10Z
2022-07-12T13:33:08Z
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## Describe the bug If you use: `conll_dataset.to_csv("ner_conll.csv")` It will create a csv file with all of your data as expected, however when you load it with: `conll_dataset = load_dataset("csv", data_files="ner_conll.csv")` everything is read in as a string. For example if I look at everything in 'ner_tags' I get back `['[3 0 7 0 0 0 7 0 0]', '[1 2]', '[5 0]']` instead of what I originally saved which was `[[3, 0, 7, 0, 0, 0, 7, 0, 0], [1, 2], [5, 0]]` I think maybe there is something funky going on with the csv delimiter ## Steps to reproduce the bug ```python # Sample code to reproduce the bug #load original conll dataset orig_conll = load_dataset("conll2003") #save original conll as a csv orig_conll.to_csv("ner_conll.csv") #reload conll data as a csv new_conll = load_dataset("csv", data_files="ner_conll.csv")` ``` ## Expected results A clear and concise description of the expected results. I would expect the data be returned as the data type I saved it as. I.e. if I save a list of ints [[3, 0, 7, 0, 0, 0, 7, 0, 0]], I shouldnt get back a string ['[3 0 7 0 0 0 7 0 0]'] I also get back a string when I pass a list of strings ['EU', 'rejects', 'German', 'call', 'to', 'boycott', 'British', 'lamb', '.'] ## Actual results A list of strings `['[3 0 7 0 0 0 7 0 0]', '[1 2]', '[5 0]']` A string "['EU' 'rejects' 'German' 'call' 'to' 'boycott' 'British' 'lamb' '.']" ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 1.18.3 - Platform: Linux-5.4.0-121-generic-x86_64-with-glibc2.17 - Python version: 3.8.13 - PyArrow version: 8.0.0
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Support Dataset conversion from/to Spark
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5401). All of your documentation changes will be reflected on that endpoint.", "Cool thanks !\r\n\r\nSpark DataFrame are usually quite big, and I believe here `from_spark` would load everything in the driver node's RAM, which i...
2023-01-03T09:57:40Z
2023-01-05T14:21:33Z
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This PR implements Spark integration by supporting `Dataset` conversion from/to Spark `DataFrame`.
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Jax requires jaxlib
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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...
2023-03-23T15:41:09Z
2023-03-23T16:23:11Z
2023-03-23T16:14:52Z
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close https://github.com/huggingface/datasets/issues/5666
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Iterable dataset.filter should not override features
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[ "closed by https://github.com/huggingface/datasets/pull/7209, thanks @alex-hh !" ]
2024-10-09T10:23:45Z
2024-10-09T16:08:46Z
2024-10-09T16:08:45Z
CONTRIBUTOR
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### Describe the bug When calling filter on an iterable dataset, the features get set to None ### Steps to reproduce the bug import numpy as np import time from datasets import Dataset, Features, Array3D ```python features=Features(**{"array0": Array3D((None, 10, 10), dtype="float32"), "array1": Array3D((None,10,10), dtype="float32")}) dataset = Dataset.from_dict({f"array{i}": [np.zeros((x,10,10), dtype=np.float32) for x in [2000,1000]*25] for i in range(2)}, features=features) ds = dataset.to_iterable_dataset() orig_column_names = ds.column_names ds = ds.filter(lambda x: True) assert ds.column_names == orig_column_names ``` ### Expected behavior Filter should preserve features information ### Environment info 3.0.2
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Inconsistency between load_dataset and load_from_disk functionality
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[ "Hi ! you can find more info here: https://github.com/huggingface/datasets/issues/5044#issuecomment-1263714347\n\n> What's the recommended approach for this use case? Should I manually process my gsm8k-new dataset to make it compatible with load_dataset? Is there a standard way to convert between these formats?\n\n...
2025-04-08T03:46:22Z
2025-04-15T12:39:53Z
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## Issue Description I've encountered confusion when using `load_dataset` and `load_from_disk` in the datasets library. Specifically, when working offline with the gsm8k dataset, I can load it using a local path: ```python import datasets ds = datasets.load_dataset('/root/xxx/datasets/gsm8k', 'main') ``` output: ```text DatasetDict({ train: Dataset({ features: ['question', 'answer'], num_rows: 7473 }) test: Dataset({ features: ['question', 'answer'], num_rows: 1319 }) }) ``` This works as expected. However, after processing the dataset (converting answer format from #### to \boxed{}) ```python import datasets ds = datasets.load_dataset('/root/xxx/datasets/gsm8k', 'main') ds_train = ds['train'] ds_test = ds['test'] import re def convert(sample): solution = sample['answer'] solution = re.sub(r'####\s*(\S+)', r'\\boxed{\1}', solution) sample = { 'problem': sample['question'], 'solution': solution } return sample ds_train = ds_train.map(convert, remove_columns=['question', 'answer']) ds_test = ds_test.map(convert,remove_columns=['question', 'answer']) ``` I saved it using save_to_disk: ```python from datasets.dataset_dict import DatasetDict data_dict = DatasetDict({ 'train': ds_train, 'test': ds_test }) data_dict.save_to_disk('/root/xxx/datasets/gsm8k-new') ``` But now I can only load it using load_from_disk: ```python new_ds = load_from_disk('/root/xxx/datasets/gsm8k-new') ``` output: ```text DatasetDict({ train: Dataset({ features: ['problem', 'solution'], num_rows: 7473 }) test: Dataset({ features: ['problem', 'solution'], num_rows: 1319 }) }) ``` Attempting to use load_dataset produces unexpected results: ```python new_ds = load_dataset('/root/xxx/datasets/gsm8k-new') ``` output: ```text DatasetDict({ train: Dataset({ features: ['_data_files', '_fingerprint', '_format_columns', '_format_kwargs', '_format_type', '_output_all_columns', '_split'], num_rows: 1 }) test: Dataset({ features: ['_data_files', '_fingerprint', '_format_columns', '_format_kwargs', '_format_type', '_output_all_columns', '_split'], num_rows: 1 }) }) ``` Questions 1. Why is it designed such that after using `save_to_disk`, the dataset cannot be loaded with `load_dataset`? For small projects with limited code, it might be relatively easy to change all instances of `load_dataset` to `load_from_disk`. However, for complex frameworks like TRL or lighteval, diving into the framework code to change `load_dataset` to `load_from_disk` is extremely tedious and error-prone. Additionally, `load_from_disk` cannot load datasets directly downloaded from the hub, which means that if you need to modify a dataset, you have to choose between using `load_from_disk` or `load_dataset`. This creates an unnecessary dichotomy in the API and complicates workflow when working with modified datasets. 2. What's the recommended approach for this use case? Should I manually process my gsm8k-new dataset to make it compatible with load_dataset? Is there a standard way to convert between these formats? thanks~
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Segmentation fault
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[ "I downloaded the jsonl file and extract it manually. \r\nThe issue seems to be related to pyarrow.json \r\n\r\n\r\n\r\npython3 -q -X faulthandler -c \"from datasets import load_dataset; load_dataset('json', data_files='/Users/scampion/Downloads/1998-09.jsonl')\"\r\nGenerating train split: 0 examples [00:00, ? exa...
2024-05-02T08:28:49Z
2024-05-03T08:43:21Z
2024-05-03T08:42:36Z
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### Describe the bug Using various version for datasets, I'm no more longer able to load that dataset without a segmentation fault. Several others files are also concerned. ### Steps to reproduce the bug # Create a new venv python3 -m venv venv_test source venv_test/bin/activate # Install the latest version pip install datasets # Load that dataset python3 -q -X faulthandler -c "from datasets import load_dataset; load_dataset('EuropeanParliament/Eurovoc', '1998-09')" ### Expected behavior Data must be loaded ### Environment info datasets==2.19.0 Python 3.11.7 Darwin 22.5.0 Darwin Kernel Version 22.5.0: Mon Apr 24 20:51:50 PDT 2023; root:xnu-8796.121.2~5/RELEASE_X86_64 x86_64
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Fix docstring example
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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==6.0.0\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...
2023-02-28T18:42:37Z
2023-02-28T19:26:33Z
2023-02-28T19:19:15Z
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Fixes #5581 to use the correct output for the `set_format` method.
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Webdataset data format problem
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[ "I was able to work around it" ]
2025-03-21T17:23:52Z
2025-03-21T19:19:58Z
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### Describe the bug Please see https://huggingface.co/datasets/ejschwartz/idioms/discussions/1 Error code: FileFormatMismatchBetweenSplitsError All three splits, train, test, and validation, use webdataset. But only the train split has more than one file. How can I force the other two splits to also be interpreted as being the webdataset format? (I don't think there is currently a way, but happy to be told that I am wrong.) ### Steps to reproduce the bug ``` import datasets datasets.load_dataset("ejschwartz/idioms") ### Expected behavior The dataset loads. Alternatively, there is a YAML syntax for manually specifying the format. ### Environment info - `datasets` version: 3.2.0 - Platform: Linux-6.8.0-52-generic-x86_64-with-glibc2.35 - Python version: 3.10.12 - `huggingface_hub` version: 0.28.1 - PyArrow version: 19.0.0 - Pandas version: 2.2.3 - `fsspec` version: 2024.9.0
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CSV builder raises deprecation warning on verbose parameter
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2024-02-19T09:20:23Z
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CSV builder raises a deprecation warning on `verbose` parameter: ``` FutureWarning: The 'verbose' keyword in pd.read_csv is deprecated and will be removed in a future version. ``` See: - https://github.com/pandas-dev/pandas/pull/56556 - https://github.com/pandas-dev/pandas/pull/57450
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Caching shuffles by np.random.Generator results in unintiutive behavior
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[ "I first thought this was a mistake of mine, and also posted on stack overflow. https://stackoverflow.com/questions/78913797/iterating-a-huggingface-dataset-from-disk-using-generator-seems-broken-how-to-d \r\n\r\nIt seems to me the issue is the caching step in \r\n\r\nhttps://github.com/huggingface/datasets/blob/be...
2024-08-26T10:29:48Z
2025-03-10T17:12:57Z
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### Describe the bug Create a dataset. Save it to disk. Load from disk. Shuffle, usning a `np.random.Generator`. Iterate. Shuffle again. Iterate. The iterates are different since the supplied np.random.Generator has progressed between the shuffles. Load dataset from disk again. Shuffle and Iterate. See same result as before. Shuffle and iterate, and this time it does not have the same shuffling as ion previous run. The motivation is I have a deep learning loop with ``` for epoch in range(10): for batch in dataset.shuffle(generator=generator).iter(batch_size=32): .... # do stuff ``` where I want a new shuffling at every epoch. Instead I get the same shuffling. ### Steps to reproduce the bug Run the code below two times. ```python import datasets import numpy as np generator = np.random.default_rng(0) ds = datasets.Dataset.from_dict(mapping={"X":range(1000)}) ds.save_to_disk("tmp") print("First loop: ", end="") for _ in range(10): print(next(ds.shuffle(generator=generator).iter(batch_size=1))['X'], end=", ") print("") print("Second loop: ", end="") ds = datasets.Dataset.load_from_disk("tmp") for _ in range(10): print(next(ds.shuffle(generator=generator).iter(batch_size=1))['X'], end=", ") print("") ``` The output is: ``` $ python main.py Saving the dataset (1/1 shards): 100%|███████████████████████████████████████████████████████████████████████| 1000/1000 [00:00<00:00, 495019.95 examples/s] First loop: 459, 739, 72, 943, 241, 181, 845, 830, 896, 334, Second loop: 741, 847, 944, 795, 483, 842, 717, 865, 231, 840, $ python main.py Saving the dataset (1/1 shards): 100%|████████████████████████████████████████████████████████████████████████| 1000/1000 [00:00<00:00, 22243.40 examples/s] First loop: 459, 739, 72, 943, 241, 181, 845, 830, 896, 334, Second loop: 741, 741, 741, 741, 741, 741, 741, 741, 741, 741, ``` The second loop, on the second run, only spits out "741, 741, 741...." which is *not* the desired output ### Expected behavior I want the dataset to shuffle at every epoch since I provide it with a generator for shuffling. ### Environment info Datasets version 2.21.0 Ubuntu linux.
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Excessive RAM Usage After Dataset Concatenation concatenate_datasets
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[ "![Image](https://github.com/user-attachments/assets/b6f8bcbd-44af-413e-bc06-65380eb0f746)\n\n![Image](https://github.com/user-attachments/assets/a241fcd8-4b62-495c-926c-685f82015dfb)\n\nAdding a img from memray\nhttps://gist.github.com/sam-hey/00c958f13fb0f7b54d17197fe353002f", "I'm having the same issue where c...
2025-01-16T16:33:10Z
2025-03-27T17:40:59Z
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### Describe the bug When loading a dataset from disk, concatenating it, and starting the training process, the RAM usage progressively increases until the kernel terminates the process due to excessive memory consumption. https://github.com/huggingface/datasets/issues/2276 ### Steps to reproduce the bug ```python from datasets import DatasetDict, concatenate_datasets dataset = DatasetDict.load_from_disk("data") ... ... combined_dataset = concatenate_datasets( [dataset[split] for split in dataset] ) #start SentenceTransformer training ``` ### Expected behavior I would not expect RAM utilization to increase after concatenation. Removing the concatenation step resolves the issue ### Environment info sentence-transformers==3.1.1 datasets==3.2.0 python3.10
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1,815,086,963
PR_kwDODunzps5WD4RY
6,056
Implement proper checkpointing for dataset uploading with resume function that does not require remapping shards that have already been uploaded
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6056). All of your documentation changes will be reflected on that endpoint.", "@lhoestq Reading the filenames is something I tried earlier, but I decided to use the yaml direction because:\r\n\r\n1. The yaml file name is const...
2023-07-21T03:13:21Z
2023-08-17T08:26:53Z
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Context: issue #5990 In order to implement the checkpointing, I introduce a metadata folder that keeps one yaml file for each set that one is uploading. This yaml keeps track of what shards have already been uploaded, and which one the idx of the latest one was. Using this information I am then able to easily get the push_to_hub function to retrieve on demand past history of uploads and continue mapping and uploading from where it was left off.
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custom load dataset to hub
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[ "This is an issue for the [Datasets repo](https://github.com/huggingface/datasets).", "> This is an issue for the [Datasets repo](https://github.com/huggingface/datasets).\r\n\r\nThanks @sgugger , I guess I will wait for them to address the issue . Looking forward to hearing from them ", "You can use `.push_to_...
2023-08-13T04:42:22Z
2023-11-21T11:50:28Z
2023-10-08T17:04:16Z
NONE
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### System Info kaggle notebook i transformed dataset: ``` dataset = load_dataset("Dahoas/first-instruct-human-assistant-prompt") ``` to formatted_dataset: ``` Dataset({ features: ['message_tree_id', 'message_tree_text'], num_rows: 33143 }) ``` but would like to know how to upload to hub ### Who can help? @ArthurZucker @younesbelkada ### Information - [ ] The official example scripts - [ ] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [ ] My own task or dataset (give details below) ### Reproduction shared above ### Expected behavior load dataset to hub
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Fix data_files when passing data_dir
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6705). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
2024-03-01T16:38:53Z
2024-03-01T18:59:06Z
2024-03-01T18:52:49Z
MEMBER
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This code should not return empty data files ```python from datasets import load_dataset_builder revision = "3d406e70bc21c3ca92a9a229b4c6fc3ed88279fd" b = load_dataset_builder("bigcode/the-stack-v2-dedup", data_dir="data/Dockerfile", revision=revision) print(b.config.data_files) ``` Previously it would return no data files because it would apply the YAML `data_files: data/**/train-*` pattern to this directory cc @anton-l
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Fix NonMatchingChecksumError in adv_glue dataset
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
2022-09-06T15:31:16Z
2022-09-06T17:42:10Z
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MEMBER
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Fix issue reported on the Hub: https://huggingface.co/datasets/adv_glue/discussions/1
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Fix typo in docs (upload CLI)
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2024-04-11T10:05:05Z
2024-04-11T16:19:00Z
2024-04-11T13:19:43Z
CONTRIBUTOR
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Related to https://huggingface.slack.com/archives/C04RG8YRVB8/p1712643948574129 (interal) Positional args must be placed before optional args. Feel free to merge whenever it's ready.
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CI ZeroDivisionError
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[ "Hello!\r\nThis issue seems to have been fixed in https://github.com/huggingface/transformers/pull/24049 \r\nI was looking for my first issue to work on when I noticed this; not sure if there is a specific protocol for suggesting to close an issue.", "Thanks for informing, @zeppdev. I am closing this issue.\r\n\r...
2023-04-26T14:55:23Z
2024-05-17T09:12:11Z
2024-05-17T09:12:11Z
MEMBER
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Sometimes when running our CI on Windows, we get a ZeroDivisionError: ``` FAILED tests/test_metric_common.py::LocalMetricTest::test_load_metric_frugalscore - ZeroDivisionError: float division by zero ``` See for example: - https://github.com/huggingface/datasets/actions/runs/4809358266/jobs/8560513110 - https://github.com/huggingface/datasets/actions/runs/4798359836/jobs/8536573688 ``` _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ split = 'test', start_time = 1682516718.8236516, num_samples = 2, num_steps = 1 def speed_metrics(split, start_time, num_samples=None, num_steps=None): """ Measure and return speed performance metrics. This function requires a time snapshot `start_time` before the operation to be measured starts and this function should be run immediately after the operation to be measured has completed. Args: - split: name to prefix metric (like train, eval, test...) - start_time: operation start time - num_samples: number of samples processed """ runtime = time.time() - start_time result = {f"{split}_runtime": round(runtime, 4)} if num_samples is not None: > samples_per_second = num_samples / runtime E ZeroDivisionError: float division by zero C:\hostedtoolcache\windows\Python\3.7.9\x64\lib\site-packages\transformers\trainer_utils.py:354: ZeroDivisionError ```
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5,839
Make models/functions optimized with `torch.compile` hashable
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2023-05-10T20:02:08Z
2023-11-28T16:29:33Z
2023-11-28T16:29:33Z
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As reported in https://github.com/huggingface/datasets/issues/5819, hashing functions/transforms that reference a model, or a function, optimized with `torch.compile` currently fails due to them not being picklable (the concrete error can be found in the linked issue). The solutions to consider: 1. hashing/pickling the original, uncompiled version of a compiled model/function (attributes `_orig_mod`/`_torchdynamo_orig_callable`) (less precise than the 2nd option as it ignores the other params of `torch.compute`) 2. wait for https://github.com/pytorch/pytorch/issues/101107 to be resolved
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Unpack `dl_manager.iter_files` to allow parallization
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Cool thanks ! Yup it sounds like the right solution.\r\n\r\nIt looks like `_generate_tables` needs to be updated as well to fix the CI" ]
2022-07-04T13:16:58Z
2022-07-05T11:11:54Z
2022-07-05T11:00:48Z
COLLABORATOR
null
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Iterate over data files outside `dl_manager.iter_files` to allow parallelization in streaming mode. (The issue reported [here](https://discuss.huggingface.co/t/dataset-only-have-n-shard-1-when-has-multiple-shards-in-repo/19887)) PS: Another option would be to override `FilesIterable.__getitem__` to make it indexable and check for that type in `_shard_kwargs` and `n_shards,` but IMO this solution adds too much unnecessary complexity.
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5,182
Add notebook / other resource links to the task-specific data loading guides
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[ "Yea this would be great! We would need an object detection tutorial notebook too if it doesn't already exist there. ", "There is one: https://huggingface.co/docs/datasets/object_detection.\r\n\r\nI will start the work. " ]
2022-11-01T07:57:26Z
2022-11-03T01:49:57Z
2022-11-03T01:49:57Z
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Does it make sense to include links to notebooks / scripts that show how to use a dataset for training / fine-tuning a model? For example, here in [https://huggingface.co/docs/datasets/image_classification] we could include a mention of https://github.com/huggingface/notebooks/blob/main/examples/image_classification.ipynb. Applies to https://huggingface.co/docs/datasets/object_detection as well. Cc: @osanseviero @nateraw
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Can't Read List of JSON Files Properly
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[ "Found the issue, if there are other files in the directory, it gets caught into this `*` so essentially it should be `*.json`. Could we possibly to check for list of files to make sure the pattern matches json files and raise error if not?", "I don't think we should filter for `*.json` as this might silently rem...
2024-02-17T22:58:15Z
2024-03-02T20:47:22Z
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### Describe the bug Trying to read a bunch of JSON files into Dataset class but default approach doesn't work. I don't get why it works when I read it one by one but not when I pass as a list :man_shrugging: The code fails with ``` ArrowInvalid: JSON parse error: Invalid value. in row 0 UnicodeDecodeError: 'utf-8' codec can't decode byte 0x80 in position 0: invalid start byte DatasetGenerationError: An error occurred while generating the dataset ``` ### Steps to reproduce the bug This doesn't work ``` from datasets import Dataset # dir contains 100 json files. Dataset.from_json("/PUT SOME PATH HERE/*") ``` This works: ``` from datasets import concatenate_datasets ls_ds = [] for file in list_of_json_files: ls_ds.append(Dataset.from_json(file)) ds = concatenate_datasets(ls_ds) ``` ### Expected behavior I expect this to read json files properly as error is not clear ### Environment info - `datasets` version: 2.17.0 - Platform: Linux-6.5.0-15-generic-x86_64-with-glibc2.35 - Python version: 3.10.13 - `huggingface_hub` version: 0.20.2 - PyArrow version: 15.0.0 - Pandas version: 2.2.0 - `fsspec` version: 2023.10.0
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Add pyarrow-hotfix to release docs
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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...
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Add `pyarrow-hotfix` to release docs.
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2023-09-07T14:43:51Z
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`save_to_disk` creates this file, but also [`HugginFaceDatasetSever`](https://github.com/gradio-app/gradio/blob/26fef8c7f85a006c7e25cdbed1792df19c512d02/gradio/flagging.py#L214), so this is needed to avoid issues such as [this one](https://discord.com/channels/879548962464493619/1149295819938349107/1149295819938349107).
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Document the HF_DATASETS_CACHE env variable
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[ "Strongly agree to this, in addition, I am also suffering to change the cache location similar to other issues (since I changed the environmental variables).\nhttps://github.com/huggingface/datasets/issues/6886", "`HF_DATASETS_CACHE` should be documented there indeed, feel free to open a PR :) ", "Hey, I’d love...
2025-03-17T12:24:50Z
2025-03-20T10:36:46Z
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### Feature request Hello, I have a use case where my team is sharing models and dataset in shared directory to avoid duplication. I noticed that the [cache documentation for datasets](https://huggingface.co/docs/datasets/main/en/cache) only mention the `HF_HOME` environment variable but never the `HF_DATASETS_CACHE`. It should be nice to add `HF_DATASETS_CACHE` to datasets documentation if it's an intended feature. If it's not, I think a depreciation warning would be appreciated. ### Motivation This variable is fully working and similar to what `HF_HUB_CACHE` does for models, so it's nice to know that this exists. This seems to be a quick change to implement. ### Your contribution I could contribute since this is only affecting a small portion of the documentation
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Faster `xlistdir`
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6698). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "CI failure is unrelated to the changes.", "<details>\n<summary>Show benchmarks</summa...
2024-02-27T22:55:08Z
2024-02-27T23:44:49Z
2024-02-27T23:38:14Z
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Pass `detail=False` to the `fsspec` `listdir` to avoid unnecessarily fetching expensive metadata about the paths.
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Allow numpy-2.1 and test it without audio extra
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2024-08-21T10:29:35Z
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Allow numpy-2.1 and test it without audio extra. This PR reverts: - #7114 Note that audio extra tests can be included again with numpy-2.1 once next numba-0.61.0 version is released.
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audio folder builder cannot detect custom split name
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### Describe the bug when using audio folder builder (`load_dataset("audiofolder", data_dir="/path/to/folder")`), it cannot detect custom split name other than train/validation/test ### Steps to reproduce the bug i have the following folder structure ``` my_dataset/ ├── train/ │ ├── lorem.wav │ ├── … │ └── metadata.csv ├── test/ │ ├── ipsum.wav │ ├── … │ └── metadata.csv ├── validation/ │ ├── dolor.wav │ ├── … │ └── metadata.csv └── custom/ ├── sit.wav ├── … └── metadata.csv ``` using `ds = load_dataset("audiofolder", data_dir="/path/to/my_dataset")` ### Expected behavior i got `ds` with only 3 splits train/validation/test, whenever i rename train/validation/test folder it also disappear if i re-create `ds` ### Environment info - `datasets` version: 3.5.0 - Platform: Windows-11-10.0.26100-SP0 - Python version: 3.12.8 - `huggingface_hub` version: 0.30.2 - PyArrow version: 18.1.0 - Pandas version: 2.2.3 - `fsspec` version: 2024.9.0
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PR_kwDODunzps482yiS
4,806
Fix opus_gnome dataset card
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[ "_The documentation is not available anymore as the PR was closed or merged._", "@gojiteji why have you closed this PR and created an identical one?\r\n- #4807 ", "@albertvillanova \r\nI forgot to follow \"How to create a Pull\" in CONTRIBUTING.md in this branch.", "Both are identical. And you can push additi...
2022-08-09T03:40:15Z
2022-08-09T12:06:46Z
2022-08-09T11:52:04Z
CONTRIBUTOR
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I fixed a issue #4805. I changed `"gnome"` to `"opus_gnome"` in[ README.md](https://github.com/huggingface/datasets/tree/main/datasets/opus_gnome#dataset-summary). Fix #4805
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1,404,058,518
I_kwDODunzps5TsDuW
5,098
Classes label error when loading symbolic links using imagefolder
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[ "It can be solved temporarily by remove `resolve` in \r\nhttps://github.com/huggingface/datasets/blob/bef23be3d9543b1ca2da87ab2f05070201044ddc/src/datasets/data_files.py#L278", "Hi, thanks for reporting and suggesting a fix! We still need to account for `.`/`..` in the file path, so a more robust fix would be `P...
2022-10-11T06:10:58Z
2022-11-14T14:40:20Z
2022-11-14T14:40:20Z
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**Is your feature request related to a problem? Please describe.** Like this: #4015 When there are **symbolic links** to pictures in the data folder, the parent folder name of the **real file** will be used as the class name instead of the parent folder of the symbolic link itself. Can you give an option to decide whether to enable symbolic link tracking? This is inconsistent with the `torchvision.datasets.ImageFolder` behavior. For example: ![image](https://user-images.githubusercontent.com/49552732/195008591-3cce644e-aabe-4f39-90b9-832861cadb3d.png) ![image](https://user-images.githubusercontent.com/49552732/195008841-0b0c2289-eb7f-411a-977b-37426f23a277.png) It use `others` in green circle as class label but not `abnormal`, I wish `load_dataset` not use the real file parent as label. **Describe the solution you'd like** A clear and concise description of what you want to happen. **Describe alternatives you've considered** A clear and concise description of any alternative solutions or features you've considered. **Additional context** Add any other context about the feature request here.
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I_kwDODunzps5rxj8u
6,046
Support proxy and user-agent in fsspec calls
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[ "hii @lhoestq can you assign this issue to me?\r\n", "You can reply \"#self-assign\" to this issue to automatically get assigned to it :)\r\nLet me know if you have any questions or if I can help", "#2289 ", "Actually i am quite new to figure it out how everything goes and done \r\n\r\n> You can reply \"#self...
2023-07-17T16:39:26Z
2023-10-09T13:49:14Z
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Since we switched to the new HfFileSystem we no longer apply user's proxy and user-agent. Using the HTTP_PROXY and HTTPS_PROXY environment variables works though since we use aiohttp to call the HF Hub. This can be implemented in `_prepare_single_hop_path_and_storage_options`. Though ideally the `HfFileSystem` could support passing at least the proxies
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Dataset infos in yaml
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Alright this is ready for review :)\r\nI mostly would like your opinion on the YAML structure and what we can do in the docs (IMO we can add the docs about those fields in the Hub docs). Other than that let me know if the changes in ...
2022-09-02T16:10:05Z
2024-05-04T14:52:50Z
2022-10-03T09:11:12Z
MEMBER
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To simplify the addition of new datasets, we'd like to have the dataset infos in the YAML and deprecate the dataset_infos.json file. YAML is readable and easy to edit, and the YAML metadata of the readme already contain dataset metadata so we would have everything in one place. To be more specific, I moved these fields from DatasetInfo to the YAML: - config_name (if there are several configs) - download_size - dataset_size - features - splits Here is what I ended up with for `squad`: ```yaml dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 splits: - name: train num_bytes: 79346360 num_examples: 87599 - name: validation num_bytes: 10473040 num_examples: 10570 config_name: plain_text download_size: 35142551 dataset_size: 89819400 ``` and it can be a list if there are several configs I already did the change for `conll2000` and `crime_and_punish` as an example. ## Implementation details ### Load/Read This is done via `DatasetInfosDict.write_to_directory/from_directory` I had to implement a custom the YAML export logic for `SplitDict`, `Version` and `Features`. The first two are trivial, but the logic for `Features` is more complicated, because I added a simplification step (or the YAML would be too long and less readable): it's just a formatting step to remove unnecessary nesting of YAML data. ### Other changes I had to update the DatasetModule factories to also download the README.md alongside the dataset scripts/data files, and not just the dataset_infos.json ## YAML validation I removed the old validation code that was in metadata.py, now we can just use the Hub YAML validation ## Datasets-cli The `datasets-cli test --save_infos` command now creates a README.md file with the dataset_infos in it, instead of a datasets_infos.json file ## Backward compatibility `dataset_infos.json` files are still supported and loaded if they exist to have full backward compatibility. Though I removed the unnecessary keys when the value is the default (like all the `id: null` from the Value feature types) to make them easier to read. ## TODO - [x] add comments - [x] tests - [x] document the new YAML fields - [x] try to reload the new dataset_infos.json file content with an old version of `datasets` ## EDITS - removed "config_name" when there's only one config - removed "version" for now (?), because it's not useful in general - renamed the yaml field "dataset_info" instead of "dataset_infos", since it only has one by default (and because "infos" is not english) Fix https://github.com/huggingface/datasets/issues/4876 and fix #2773
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6,479
More robust preupload retry mechanism
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6479). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
2023-12-06T17:19:38Z
2023-12-06T19:47:29Z
2023-12-06T19:41:06Z
COLLABORATOR
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https://api.github.com/repos/huggingface/datasets/issues/6225
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1,887,054,320
I_kwDODunzps5weinw
6,225
Conversion from RGB to BGR in Object Detection tutorial
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[ "Good catch!" ]
2023-09-08T06:49:19Z
2023-09-08T17:52:18Z
2023-09-08T17:52:17Z
NONE
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The [tutorial](https://huggingface.co/docs/datasets/main/en/object_detection) mentions the necessity of conversion the input image from BGR to RGB > albumentations expects the image to be in BGR format, not RGB, so you’ll have to convert the image before applying the transform. [Link to tutorial](https://github.com/huggingface/datasets/blob/0a068dbf3b446417ffd89d32857608394ec699e6/docs/source/object_detection.mdx#L77) However, relevant albumentations' tutorials [on channels conversion](https://albumentations.ai/docs/examples/example/#read-the-image-from-the-disk-and-convert-it-from-the-bgr-color-space-to-the-rgb-color-space) and [on boxes](https://albumentations.ai/docs/examples/example_bboxes/) imply that it's not really true no more. I suggest removing this outdated conversion from the tutorial.
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6,792
Fix cache conflict in `_check_legacy_cache2`
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6792). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
2024-04-08T14:05:42Z
2024-04-09T11:34:08Z
2024-04-09T11:27:58Z
MEMBER
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It was reloading from the wrong cache dir because of a bug in `_check_legacy_cache2`. This function should not trigger if there are config_kwars like `sample_by=` fix https://github.com/huggingface/datasets/issues/6758
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https://api.github.com/repos/huggingface/datasets/issues/7470
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2,937,236,323
I_kwDODunzps6vEqtj
7,470
Is it possible to shard a single-sharded IterableDataset?
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[ "Hi ! Maybe you can look for an option in your dataset to partition your data based on a deterministic filter ? For example each worker could stream the data based on `row.id % num_shards` or something like that ?", "So the recommendation is to start out with multiple shards initially and re-sharding after is not...
2025-03-21T04:33:37Z
2025-03-26T09:34:46Z
2025-03-26T06:49:28Z
NONE
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I thought https://github.com/huggingface/datasets/pull/7252 might be applicable but looking at it maybe not. Say we have a process, eg. a database query, that can return data in slightly different order each time. So, the initial query needs to be run by a single thread (not to mention running multiple times incurs more cost too). But the results are also big enough that we don't want to materialize it entirely and instead stream it with an IterableDataset. But after we have the results we want to split it up across workers to parallelize processing. Is something like this possible to do? Here's a failed attempt. The end result should be that each of the shards has unique data, but unfortunately with this attempt the generator gets run once in each shard and the results end up with duplicates... ``` import random import datasets def gen(): print('RUNNING GENERATOR!') items = list(range(10)) random.shuffle(items) yield from items ds = datasets.IterableDataset.from_generator(gen) print('dataset contents:') for item in ds: print(item) print() print('dataset contents (2):') for item in ds: print(item) print() num_shards = 3 def sharded(shard_id): for i, example in enumerate(ds): if i % num_shards in shard_id: yield example ds1 = datasets.IterableDataset.from_generator( sharded, gen_kwargs={'shard_id': list(range(num_shards))} ) for shard in range(num_shards): print('shard', shard) for item in ds1.shard(num_shards, shard): print(item) ```
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ted_talks_iwslt | Error: Config name is missing
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[ "Hi ! Thanks for reporting. I opened https://github.com/huggingface/datasets/pull/6544 to fix this", "We just released 2.16.1 with a fix:\r\n\r\n```\r\npip install -U datasets\r\n```" ]
2023-12-26T00:38:18Z
2023-12-30T18:58:21Z
2023-12-30T16:09:50Z
NONE
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### Describe the bug Running load_dataset using the newest `datasets` library like below on the ted_talks_iwslt using year pair data will throw an error "Config name is missing" see also: https://huggingface.co/datasets/ted_talks_iwslt/discussions/3 likely caused by #6493, where the `and not config_kwargs` part in the if logic was removed https://github.com/huggingface/datasets/blob/ef3b5dd3633995c95d77f35fb17f89ff44990bc4/src/datasets/builder.py#L512 ### Steps to reproduce the bug run: ```python load_dataset("ted_talks_iwslt", language_pair=("ja", "en"), year="2015") ``` ### Expected behavior Load the data without error ### Environment info datasets 2.16.0
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4,941
Add Papers with Code ID to scifact dataset
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
2022-09-06T17:46:37Z
2022-09-06T18:28:17Z
2022-09-06T18:26:01Z
MEMBER
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This PR: - adds Papers with Code ID - forces sync between GitHub and Hub, which previously failed due to Hub validation error of the license tag: https://github.com/huggingface/datasets/runs/8200223631?check_suite_focus=true
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https://api.github.com/repos/huggingface/datasets/issues/7502
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2,977,453,814
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`load_dataset` of size 40GB creates a cache of >720GB
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[ "Hi ! Parquet is a compressed format. When you load a dataset, it uncompresses the Parquet data into Arrow data on your disk. That's why you can indeed end up with 720GB of uncompressed data on disk. The uncompression is needed to enable performant dataset objects (especially for random access).\n\nTo save some sto...
2025-04-07T16:52:34Z
2025-04-15T15:22:12Z
2025-04-15T15:22:11Z
NONE
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Hi there, I am trying to load a dataset from the Hugging Face Hub and split it into train and validation splits. Somehow, when I try to do it with `load_dataset`, it exhausts my disk quota. So, I tried manually downloading the parquet files from the hub and loading them as follows: ```python ds = DatasetDict( { "train": load_dataset( "parquet", data_dir=f"{local_dir}/{tok}", cache_dir=cache_dir, num_proc=min(12, os.cpu_count()), # type: ignore split=ReadInstruction("train", from_=0, to=NUM_TRAIN, unit="abs"), # type: ignore ), "validation": load_dataset( "parquet", data_dir=f"{local_dir}/{tok}", cache_dir=cache_dir, num_proc=min(12, os.cpu_count()), # type: ignore split=ReadInstruction("train", from_=NUM_TRAIN, unit="abs"), # type: ignore ) } ) ``` which still strangely creates 720GB of cache. In addition, if I remove the raw parquet file folder (`f"{local_dir}/{tok}"` in this example), I am not able to load anything. So, I am left wondering what this cache is doing. Am I missing something? Is there a solution to this problem? Thanks a lot in advance for your help! A related issue: https://github.com/huggingface/transformers/issues/10204#issue-809007443. --- Python: 3.11.11 datasets: 3.5.0
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Update README.md
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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...
2023-09-12T06:53:06Z
2023-09-13T18:20:50Z
2023-09-13T18:10:04Z
CONTRIBUTOR
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fixed a typo
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https://api.github.com/repos/huggingface/datasets/issues/6164
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6,164
Fix: Missing a MetadataConfigs init when the repo has a `datasets_info.json` but no README
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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...
2023-08-21T14:57:54Z
2023-08-21T16:27:05Z
2023-08-21T16:18:26Z
MEMBER
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When I try to push to an arrow repo (can provide the link on Slack), it uploads the files but fails to update the metadata, with ``` File "app.py", line 123, in add_new_eval eval_results[level].push_to_hub(my_repo, token=TOKEN, split=SPLIT) File "blabla_my_env_path/lib/python3.10/site-packages/datasets/arrow_dataset.py", line 5501, in push_to_hub if not metadata_configs: UnboundLocalError: local variable 'metadata_configs' referenced before assignment ``` This fixes it.
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https://api.github.com/repos/huggingface/datasets/issues/6526
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Preserve order of configs and splits when using Parquet exports
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6526). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
2023-12-22T10:35:56Z
2023-12-22T11:42:22Z
2023-12-22T11:36:14Z
MEMBER
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Preserve order of configs and splits, as defined in dataset infos. Fix #6521.
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