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push_to_hub OOM: _push_parquet_shards_to_hub accumulates all shard bytes in memory
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## Summary Large dataset uploads crash or hang due to memory exhaustion. This appears to be the root cause of several long-standing issues. ### Related Issues This is the root cause of: - #5990 - Pushing a large dataset on the hub consistently hangs (46 comments, open since 2023) - #7400 - 504 Gateway Timeout when u...
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encode nifti correctly when uploading lazily
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When trying to upload nifti datasets lazily I got the error: ```python from pathlib import Path from datasets import load_dataset nifti_dir = Path("<local_path>") dataset = load_dataset( "niftifolder", data_dir=str(nifti_dir.absolute()), streaming=True, ) dataset.push_to_hub(repo...
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fix(fingerprint): treat TMPDIR as strict API and fail (Issue #7877)
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Fixes #7877 and follows up on feedback from [`#7890`](https://github.com/huggingface/datasets/pull/7890). ## Context In [`#7890`](https://github.com/huggingface/datasets/pull/7890) it was introduced an automatic creation of the `TMPDIR` directory in `_TempCacheDir` so that `datasets` does not silently fall back to `/...
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Fix: Auto-create TMPDIR directory when it doesn't exist (Issue #7877)
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# Fix: Auto-create TMPDIR directory when it doesn't exist Fixes #7877 ## Description This PR fixes issue #7877 by implementing automatic creation of the `TMPDIR` directory when it is set but doesn't exist. Previously, `tempfile.mkdtemp()` would silently ignore `TMPDIR` and fall back to `/tmp` if the specified direct...
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fix(tests): stabilize flaky Hub LFS integration test
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## Problem `test_push_dataset_dict_to_hub_overwrite_files` intermittently fails with: ``` BadRequestError: LFS pointer pointed to a file that does not exist ``` This has been causing the `deps-latest` integration tests to fail on main (visible in recent CI runs). I ran into this while working on the BIDS loader PR an...
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Add type overloads to load_dataset for better static type inference
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Fixes #7883 This PR adds @overload decorators to load_dataset() to help type checkers like Pylance and mypy correctly infer the return type based on the split and streaming parameters. Changes: - Added typing imports (Literal, overload) to load.py - Added 4 @overload signatures that map argument combinations to...
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fix(nifti): enable lazy loading for Nifti1ImageWrapper
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## Summary - **Single-line fix**: Change `dataobj=nifti_image.get_fdata()` → `dataobj=nifti_image.dataobj` - Preserves nibabel's `ArrayProxy` for true lazy loading instead of eagerly loading entire NIfTI files into memory - Improves error handling: corrupted files now fail at access time with clear context instead of s...
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feat(bids): Add BIDS dataset loader for neuroimaging data
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## Summary Adds native BIDS (Brain Imaging Data Structure) dataset loading support using PyBIDS, enabling `load_dataset('bids', data_dir='/path/to/bids')` workflow for neuroimaging researchers. **Contributes to #7804** (Support scientific data formats) - BIDS is a widely-used standard for organizing neuroimaging data...
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Add small paragraph and video.
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2025-11-27T19:32:10Z
2025-12-04T16:09:51Z
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Summary of the change: Made new_fingerprint optional (Optional[str] = None) in Dataset.add_column and Dataset.add_item Added a simple test to verify both methods work without providing a fingerprint Why this change is safe: The Dataset constructor already handles fingerprint=None by generating a new fingerpri...
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Data.to_csv() cannot be recognized by pylance
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2025-12-08T12:06:58Z
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### Describe the bug Hi, everyone ! I am a beginner with datasets. I am testing reading multiple CSV files from a zip archive. The result of reading the dataset shows success, and it can ultimately be correctly saved to CSV. Intermediate results: ``` Generating train split: 62973 examples [00:00, 175939.01 examples/...
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Inconsistent loading of LFS-hosted files in epfml/FineWeb-HQ dataset
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2025-11-26T14:06:02Z
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### Describe the bug Some files in the `epfml/FineWeb-HQ` dataset fail to load via the Hugging Face `datasets` library. - xet-hosted files load fine - LFS-hosted files sometimes fail Example: - Fails: https://huggingface.co/datasets/epfml/FineWeb-HQ/blob/main/data/CC-MAIN-2024-26/000_00003.parquet - Works: ht...
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Fix spurious label column when directories match split names
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Issue - https://github.com/huggingface/datasets/issues/7880
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Spurious label column created when audiofolder/imagefolder directories match split names
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## Describe the bug When using `audiofolder` or `imagefolder` with directories for **splits** (train/test) rather than class labels, a spurious `label` column is incorrectly created. **Example:** https://huggingface.co/datasets/datasets-examples/doc-audio-4 ``` from datasets import load_dataset ds = load_dataset("dat...
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python core dump when downloading dataset
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2025-11-24T06:22:53Z
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### Describe the bug When downloading a dataset in streamed mode and exiting the program before the download completes, the python program core dumps when exiting: ``` terminate called without an active exception Aborted (core dumped) ``` Tested with python 3.12.3, python 3.9.21 ### Steps to reproduce the bug Cr...
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Replace papaya with niivue
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I was contacted by Chris Rorden whose group is developing NiiVue (see https://github.com/niivue/niivue), which leverages WebGL2 (in contrast to Papaya which is WebGL1 based). He also offered support in the implementation, which might come in handy in case of any questions later on (see DICOM implemenation). I completel...
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work around `tempfile` silently ignoring `TMPDIR` if the dir doesn't exist
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This should help a lot of users running into `No space left on device` while using `datasets`. Normally the issue is is that `/tmp` is too small and the user needs to use another path, which they would normally set as `export TMPDIR=/some/big/storage` However, the `tempfile` facility that `datasets` and `pyarrow` use ...
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test: add verification for HuggingFaceM4/InterleavedWebDocuments
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Adds an integration test for the `HuggingFaceM4/InterleavedWebDocuments` dataset. - Gracefully skips if the dataset is not yet available on the Hub - Checks basic loading and structure once it becomes available Closes #7394 First-time contributor to `datasets` — really excited about this! Happy to make any ad...
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Add quickstart example to datasets README
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Nifti visualization support
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closes #7870 leverage Papaya to visualize nifti images. For this I created a Wrapper class for `nibabel.nifti1.Nifti1Image` that provides the same interface but exposes an additional `_repr_html_` method, which is needed to visualize the image in jupyter (didn't test in colab, but that should work equivalently). ...
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Fix chunk casting and schema unification in dataset
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Updated chunk handling to cast to expected schema when features are provided or to unify schemas when not. This ensures proper schema alignment for the yielded batches. fixes #7872 This PR fixes a bug where `IterableDataset` created from a generator with explicit `features` parameter would fail during arrow oper...
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IterableDataset does not use features information in to_pandas
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### Describe the bug `IterableDataset` created from generator with explicit `features=` parameter seems to ignore provided features description for certain operations, e.g. `.to_pandas(...)` when data coming from the generator has missing values. ### Steps to reproduce the bug ```python import datasets from datasets...
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Reqwest Error: HTTP status client error (429 Too Many Requests)
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### Describe the bug full error message: ``` Traceback (most recent call last): File "/home/yanan/miniconda3/bin/hf", line 7, in <module> sys.exit(main()) ~~~~^^ File "/home/yanan/miniconda3/lib/python3.13/site-packages/huggingface_hub/cli/hf.py", line 56, in main app() ~~~^^ File "/ho...
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Visualization for Medical Imaging Datasets
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2025-11-21T12:31:19Z
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This is a followup to: https://github.com/huggingface/datasets/pull/7815. I checked the possibilities to visualize the nifti (and potentially dicom), and here's what I found: - https://github.com/aces/brainbrowser, AGPL3 license, last commit 3 months ago, latest (github) release from 2017. It's available on jsdelivr...
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Why does dataset merge fail when tools have different parameters?
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2026-03-09T15:57:59Z
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Hi, I have a question about SFT (Supervised Fine-tuning) for an agent model. Suppose I want to fine-tune an agent model that may receive two different tools: tool1 and tool2. These tools have different parameters and types in their schema definitions. When I try to merge datasets containing different tool definitions...
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Data duplication with `split_dataset_by_node` and `interleaved_dataset`
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### Describe the bug Data duplication in different rank, when process a iterabledataset with first `split_dataset_by_node` and then `interleaved_dataset` ### Steps to reproduce the bug I have provide a minimum scripts ```python import os from datasets import interleave_datasets, load_dataset from datasets.distribu...
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NonMatchingSplitsSizesError when loading partial dataset files
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### Describe the bug When loading only a subset of dataset files while the dataset's README.md contains split metadata, the system throws a NonMatchingSplitsSizesError . This prevents users from loading partial datasets for quick validation in cases of poor network conditions or very large datasets. ### Steps to repr...
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docs: add Python version requirement note to installation section
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Added note about Python version requirement for conda installation.
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[FEAT] MIDI feature support
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This PR adds a new `Midi` feature for reading and importing MIDI files into the datasets.
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add_column and add_item erroneously(?) require new_fingerprint parameter
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### Describe the bug Contradicting their documentation (which doesn't mention the parameter at all), both Dataset.add_column and Dataset.add_item require a new_fingerprint string. This parameter is passed directly to the dataset constructor, which has the fingerprint parameter listed as optional; is there any reason i...
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Support hosting lance / vortex / iceberg / zarr datasets on huggingface hub
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### Feature request Huggingface datasets has great support for large tabular datasets in parquet with large partitions. I would love to see two things in the future: - equivalent support for `lance`, `vortex`, `iceberg`, `zarr` (in that order) in a way that I can stream them using the datasets library - more fine-gr...
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Add flatten_indices option to save_to_disk method
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Added flatten_indices parameter to control index flattening during dataset saving. Solves #7861 This PR introduces a new optional argument, flatten_indices, to the save_to_disk methods in both Dataset and DatasetDict. The change allows users to skip the expensive index-flattening step when saving datasets that ...
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Performance Issue: save_to_disk() 200-1200% slower due to unconditional flatten_indices()
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## 🐛 Bug Description The `save_to_disk()` method unconditionally calls `flatten_indices()` when `_indices` is not None, causing severe performance degradation for datasets processed with filtering, shuffling, or multiprocessed mapping operations. **Root cause**: This line rebuilds the entire dataset unnecessarily: `...
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Support loading local arrow datasets via load_dataset
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Load_dataset will handle local saved datasets that way #7018
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fix some broken links
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would be cool to automate finding those broken links as i think there might be many of them @lhoestq @albertvillanova
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Support downloading specific splits in `load_dataset`
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This is PR builds on top of #7706 to revive the unfinished #6832 but isn't just cleaning up things, here are some important changes: - `download_mode="FORCE_REDOWNLOAD"` is interpreted as always creating a clean slate, that means that even if we already did: ```python load_dataset("<name>") load_dataset("<name>",...
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Missing transcript column when loading a local dataset with "audiofolder"
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### Describe the bug My local dataset is not properly loaded when using `load_dataset("audiofolder", data_dir="my_dataset")` with a `jsonl` metadata file. Only the `audio` column is read while the `transcript` column is not. The last tested `datasets` version where the behavior was still correct is 2.18.0. ### Steps...
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ArXiv -> HF Papers
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[Distributed] split_dataset_by_node() gives the same number of examples for each node
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this works: ```python import torch.distributed as dist from datasets import IterableDataset from datasets.distributed import split_dataset_by_node from collections import Counter def g(shards): for shard in shards: # shards don't have the same length num_examples = 3 + shard f...
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Fix embed storage nifti
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Fixes #7852 Adds `embed_storage` function and allows gzipped files to be loaded correctly from local storage.
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Problems with NifTI
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### Describe the bug There are currently 2 problems with the new NifTI feature: 1. dealing with zipped files, this is mentioned and explained [here](https://github.com/huggingface/datasets/pull/7815#issuecomment-3496199503) 2. when uploading via the `niftifolder` feature, the resulting parquet only contains relative p...
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Add fasta support
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This PR adds support for FASTA files conversion to Parquet.
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closes #7841 As mentioned in the issue `mode` has been copy-pasted but isn't used in these files.
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Better streaming retries (504 and 429)
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fix https://github.com/huggingface/datasets/issues/7842
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Transform with columns parameter triggers on non-specified column access
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### Describe the bug Iterating over a [`Column`](https://github.com/huggingface/datasets/blob/8b1bd4ec1cc9e9ce022f749abb6485ef984ae7c0/src/datasets/arrow_dataset.py#L633-L692) iterates through the parent [`Dataset`](https://github.com/huggingface/datasets/blob/8b1bd4ec1cc9e9ce022f749abb6485ef984ae7c0/src/datasets/arro...
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Following up on https://github.com/huggingface/datasets/pull/7840 I asked claude code to check for undocumented parameters for other features and it found: - mode parameter on video is documented but unused: https://github.com/huggingface/datasets/blob/main/src/datasets/features/video.py#L48-L49 - the same goes for the...
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Fixes #7837 We currently have the [mono attribute for Audio documented](https://github.com/huggingface/datasets/blob/41c05299348a499807432ab476e1cdc4143c8772/src/datasets/features/audio.py#L52C1-L54C22) but not used anywhere resulting in confusion for users. Since torchcodec does not know this attribute I suggest us...
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### Describe the bug Seems that `dataset` doesn't work with python==3.14. The root cause seems to be something with a `deel` API that was changed. ``` TypeError: Pickler._batch_setitems() takes 2 positional arguments but 3 were given ``` ### Steps to reproduce the bug (on a new folder) uv init uv python pin 3.14 uv...
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mono parameter to the Audio feature is missing
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According to the docs, there is a "mono" parameter to the Audio feature, which turns any stereo into mono. In practice the signal is not touched and the mono parameter, even though documented, does not exist. https://github.com/huggingface/datasets/blob/41c05299348a499807432ab476e1cdc4143c8772/src/datasets/features/a...
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supports #7804 Add support for the dicom file format. This PR follows PR #7815 and PR #7325 closely. Remarkable differences: I made sure that we can load all of pydicom's test data, and encountered the `force=True` parameter that we explicitly support here. This allows to trying to load corrupted dicom files, we...
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Audio.cast_column() or Audio.decode_example() causes Colab kernel crash (std::bad_alloc)
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### Describe the bug When using the huggingface datasets.Audio feature to decode a local or remote (public HF dataset) audio file inside Google Colab, the notebook kernel crashes with std::bad_alloc (C++ memory allocation failure). The crash happens even with a minimal code example and valid .wav file that can be read...
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Fix: Properly render [!TIP] block in stream.shuffle documentation
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The second line starting with the bracket doesn't properly render on huggingface/docs. Added "> " to address it. In the client documentation, the markdown 'TIP' paragraph in docs/stream#shuffle is not well executed, not as the other in the same page / while markdown is correctly considering it. Documentation: ht...
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[DOCS][minor] TIPS paragraph not compiled in docs/stream
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In the client documentation, the markdown 'TIP' paragraph for paragraph in docs/stream#shuffle is not well executed — not as the other in the same page / while markdown is correctly considering it. Documentation: https://huggingface.co/docs/datasets/v4.3.0/en/stream#shuffle:~:text=%5B!TIP%5D%5BIterableDataset.shuffle(...
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resolves the ValueError: Unable to avoid copy while creating an array
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## Summary Fixes #7818 This PR resolves the `ValueError: Unable to avoid copy while creating an array` error that occurs when using `train_test_split` with `stratify_by_column` parameter in NumPy 2.0+. ## Changes - Wrapped the stratify column array access with `np.asarray()` in `arrow_dataset.py` - This allow...
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fix ci compressionfs
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Memory leak / Large memory usage with num_workers = 0 and numerous dataset within DatasetDict
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### Describe the bug Hi team, first off, I love the datasets library! 🥰 I'm encountering a potential memory leak / increasing memory usage when training a model on a very large DatasetDict. Setup: I have a DatasetDict containing 362 distinct datasets, which sum up to ~2.8 billion rows. Training Task: I'm performin...
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release: 4.3.0
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picklable batch_fn
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Fix ArrowInvalid for large variables
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Fixes #7821 In addition to the solution proposed in the issue, I encountered we also need to support 64bit types when writing using the `RecordBatchStreamWriter`. Not sure if we want to create such large objects in the CI, but this is the only way to test that the issue is fixed, therefore I added the unit test.
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Fix batch_size default description in to_polars docstrings
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Fix batch_size default description in `to_polars` docstrings.
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Fix random seed on shuffle and interleave_datasets
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closes #7567 Add `shift_rngs` method to `ExamplesIterable` that is called directly after sharding. If a generator is available (not the case for all subclasses) we update the seed of the generator by shifting by the worker_id. ~This is just the fix for `shuffle`, in the corresponding issue `interleave_datasets` i...
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Retry open hf file
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Fix this error ```python File "/workdir/.venv/lib/python3.13/site-packages/datasets/utils/file_utils.py", line 934, in xopen file_obj = fsspec.open(file, mode=mode, *args, **kwargs).open() File "/workdir/.venv/lib/python3.13/site-packages/fsspec/core.py", line 147, in open return self.__enter__() ...
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Building a dataset with large variable size arrays results in error ArrowInvalid: Value X too large to fit in C integer type
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### Describe the bug I used map to store raw audio waveforms of variable lengths in a column of a dataset the `map` call fails with ArrowInvalid: Value X too large to fit in C integer type. ``` Traceback (most recent call last): Traceback (most recent call last): File "...lib/python3.12/site-packages/multiprocess/p...
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Keep hffs cache in workers when streaming
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(and also reorder the hffs args to improve caching) When using `DataLoader(iterable_dataset, num_workers=...)` the dataset is pickled and passed to the worker. However previously the resulting dataset would be in a process with an empty hffs cache. By keeping the cache attached to `IterableDataset`, the cached hffs ...
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Cannot download opus dataset
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When I tried to download opus_books using: from datasets import load_dataset dataset = load_dataset("Helsinki-NLP/opus_books") I got the following errors: FileNotFoundError: Couldn't find any data file at /workspace/Helsinki-NLP/opus_books. Couldn't find 'Helsinki-NLP/opus_books' on the Hugging Face Hub either: Local...
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train_test_split and stratify breaks with Numpy 2.0
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### Describe the bug As stated in the title, since Numpy changed in version >2.0 with copy, the stratify parameters break. e.g. `all_dataset.train_test_split(test_size=0.2,stratify_by_column="label")` returns a Numpy error. It works if you downgrade Numpy to a version lower than 2.0. ### Steps to reproduce the bug ...
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fix: better args passthrough for `_batch_setitems()`
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In Python 3.14, there's a change in the signature of `_Pickler._batch_setitems`. It's changed to: ```python # pickle.py def _batch_setitems(self, items, obj): # Helper to batch up SETITEMS sequences; proto >= 1 only save = self.save write = self.write ``` To accomodate this, in `dill`, we h...
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disable_progress_bar() not working as expected
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2025-10-14T23:49:26Z
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### Describe the bug Hi, I'm trying to load a dataset on Kaggle TPU image. There is some known compat issue with progress bar on Kaggle, so I'm trying to disable the progress bar globally. This does not work as you can see in [here](https://www.kaggle.com/code/windmaple/hf-datasets-issue). In contract, disabling pro...
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Add nifti support
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Add support for NIfTI. supports #7804 This PR follows https://github.com/huggingface/datasets/pull/7325 very closely I am a bit unsure what we need to add to the `document_dataset.mdx` and `document_load.mdx`. I should probably create a dataset on the hub first to create this guide instead of copy+pasting from...
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Allow streaming hdf5 files
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Add streaming support after https://github.com/huggingface/datasets/pull/7690, cc @klamike :) ## Details in `datasets` loaders, `open()` is extended to work with files that are on disk but also on HF. Files on HF are streamed using HTTP range requests using the `HfFileSystem` implementation in the `huggingface_hu...
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Caching does not work when using python3.14
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### Describe the bug Traceback (most recent call last): File "/workspace/ctn.py", line 8, in <module> ds = load_dataset(f"naver-clova-ix/synthdog-{lang}") # или "synthdog-zh" для китайского File "/workspace/.venv/lib/python3.14/site-packages/datasets/load.py", line 1397, in load_dataset builder_instance =...
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docs: document_dataset PDFs & OCR
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Use acronyms consistently across document_dataset docs.
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SIGSEGV when Python exits due to near null deref
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### Describe the bug When I run the following python script using datasets I get a segfault. ```python from datasets import load_dataset from tqdm import tqdm progress_bar = tqdm(total=(1000), unit='cols', desc='cols ') progress_bar.update(1) ``` ``` % lldb -- python3 crashmin.py (lldb) target create "python3" Cur...
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fix conda deps
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Set dev version
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add an s to be consistent with pandas' on_bad_lines
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Parquet: add `on_bad_file` argument to error/warn/skip bad files
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```python from datasets import load_dataset on_bad_file = "error" # default # on_bad_file = "warn" # warn and skip bad file # on_bad_file = "skip" # skip bad file ds = load_dataset(parquet_dataset_id, on_bad_file=on_bad_file) ```
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Less api calls when resolving data_files
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There ~10 unnecessary `/api/datasets/user/dataset/revision`calls due to multithreading in data files resolution. I disabled multithreading, which was actually not useful anymore since `HfFileSystem` has been using caching for a while now.
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Support scientific data formats
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List of formats and libraries we can use to load the data in `datasets`: - [ ] DICOMs: pydicom - [x] NIfTIs: nibabel - [ ] WFDB: wfdb cc @zaRizk7 for viz Feel free to comment / suggest other formats and libs you'd like to see or to share your interest in one of the mentioned format
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More Parquet streaming docs
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[Docs] Missing documentation for `Dataset.from_dict`
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Documentation link: https://huggingface.co/docs/datasets/en/package_reference/main_classes Link to method (docstring present): https://github.com/huggingface/datasets/blob/6f2502c5a026caa89839713f6f7c8b958e5e83eb/src/datasets/arrow_dataset.py#L1029 The docstring is present for the function, but seems missing from the...
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Add parquet scan options and docs
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I added scan options, useful to control buffering and caching when streaming and docs, including how to select a subset of columns and apply filters
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Fix polars cast column image
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Fixes #7765 The problem here is that polars uses pyarrow large_string for images, while pandas and others just use the string type. This PR solves that and adds a test. ```python import polars as pl from datasets import Dataset import pandas as pd import pyarrow as pa from pathlib import Path shared_data...
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Define CI future
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this should fix the CI which currently uses transformers on 3.9 while it's now unsupported
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Audio dataset is not decoding on 4.1.1
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### Describe the bug The audio column remain as non-decoded objects even when accessing them. ```python dataset = load_dataset("MrDragonFox/Elise", split = "train") dataset[0] # see that it doesn't show 'array' etc... ``` Works fine with `datasets==3.6.0` Followed the docs in - https://huggingface.co/docs/dataset...
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Datasets: Add WMT21 & WMT22 loaders (basic TSV loaders, sample data, tests)
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- Implemented TSV-based dataset loaders: - WMT21Dataset (local_datasets/wmt21/wmt21_dataset.py) - WMT22Dataset (local_datasets/wmt22/wmt22_dataset.py) These classes load source-target pairs from .tsv files for train, validation, and test splits. - Created sample dummy data for both datasets: - dummy_da...
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Docs: fix typo, improve readability, add code comments
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2025-09-30T18:34:16Z
2025-10-10T18:44:12Z
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What I did: - Fixed a small typo in README to improve clarity - Fixed repeated word "frameworks frameworks" - Split long paragraphs into shorter sentences for readability - Added # Example comments before code blocks for clarity Why: - Helps new users avoid confusion How I tested: - Checked locally in Markd...
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7,795
Add pyarrow's binary view to features
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2025-09-29T09:12:55Z
2025-10-10T16:04:21Z
2025-10-10T16:04:21Z
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Basically https://github.com/huggingface/datasets/pull/7718 just for binary view instead of string view
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7,794
Fix nested data conversions error in parquet loading (fixes #7793)
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2025-09-27T22:04:13Z
2025-10-01T16:56:20Z
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Fixes #7793 ## Problem Loading datasets with deeply nested structures (like `metr-evals/malt-public`) fails with: ArrowNotImplementedError: Nested data conversions not implemented for chunked array outputs This occurs when parquet files contain nested data (lists, structs, maps) that exceed PyArrow's 16MB chun...
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7,793
Cannot load dataset, fails with nested data conversions not implemented for chunked array outputs
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2025-09-27T01:03:12Z
2025-09-27T21:35:31Z
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### Describe the bug Hi! When I load this dataset, it fails with a pyarrow error. I'm using datasets 4.1.1, though I also see this with datasets 4.1.2 To reproduce: ``` import datasets ds = datasets.load_dataset(path="metr-evals/malt-public", name="irrelevant_detail") ``` Error: ``` Traceback (most recent call las...
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I_kwDODunzps7OCp2i
7,792
Concatenate IterableDataset instances and distribute underlying shards in a RoundRobin manner
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2025-09-26T10:05:19Z
2025-10-15T18:05:23Z
2025-10-15T18:05:23Z
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### Feature request I would like to be able to concatenate multiple `IterableDataset` with possibly different features. I would like to then be able to stream the results in parallel (both using DDP and multiple workers in the pytorch DataLoader). I want the merge of datasets to be well balanced between the different ...
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