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https://api.github.com/repos/huggingface/datasets/issues/8222
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8,222
Validate split name before starting download
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## What this fixes Closes #5523. When you pass an invalid split name to `load_dataset()`, the error only surfaces after the entire dataset has already been downloaded. For large datasets that can mean waiting many minutes before seeing a one-liner like: ```python from datasets import load_dataset load_dataset("mozil...
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8,221
chore: enable Dependabot weekly GitHub Actions bumps
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## Summary Adds `.github/dependabot.yml` so this repo's pinned GitHub Action SHAs get bumped automatically once a week. All action updates are **grouped into one weekly PR** (not one PR per action) to keep the noise down, and Dependabot waits **7 days after a release before opening the bump** (cooldown). The 7-day co...
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8,220
Support composed splits in streaming datasets
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Fixes #2699 Fixes #4804 This PR adds support for unsliced split composition when loading datasets in streaming mode, e.g. `split="train+validation"`. Previously, `DatasetBuilder.as_streaming_dataset()` only accepted a single split name or returned all splits as an `IterableDatasetDict`, so composed split strings...
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8,219
Add `.conll` / `.conllu` dataset format loader (CoNLL-2003 / 2000 / U)
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2026-05-23T12:19:24
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Closes #7757. ## Summary Adds a `packaged_modules/conll/` builder so `.conll` and `.conllu` files load directly via `load_dataset(...)` without manual parsing scripts. Each row of the loaded dataset corresponds to one sentence, with each configured column produced as a list aligned with the token list. Builder...
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8,218
Include version in DatasetInfo YAML so push_to_hub preserves it
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2026-05-22T10:58:49
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DatasetInfo._INCLUDED_INFO_IN_YAML controls which fields land in the README.md dataset_info block written by push_to_hub, and it currently omits version. Setting version on a Dataset (e.g. via load_dataset(..., version=...)) and pushing it to the Hub silently drops the version from the rendered front matter, so reloadi...
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4,501,694,591
I_kwDODunzps8AAAABDFJofw
8,217
Multi-GPU Training with Large Dataset — NCCL Timeouts / Slow Data Loading + Excessive Memory Usage with keep_in_memory=True
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2026-05-22T09:55:13
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Hi, I'm training a large dataset using Lerobot (which relies on Hugging Face Datasets) and encountering severe performance issues when scaling to multi-GPU training. ### Problem Description - Unstable/slow data loading + NCCL timeouts - Step time fluctuates drastically: ~1s/step (fast) vs ~45s/step (extremely slow) ...
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4,498,562,992
PR_kwDODunzps7eI6YH
8,216
Read cached dataset_info.json to populate config_names offline
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## What `get_dataset_config_names` with `HF_DATASETS_OFFLINE=1` returns `['default']` even when the cache contains multiple config subdirectories for the dataset. For example, after caching `cais/mmlu`: ``` $ HF_DATASETS_OFFLINE=1 python -c "import datasets; print(datasets.get_dataset_config_names('cais/mmlu'))" Usin...
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Warn instead of raise when user-provided data_files yields a subset
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Fixes #7867. NonMatchingSplitsSizesError currently fires whenever the loaded split size differs from the expected size, including when the user explicitly passed data_files for a known subset of the dataset. The only user-side workaround is verification_mode='no_checks', which silences ALL checks rather than just the ...
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feat: Add return_file_name parameter to JSON builder (#5806)
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## Description Resolves #5806. This PR introduces an optional `return_file_name` boolean parameter to the packaged JSON builder. When enabled, it injects a `file_name` column into the generated PyArrow tables, allowing downstream users to track exactly which data shard a specific row originated from during interrup...
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update single seg repos in ci
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needed for https://github.com/huggingface/huggingface_hub/releases/tag/v1.16.0.rc0
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> **Dear maintainer** — this PR has a permanent home with methodology + [opt-out](https://github.com/adv0r/tokens-for-good/blob/main/MAINTAINER_REMOVAL.md) at [tokens-for-good](https://github.com/adv0r/tokens-for-good). A one-line "no thanks" → auto-close + blacklist. Sorry for the notification this edit caused. > > --...
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Fix duplicate keyword arguments
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Fix parquet columns arg
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Fix the error message "The columns and features argument must contain the same columns, but got.." when passing `columns=` to load_dataset on a streaming parquet dataset (with features declared in the README.md) useful e.g. for https://huggingface.co/datasets/jasperai/monet to load the thumbnails without the embeddi...
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Preserve float columns when JSON loader uses `field=`
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Closes #6937. When `load_dataset("json", data_files=..., field="data", ...)` is used, columns whose values are all integer-valued floats (`[0.0, 1.0, 2.0]`) get silently coerced to `int64`. Repro: ```python import tempfile, json from datasets import load_dataset with tempfile.NamedTemporaryFile(mode="w", suffix=".js...
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update readme
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fix docs: use AutoImageProcessor for vision model examples
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swaps AutoFeatureExtractor for AutoImageProcessor in the image preprocessing section of use_dataset.mdx — aligns with the transformers library direction where vision feature extractor references were already replaced in their own docs (see PRs #20111 and #20501). audio section is untouched since AutoFeatureExtractor is...
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Fix duplicate keyword arguments
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## Summary This PR fixes a duplicate keyword argument collision in `load_dataset_builder()` when the same parameter is passed through both `builder_kwargs` and `config_kwargs`. Previously, calling `load_dataset()` or `load_dataset_builder()` with arguments such as `base_path` could raise: ```python TypeError:...
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fix: pass token_per_repo_id to embed_table_storage when pushing shards
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## Summary - Fixes #6348 - When `push_to_hub` is called with a `token`, the per-repo token map (`token_per_repo_id`) is built correctly earlier in the function — but it was never forwarded to `embed_table_storage` during the shard-map step. - This caused a one-line fix: wrap `embed_table_storage` with `functools.parti...
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Please enable Private Vulnerability Reporting
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Hi datasets team, I have a security finding in datasets that I would like to disclose privately. GitHub Private Vulnerability Reporting is currently disabled on this repo. Could you turn it on? It's at Settings > Security > Code security and analysis > Private vulnerability reporting. Once enabled I will file the ful...
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fix(webdataset): when loading data in WebDataset format using load_datasets during multi-matchines training.
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## Description Fixes #8201 **The Bug:** During distributed training with `streaming=True`, if a user provides fewer `.tar` files than the number of distributed ranks, some ranks receive an empty list of files. This caused an `IndexError: list index out of range` in `webdataset.py` because the code assumed `tar_pa...
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fix pathlib.Path support in save_to_disk and load_from_disk
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`url_to_fs` from fsspec only accepts strings, but `save_to_disk` and `load_from_disk` in `arrow_dataset.py`, `dataset_dict.py`, and `load.py` pass the user-supplied path directly without converting it, causing a crash when a `pathlib.Path` is provided. Added `str()` conversion at each `url_to_fs` call site so all path-...
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8,201
Encountered an error when loading data in WebDataset format using `load_datasets` during multi-matchines training.
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### Describe the bug Single-machine training works fine, but multi-machine training throws up all sorts of weird bugs. Help me! ### Steps to reproduce the bug train_dataset = load_dataset( "webdataset", data_files=args.train_dataset, split="train", streaming=True,cache_dir='/dev/shm/.cache' ) args.train...
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8,200
replace AutoFeatureExtractor with AutoImageProcessor in docs
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Closes #8199 ## What does this PR do? Replaces `AutoFeatureExtractor` with `AutoImageProcessor` in the image augmentation example in `docs/source/use_dataset.mdx`. For vision models, `AutoImageProcessor` is the recommended API and better reflects current `transformers` conventions. This is consistent with the ...
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Replace AutoFeatureExtractor with AutoImageProcessor in image preprocessing docs
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## Summary The `docs/source/use_dataset.mdx` documentation uses `AutoFeatureExtractor` from `transformers` in its image preprocessing example. For vision models, `AutoImageProcessor` is now the recommended API and better reflects current `transformers` conventions. ## Problem In the [[Apply data augmentations](https...
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Fix/type hints list to sequence
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Fix #5354 Consider using "Sequence" instead of "List" In datasets/arrow_writer.py, replaced all the type annotations of List method with Sequence. Library used and changes made are as follows: ```bash from collections.abc import Sequence as Sequence_ Before : List(Image()) After : Sequence_(Image())
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Feature Request / Discussion: Skip origin_metadata fetch when streaming=True?
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Hi team! I've been looking into the initialization process of the `DatasetBuilder` and noticed that the ETag/origin metadata caching path is executed unconditionally. While fetching the `origin_metadata` and calculating the ETag is necessary for safely managing a local disk cache when using `as_dataset()`, it seems t...
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fix(arrow_dataset): clear stale local temp dir before re-downloading from remote FS
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## What does this PR do? Fixes #5114 — `Dataset.load_from_disk` raises a `FileNotFoundError` when called **twice** on the same remote-filesystem path within the same Python session. ### Root cause `Dataset.load_from_disk` uses `fs.download(src, dest, recursive=True)` to copy the remote dataset to a local temp direct...
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Fix spurious label column when folder builders see split-named directories
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Closes #7880. ## What `folder_based_builder._split_generators` allocates a single `labels: set[str]` outside the per-split loop and `analyze(...)` mutates it across every split. When the user passes: ```python load_dataset("audiofolder", data_files={"train": "train/**", "test": "test/**"}) ``` and the actual files ...
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Use multiple input shards for shuffle buffer
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```python ds = load_dataset(..., streaming=True) ds = ds.shuffle(seed=42) # or configure local buffer shuffling manually, default is: ds = ds.shuffle(seed=42, buffer_size=1000, max_buffer_input_shards=10) ``` before👎: <img width="1061" height="529" alt="image" src="https://github.com/user-attachments/assets/d...
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fix parquet reshard
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.reshard() would not do anything and return the same iterable dataset for parquet, now it returns the resharded iterable dataset - sharded per row group instead of per file
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Escape glob chars in `base_path` so directory paths with `[]` work (#7468)
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Fixes #7468. ## Summary `load_dataset(..., data_dir="/path/[D_DATA]/foo")` — or any path with `[`, `]`, `*`, `?` in the literal directory name — failed: `fs.glob` interpreted the bracketed segment as a glob character class, walked a much larger tree (often the whole disk on Windows) and returned no files. Users saw a...
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Preserve `info.features` across `IterableDataset.map(remove_columns=...)` (#7568)
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Fixes #7568. ## Summary `IterableDataset.map(remove_columns=[...])` (without an explicit `features=` and without a user-provided `function`) overwrites `info.features` with `None`, so `IterableDataset.column_names` (which reads `info.features.keys()`) silently becomes `None`. The same regression bubbles up through `I...
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Reject `num_shards > len(dataset)` in `Dataset.shard` (#7443)
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Fixes #7443. ## Summary `Dataset.shard(num_shards=N, index=i)` with `N > len(dataset)`: - silently produced empty shards (`contiguous=True`) - crashed with `IndexError: Index ... out of range for dataset of size ...` deep in `.select` (`contiguous=False`) `push_to_hub` / `save_to_disk` then surfaced this confusing I...
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8,189
docs: clarify `num_proc` semantics in `Dataset.batch` / `Dataset.filter` (#7700)
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Fixes #7700. ## Summary `Dataset.batch.num_proc` and `Dataset.filter.num_proc` had a one-liner docstring (\"Max number of processes when generating cache. Already cached shards are loaded sequentially.\") that left readers wondering whether `None` means "no multiprocessing" or "pick a number". Both methods simply de...
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8,188
Don't infer labels from split-named directories in folder-based builders (#7880)
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Fixes #7880. ## Summary When an `audiofolder`/`imagefolder`/`videofolder` dataset is laid out as ``` folder/train/file0.mp3 folder/test/file1.mp3 ``` with no class subdirectories, label inference accumulates the parent directory of each file across **all splits**, ends up with `labels = {\"train\", \"test\"}`, sees...
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8,187
Better error for sliced splits in streaming mode (`train[:10%]`, `train[:N]`) (#7721)
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Fixes #7721. ## Summary ```python load_dataset("user/dataset", split="train[0%:10%]", streaming=True) ``` raised the generic ``` ValueError: Bad split: train[0%:10%]. Available splits: ['train'] ``` which makes it look like the slice syntax is malformed. The actual reason is that streaming mode doesn't know the da...
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docs: fix broken WebDataset documentation link in audio/video/image dataset pages (#7699)
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Fixes #7699. ## Summary The link to the WebDataset documentation in the audio, video and image dataset docs pages points to `https://webdataset.github.io/webdataset`, which returns **HTTP 404**. The WebDataset library now lives at `https://github.com/webdataset/webdataset`, which is the canonical documentation entry...
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docs: make `Dataset.map` batched example self-contained (#7703)
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Fixes #7703. ## Summary The batched-map example in `Dataset.map`, `DatasetDict.map` and `docs/README.md` referenced `tokenizer` without defining or importing it: ```python >>> ds = ds.map(lambda example: tokenizer(example["text"]), batched=True) ``` Users copy-pasting the snippet hit `NameError: name 'tokenizer' is...
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8,184
Preserve triple-slash in remote URLs (HDFS, file://, ...) in `_as_str` (#7934)
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Fixes #7934. ## Summary `_as_str` routed every non-`xPath` argument — including raw strings — through `xPath(str(path))`, which inherits from `pathlib.PurePosixPath`. PurePosixPath collapses runs of slashes: ```python >>> str(PurePosixPath("hdfs:///user/path/data.parquet")) 'hdfs:/user/path/data.parquet' ``` `xPath...
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Add dtype="list" to List / Sequence / LargeList features (#8002)
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Fixes #8002. ## Summary Most feature types expose a descriptive `dtype` string: - `Value("int64").dtype == "int64"` - `ClassLabel(...).dtype == "int64"` - `Array2D(...).dtype == "<element-dtype>"` - `Image().dtype == "PIL.Image.Image"` - `Audio().dtype == "dict"` But `List`, `LargeList` and `Sequence(non-dict)` (wh...
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Fix Dataset.map crash when first examples return None and later return dict (#7990)
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Fixes #7990. ## Summary `Dataset.map` crashed with `AttributeError: 'NoneType' object has no attribute 'write'` when the user's map function returned `None` for the first few examples and a `dict` (or `pa.Table` / DataFrame) for later ones. The writer was initialized only when `i == 0` (or `i[0] == 0` in batched mod...
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The full dataset viewer is not available (click to read why). Only showing a preview of the rows. Job manager crashed while running this job (missing heartbeats). Error code: JobManagerCrashedError
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### Describe the bug The full dataset viewer is not available (click to read why). Only showing a preview of the rows. Job manager crashed while running this job (missing heartbeats). Error code: JobManagerCrashedError see: https://huggingface.co/datasets/Genius-Society/tt100k/viewer ### Steps to reproduce the bug...
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Nightly OSS: Bug loading `sentence-transformers/parallel-sentences`
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Automated nightly Codex contribution for https://github.com/huggingface/datasets/issues/5081. Verification: - See the uploaded nightly artifacts for the Codex final report. - See this workflow run for exact commands and logs. This PR is generated by xodn348/oss-nightly-control and is opened ready for maintainer revie...
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Fix Parquet streaming hangs at the end of script
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the fix is applied for pyarrow<=24 for now since it involves a gc.collect() call that won't be needed as a fix is being added in arrow fix https://github.com/huggingface/datasets/issues/8169 fix https://github.com/huggingface/datasets/issues/7467
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Support fsspec 2026.4.0
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2026-05-06T12:23:52
2026-05-06T12:39:09
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add a fix for https://github.com/fsspec/filesystem_spec/pull/2012
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