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https://api.github.com/repos/huggingface/datasets/issues/8014
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https://github.com/huggingface/datasets/pull/8014
3,972,099,737
PR_kwDODunzps7FV93G
8,014
Speed up local 'get_data_patterns' by avoiding repeated recursive scans
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2026-02-21T14:11:40
2026-02-21T14:47:26
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NONE
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This PR speeds up `get_data_patterns` for local paths. ### Problem For `load_dataset("imagefolder", data_dir=...)`, `get_data_patterns` was repeatedly scanning the same local directory tree for many split patterns (`train`, `test`, etc.). With large folders, this became very slow. This has also been reported b...
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3,964,156,070
PR_kwDODunzps7E8Ovb
8,013
Add space between sentences 'operation.To debug'
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2026-02-19T17:31:56
2026-02-19T17:31:56
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Previously the exception message would read "...abruptly died during map _operation.To_ debug the error...". The `operation.To` part would actually render as a hyperlink when printed to Slack.
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3,963,855,875
I_kwDODunzps7sQ6QD
8,012
HC3 dataset fails to load with datasets>=3 due to legacy script (HC3.py)
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[ "This is not a bug. This is intended behaviour. The only ways to resolve this are\n1. use the old `datasets` versions\n2. load the dataset and upload it to your own repo without a script\n3. raise an issue in the dataset and wait for the owner to update it." ]
2026-02-19T16:27:51
2026-02-20T11:58:20
2026-02-20T11:58:20
NONE
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### Describe the bug It looks like the current documentation suggests loading the dataset like this: `load_dataset("Hello-SimpleAI/HC3", split="train") ` But with datasets>=3.x, this raises: RuntimeError: Dataset scripts are no longer supported, but found HC3.py The dataset loads correctly if we specify the parqu...
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3,963,479,811
PR_kwDODunzps7E59Pn
8,011
fix: condition for file_name feature check
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[ "Hi @lhoestq, have proposed a fix for [#8010](https://github.com/huggingface/datasets/issues/8010)" ]
2026-02-19T15:12:31
2026-02-19T15:29:29
2026-02-19T15:29:29
NONE
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## Description Accept `Value("large_string")` in addition to `Value("string")` for the `file_name` (or `*_file_name`) metadata key in folder-based builders (e.g. `audiofolder`). ## Problem When loading a dataset with `load_dataset("audiofolder", data_dir=...)` and a `metadata.csv` file, the metadata schema is infe...
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3,963,448,558
I_kwDODunzps7sPWzu
8,010
audiofolder / folder-based loader rejects metadata.csv when file_name column is inferred as large_string
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[ "Proposing a PR for this [here](https://github.com/huggingface/datasets/pull/8011)\n\nPS: I didn't find a contributing documentation. Please recommend any changes in issue or PR if any. Thank you!" ]
2026-02-19T15:06:09
2026-02-19T15:29:41
2026-02-19T15:29:41
NONE
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### Describe the bug When loading a dataset with load_dataset("audiofolder", data_dir=...) and a metadata.csv (with a file_name column), loading can fail with: `ValueError: file_name or *_file_name must be present as dictionary key (with type string) in metadata files` even when the CSV clearly has a file_name colum...
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3,958,228,652
PR_kwDODunzps7Eo7KV
8,009
More IterableDataset.from_x methods and docs and polars.Lazyframe support
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_8009). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update." ]
2026-02-18T14:48:39
2026-02-18T15:18:17
2026-02-18T15:18:14
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3,948,857,401
PR_kwDODunzps7EJ_oM
8,008
fix: prevent duplicate keywords in load_dataset_builder (#4910)
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2026-02-16T17:42:30
2026-02-16T17:42:30
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3,946,695,329
I_kwDODunzps7rPcqh
8,007
Add option for loading audio with video
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[ "Hi,\nI’m interested in working on this issue.\n\nFrom what I understand, audio decoding would involve an AudioDecoder, and previous discussions have suggested handling it separately. I’d like to explore whether integrating audio extraction in relation to the current video decoding workflow would be appropriate, or...
2026-02-16T09:11:02
2026-02-16T15:56:21
null
NONE
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### Describe the bug Currently, `torchcodec` don't allow extracting `Audio` from `Video` https://github.com/meta-pytorch/torchcodec/issues/1158, but when I upload videos with audio to hub using `videofolder`, then this is not possible to retrieve audio from it. Probably `VideoDecoder` can be extended with `audio` para...
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3,944,394,074
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8,006
Regression: from_generator crashes if one generator call returns no results
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2026-02-15T16:16:48
2026-02-15T16:16:48
null
CONTRIBUTOR
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### Describe the bug Dataset.from_generator splits any list kwarg to the generator and makes a separate call to the generator for each member of the list even in the num_proc=1 case. I have a generator that processes a number of files, filtering them and producing examples. It used to be the case that things worked fi...
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3,941,908,297
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8,005
Multi-channel audio is automatically cast to mono, num_channels is ignored
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[ "**Workaround**\nDirectly load audio using torchcodec, this is what datasets does under the hood (but doesn't maintain multi-channel)\n\n```python\nimport torchcodec\n\ndecoder = torchcodec.decoders.AudioDecoder(audio[\"bytes\"])\naudio_samples = decoder.get_all_samples()\n\naudio = audio_samples.data.numpy()\nsamp...
2026-02-14T17:28:03
2026-02-14T17:29:43
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NONE
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### Describe the bug The `num_channels` parameter in `datasets.Audio()` is documented to preserve stereo channels when set to `None` (preserve original) or `2` (explicit stereo), but it currently downmixes all audio to mono regardless of this setting. ### Steps to reproduce the bug ```python import numpy as np impor...
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3,939,675,475
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8,004
fix save_to_disk/load_from_disk with pathlib.Path input
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2026-02-13T23:03:55
2026-02-13T23:03:55
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Since #6704, `save_to_disk` and `load_from_disk` use `fsspec.core.url_to_fs` which expects a `str`, but both methods accept `PathLike` (which includes `pathlib.Path`). Passing a `Path` object raises a `TypeError` because `url_to_fs` can't handle it. Fixed by converting the path argument with `os.fspath()` before handi...
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3,938,501,557
PR_kwDODunzps7DoBmp
8,003
very basic support for more hf urls
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_8003). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update." ]
2026-02-13T18:30:56
2026-02-13T18:47:58
2026-02-13T18:47:57
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3,937,013,814
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8,002
The `Sequence` class in features do not have "dtype"
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2026-02-13T12:45:19
2026-02-13T12:52:36
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### Describe the bug **I'm not sure if this is a bug.** I see that a `FeatureType` object contains an attribute called `self.dtype` that is not covered when this feature is a `Sequence` or a `List`. When I try to run a multilabel classification with this example script from the transformers library: https://github....
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8,000
Fix: make environment variable naming consistent (issue #7998)
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[ "Hi @lhoestq ,\r\nI’ve addressed the inconsistent environment variable name HF_DATASETS_DISABLE_PROGRESS_BARS in docstrings and warning messages. Please review the changes and let me know if there’s anything else I should update to complete this issue fix." ]
2026-02-10T05:19:53
2026-02-16T15:29:49
2026-02-16T15:29:49
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Fix: https://github.com/huggingface/datasets/issues/7998 **Summary** Addressed the inconsistent environment variable name HF_DATASETS_DISABLE_PROGRESS_BARS used for toggling progress bars, particularly in docstrings and warning messages. **Changes** Updated function docstrings to use the correct environment...
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Too many dataloader workers: 4 (max is dataset.num_shards=3). Stopping 1 dataloader workers.
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[ "Hi, thanks for the clear question and code snippet!\n\nFrom my understanding, **hf_dataset.num_shards** represents the number of actual iterable partitions that the streaming dataset can be read from in parallel. This is not the same as the number of underlying Parquet files—many files can be grouped into a much s...
2026-02-09T09:26:37
2026-02-15T14:25:56
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Hi ! I’m working on training with a large-scale dataset (100+ Parquet files) using lazy loading, and I’m struggling to understand/optimize the num_shards setting— in the lerobot repo: streaming_datasets.py: ``` from datasets import load_dataset self.hf_dataset: datasets.IterableDataset = load_dataset( self....
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[doc] Inconsistant ENV VAR Name for Progress Bar Toggle
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2026-02-08T12:16:44
2026-02-16T15:29:50
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Code uses env var name `HF_DATASETS_DISABLE_PROGRESS_BARS`. https://github.com/huggingface/datasets/blob/025593f2f0722f31fc136e0ae45da4ff44d4416a/src/datasets/config.py#L221-L226 Docstrings and warnings report env var name `HF_DATASETS_DISABLE_PROGRESS_BAR` without the ending `S`. https://github.com/huggingface/data...
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fix: Dataset.map writer initialization when first examples return None
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[ "Closing in favor of #7996 which addresses the same issue with the same fix." ]
2026-02-08T07:02:00
2026-02-11T08:23:06
2026-02-11T08:23:06
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Fixes #7990 ## Summary When Dataset.map is called and the first examples processed return None, the writer is never properly initialized, causing a ValueError. ## Changes - Modified _map_single to initialize the writer early if the first batch returns empty results - Ensures writer is set before the first call to w...
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Fix Dataset.map writer initialization when early examples return None
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[ "Friendly ping - any chance someone could take a look at this when they get a chance? Happy to make any changes if needed." ]
2026-02-08T05:52:45
2026-02-19T04:58:58
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## Summary Fixes #7990 This PR fixes a bug in `Dataset.map()` where the writer initialization was incorrectly tied to the index being 0, causing crashes when the map function returns `None` for the first few examples and later returns a dict. ### Changes - **Non-batched mode** (line 3676): Changed from `if i == 0:...
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Bump fsspec upper bound to 2026.2.0 (fixes #7994)
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[ "Apologize for the ping @lhoestq but I wanted to know whether this is something you could look into? And more generally whether you have a policy to regularly bump fsspec? Thanks 🙏", "thanks for opening a PR, I'm triggering the CI and I'll merge if it's all green :)", "The docs for this PR live [here](https://...
2026-02-08T05:43:15
2026-02-16T15:28:59
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Fixes #7994 and e.g. “Bumps fsspec upper bound so the latest version can be used; CI will validate compatibility.”
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Bump fsspec upper bound constraint
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2026-02-06T11:37:54
2026-02-16T15:29:00
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Would it be possible to bump fsspec upper bound to the latest (2026.2.0)? I saw you had some API compat issues in the past (https://github.com/huggingface/datasets/issues/7326) and I understand the need for an upper bound. But I wonder if you think your CI and tests are a good proxy to catch fsspec API breakage? If t...
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:sparkles: Add 'SparseCsv' builder and 'sparse_collate_fn' for efficient high-dimensional sparse data loading
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2026-02-04T21:59:39
2026-02-04T22:00:48
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This PR introduces a new dataset builder, SparseCsv, designed to handle "wide" tabular datasets (e.g., 100k+ columns common in transcriptomics, sparse NLP features, or recommender systems) that are typically too large to load into memory as dense Arrow tables. It also adds a utility function, `sparse_collate_fn`, to...
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Add `IterableDataset.reshard()`
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_7992). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update." ]
2026-02-04T18:24:41
2026-02-04T18:55:38
2026-02-04T18:55:35
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To increase the number of shards of a dataset, you can use [`IterableDataset.reshard`]: ```py >>> dataset IterableDataset({ features: ['label', 'title', 'content'], num_shards: 4 }) >>> dataset.reshard() IterableDataset({ features: ['label', 'title', 'content'], num_shards: 3600 }) ``` ...
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7,991
list(api.list_datasets()) giving jsondecode error
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2026-02-04T14:39:46
2026-02-05T10:30:09
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i am using the python api wrapper to list all datasets available on hugging face. This is for research, and i need all datasets to determine which % have language tags and other related questions requiring the total list. However, the following code that worked a few months ago: ``` from huggingface_hub import HfApi a...
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Dataset.map crashes when first examples return None and later examples return dict — writer not initialized
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2026-02-04T10:43:20
2026-02-04T10:43:20
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### Describe the bug I detected a serious [bug from datasets/arrow_dataset.py](https://github.com/huggingface/datasets/blob/main/src/datasets/arrow_dataset.py#L3676) --- **Description of the bug** `Dataset.map` crashes with `writer is None` when the map function returns `None` for the first few examples and a diction...
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Remove pre-release workaround in CI for `transformers v5` and `huggingface_hub v1`
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_7989). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update." ]
2026-02-04T09:42:49
2026-02-04T15:20:04
2026-02-04T15:20:02
CONTRIBUTOR
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This PR removes workaround for pre-release `transformers v5.*` / `huggingface_hub v1.*` in `test_py314_future` job since they are now officially released. cc @Wauplin just for viz since you introduced this in https://github.com/huggingface/datasets/pull/7783.
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`Dataset.map()` breaks when `function` calls `import polars as pl` and `num_proc`>1: "UnboundLocalError: cannot access local variable 'pl' where it is not associated with a value"
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2026-02-04T08:42:23
2026-02-04T08:42:23
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### Describe the bug # Repro These two conditions seem to consistently reproduce the issue: - function passed to `Dataset.map()` explicitly or implicitly calls `import polars as pl` - `num_proc` > 1 # Trace ``` RemoteTraceback Traceback (most recent call last) RemoteTraceback: """ Traceback...
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7,987
Fix index out of bound error with original_shard_lengths.
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2026-02-04T05:20:43
2026-02-04T05:20:43
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I have gotten the following error ``` original_shard_lengths[original_shard_id] += 1 ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^ IndexError: list index out of range ``` Not sure what causes it, but this fixes the error. This may not be the proper fix for the root cause though.
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7,986
`Dataset.map()` causes cache miss/fingerprint change when closure captures self containing non-deterministic state.
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[ "I suggest metion this in docs specifically for attention with use, tell users explicitly to pass arguments with `fn_kwargs` param or using `functools.partial` to create a pure funcion." ]
2026-02-03T19:16:49
2026-02-06T08:38:13
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### Describe the bug When using `.map()` with a function defined inside a **class (of which has any non-deterministic states)** method (a closure), if that function captures `self` to access a configuration variable (e.g., self.foo), the fingerprint mechanism serializes the entire class instance state. If the class i...
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7,985
Remove unused data files optims
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_7985). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update." ]
2026-02-03T17:58:30
2026-02-03T18:30:30
2026-02-03T18:30:28
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this fixes module inference when there are many metadata files e.g. the lance dataset at https://huggingface.co/datasets/davanstrien/encyclopaedia-britannica-lance has > 200 metadata files those optims are not used anymore, they come from a time we were dealing with slow data files iterators instead of lists
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2026-02-03T14:01:48
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Add Zarr streaming support (POC)
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[ "Hi! It looks like the GitHub Actions check suites for this PR are in `action_required` (no workflows actually ran). This is usually due to fork workflow approval.\n\nCould a maintainer please approve/run the workflows so CI can execute? Happy to address anything CI flags once it runs.", "The docs for this PR liv...
2026-02-03T00:06:46
2026-02-20T09:38:07
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Add initial Zarr streaming support (POC). This introduces a `zarr` packaged module and docs/tests to validate basic loading. Note: I pushed a follow-up commit to fix an accidental duplication in `benchmarks/benchmark_zarr_streaming.py` (file now contains a single benchmark script).
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Fix unstable tokenizer fingerprinting (enables map cache reuse)
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2026-02-02T23:34:51
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Fix unstable dataset fingerprinting when hashing `PreTrainedTokenizerFast`. Some tokenizers backed by `tokenizers.Tokenizer` mutate runtime settings (padding/truncation) when called, which can change the serialized state and make dataset fingerprints unstable. That prevents `.map(load_from_cache_file=True)` from reusi...
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Support pandas 3
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Drop python 3.9
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EOL was a few months ago, and transformers doesn't support 3.9 anymore
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write parquet data to temp files on disk prior to upload to save memory this is enabled for for datasets loaded using streaming=True/False
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Fix 4910 kwargs
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Fix #4910 : Merge duplicate kwargs in `load_dataset_builder()` Problem: load_dataset("dataset", base_path="./data")` gives TypeError("multiple values for keyword 'base_path') Fix: {**builder_kwargs, **config_kwargs} to user kwargs override dataset defaults Repro : python Before: TypeError load_dataset("r...
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Updated get_dataset_config_names returning default in offline mode
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2026-01-31T12:56:21
2026-02-01T07:25:33
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When a dataset is cached and accessed in offline mode, get_dataset_config_names was returning default instead of the actual cached config names. This happened because CachedDatasetModuleFactory.get_module returned a DatasetModule without builder_configs_parameters, causing the fallback to default in get_dataset_config_...
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Write image/audio/video blobs as is in parquet (PLAIN)
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following #7971
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Docs: add Dataset.from_dict example
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Docs: add a minimal `Dataset.from_dict` example. This helps new users discover the most direct way to build a small dataset from in-memory Python data. Docs-only change.
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Fix duplicate kwargs in load_dataset_builder
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Avoid passing duplicate keyword arguments to `load_dataset_builder`. Some module factories provide values in `builder_kwargs` (e.g. `base_path`), and users can also pass the same keys via `config_kwargs`, which raises: `TypeError: ... got multiple values for keyword argument ...`. Fix: if `config_kwargs` is provided,...
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Fix resolve_pattern for local symlinked files
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[ "Hi! It looks like the GitHub Actions check suites for this PR are in `action_required` (no workflows actually ran). This is usually due to fork workflow approval.\n\nCould a maintainer please approve/run the workflows so CI can execute? Happy to address anything CI flags once it runs." ]
2026-01-31T06:04:51
2026-02-09T22:14:42
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Fix `resolve_pattern` for *local symlinked files*. Problem: on the local `file://` filesystem, `fsspec` can report symlinks as `type=="other"` and omit the `islink` flag, so symlinked files are skipped. Fix: when `protocol=="file"`, treat `os.path.islink(filepath)` as a link candidate and include it if it resolves to...
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feat: implement iter_arrow for skip, take and step iterables
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2026-02-17T06:56:40
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This commit optimizes streaming operations by implementing [_iter_arrow](cci:1://file:///c:/Users/ASUS/Desktop/datasets/src/datasets/iterable_dataset.py:377:4-391:57) for [SkipExamplesIterable](cci:2://file:///c:/Users/ASUS/Desktop/datasets/src/datasets/iterable_dataset.py:1798:0-1892:42), [TakeExamplesIterable](cci:2:...
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push_to_hub() for videos
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_7971). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update." ]
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possible now that row group sizes are auto-determined based on the content size after https://github.com/huggingface/datasets/pull/7589 Videos are uploaded as PLAIN in Parquet to make sure they can be seeked remotely and with random access to frames in https://github.com/huggingface/datasets/pull/7976 In the futu...
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cast_column(..., Audio) fails with load_dataset("csv",)
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[ "The following code *does* work:\n```py\nfrom datasets import load_dataset,Audio,Features\n\ndataset = load_dataset(\"csv\",data_files=\"audio.csv\",features=Features({\"audio\": Audio()}))\nprint(dataset[\"train\"][0][\"audio\"])\n```", "Thanks for reporing ! Are you using pandas v3 by any chance ? The CSV loade...
2026-01-29T09:33:35
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### Describe the bug Attempt to load a dataset from a csv with a single `audio` column with a single row with a path to an audio file fails when casting the column to Audio, but the exact same dataset created from a dictionary succeeds. ### Steps to reproduce the bug 1. Have any valid audio file `audio.wav` 2. Have ...
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End of preview. Expand in Data Studio

GitHub Issues Dataset Card

Author / Maintainer: @xanderIV
Point of Contact: @xanderIV


Dataset Description

Dataset Summary

GitHub Issues is a dataset consisting of GitHub issues and pull requests associated with the 🤗 Datasets repository:
https://github.com/huggingface/datasets

This dataset is curated and documented by @xanderIV for educational and research purposes.

It can be used for:

  • Semantic search
  • Multilabel text classification
  • Automated issue triaging
  • Topic modeling
  • LLM fine-tuning
  • Retrieval-Augmented Generation (RAG) experiments

The dataset contains English-language technical discussions related to NLP, computer vision, speech, multimodal ML systems, and ML infrastructure.

This dataset is particularly relevant for:

  • Developer assistant systems
  • LLM-powered support automation
  • DevOps / MLOps / LLMOps workflows
  • Research in applied ML systems

Supported Tasks and Leaderboards

1. Text Classification (text-classification)

The dataset can be used for multilabel text classification, where a model predicts one or more labels (e.g., bug, enhancement, documentation) for each issue.

Typical metrics:

  • F1 score
  • Accuracy
  • Precision
  • Recall

Suggested models:

  • distilbert-base-uncased
  • roberta-base
  • microsoft/deberta-v3-base

2. Information Retrieval (information-retrieval)

The dataset can be used for semantic search, where the task is to retrieve the most relevant GitHub issue given a user query.

Typical metrics:

  • MRR (Mean Reciprocal Rank)
  • Recall@k

Suggested models:

  • sentence-transformers/all-MiniLM-L6-v2
  • BAAI/bge-base-en-v1.5
  • intfloat/e5-base

3. Issue Triaging (other:issue-triaging)

The dataset can be used for automated issue routing and classification.

The task consists of:

  • Predicting labels
  • Suggesting maintainers
  • Routing issues to appropriate teams

Metrics:

  • Classification accuracy
  • Routing precision

4. LLM Fine-Tuning (other:llm-finetuning)

The dataset can be used to fine-tune large language models for:

  • Developer assistants
  • Issue summarization
  • Pull request review generation
  • Support automation

Suggested models:

  • meta-llama/Llama-3-8B-Instruct
  • mistralai/Mistral-7B-Instruct-v0.2
  • Qwen/Qwen2.5-7B-Instruct

Languages

  • Primary language: English (en, BCP-47)

Text characteristics:

  • Technical discussions
  • Developer communication
  • Bug reports
  • Code snippets (Python, YAML, JSON, etc.)
  • Configuration files

Language style: semi-formal, domain-specific (software engineering / ML infrastructure).


Dataset Structure

Data Instances

Example instance:

{
  "issue_id": 12345,
  "title": "Dataset loading fails with streaming=True",
  "body": "When trying to load the dataset with streaming enabled...",
  "labels": ["bug", "datasets"],
  "author": "username",
  "created_at": "2023-06-10T14:32:00Z",
  "comments": [
    {
      "author": "maintainer",
      "text": "Can you provide the stack trace?"
    }
  ]
}
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