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value:IterableDataset.filter() chaining fails due to features being lost when is_typed=True
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value:### Describe the bug Chaining multiple .filter() calls on an IterableDataset raises a TypeError: 'NoneType' object is not a mapping on the second .filter() call. In `IterableDataset.filter()`, the internal `ex_iterable` is wrapped with FormattedExamplesIterable: ```python ex_iterable = FormattedExamplesIterabl...
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value:[BUG] load_datasets() cannot use the generated Arrow cache correctly
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value:### Describe the bug The datasets library cannot use the generated Arrow cache correctly, seemingly due to a flaw in the internal hash symbol calculation logic. The following code provides verification. I am trying to locate the specific code position, and if there are further developments, I will update here. ...
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value:perf: use deque for async map task/index queues
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value:## Problem `arrow_dataset.py` and `iterable_dataset.py` drain `indices` and `tasks` lists front-to-back via `.pop(0)` during parallel async map operations. With `MAX_NUM_RUNNING_ASYNC_MAP_FUNCTIONS_IN_PARALLEL` items in flight, each `.pop(0)` is **O(n)** making the drain loop **O(n²)**. ## Solution Switch both...
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value:### Describe the bug Downloaded files still go to `~/.cache/huggingface/hub/` even if I specified `cache_dir` option in `download_config` in `load_dataset`. ### Steps to reproduce the bug Run my freshly written script and found that downloaded files did not go where I want. ```python ''' 下载OpenWebText数据集,允许使用代...
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value:Fixes torchcodec audio decoding when `num_channels` is set on `Audio`. Before this change, `AudioDecoder["array"]` reduced multi-channel audio to mono by averaging channels, so the requested channel behavior was not respected. With this PR: - multi-channel decoded arrays are preserved by default; - mono o...
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value:`Json()` type is needed when some fields don't have fixed types, e.g. "tools" and "tool_calls" types in conversation + tool calling datasets like [dataclaw](https://huggingface.co/datasets?other=dataclaw) datasets. Cc @peteromallet and @woctordho @Nanbeige for viz Examples of supported tool-calling / dataclaw ...
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value:fix: resolve base_path conflict between builder_kwargs and config_kwargs
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value:## What does this PR fix? This PR fixes a bug where passing `base_path` to `load_dataset_builder()` or `load_dataset()` causes a TypeError because both `builder_kwargs` and `config_kwargs` can contain the same key. ## Problem When users call: ```python from datasets import load_dataset load_dataset("rotten_tom...
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value:Fix: https://github.com/huggingface/datasets/issues/7939 Summary The default behavior for the progress bar has been adjusted based on dataset size. It remains enabled for small datasets and is automatically disabled for larger datasets to improve performance. Users retain full control and can explicitly ena...
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value:feat: add return_file_name support to Parquet packaged builder
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value:Part of #5806. Extends the `return_file_name` feature (implemented for JSON in #7948 and CSV in #8019) to the Parquet packaged builder. When `return_file_name=True`, a `file_name` column containing the source file basename is appended to each batch.
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value:## Summary - Adds an optional `return_file_name: bool = False` parameter to `CsvConfig` - When `return_file_name=True`, a `file_name` column is appended to every batch in `_generate_tables`, containing the basename of the source CSV file for each row - Default is `False`, preserving full backward compatibility ...
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value:Improve error message for deprecated dataset scripts with migration guidance
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value:Summary This PR improves the RuntimeError message raised when deprecated local dataset scripts are detected. Previously, the error message: "Dataset scripts are no longer supported" did not provide actionable migration guidance. Improvements - Clarifies the new architecture - Provides explicit migratio...
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value:Remove legacy Sphinx roles from docstrings
value:2026-02-22T15:06:33Z
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value:## Summary Replace all remaining `:obj:`, `:class:`, `:func:`, and `:meth:` Sphinx cross-reference roles with plain backtick references, aligning with the project's current documentation conventions. **14 files, 71 replacements. No logic changes.** ## Context As noted in #5324, the codebase had a mix of old S...
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value:### Describe the bug For training to work properly it is considered good practice in machine learning to sample the dataset randomly (uniformly). I am not sure how the user is expected to do it correctly when the creator of the dataset did a bad job. https://huggingface.co/docs/hub/datasets-webdataset ``` **Sh...
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value:Speed up local 'get_data_patterns' by avoiding repeated recursive scans
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value: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 repo...
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value:Add space between sentences 'operation.To debug'
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value: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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value:HC3 dataset fails to load with datasets>=3 due to legacy script (HC3.py)
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value:### 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...
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value:fix: condition for file_name feature check
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value:## 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 i...
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value:audiofolder / folder-based loader rejects metadata.csv when file_name column is inferred as large_string
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value:### 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...
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value:More IterableDataset.from_x methods and docs and polars.Lazyframe support
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value:fix: prevent duplicate keywords in load_dataset_builder (#4910)
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value:Add option for loading audio with video
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value:### 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...
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value:Regression: from_generator crashes if one generator call returns no results
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value:### 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 wor...
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value:Multi-channel audio is automatically cast to mono, num_channels is ignored
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value:### 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...
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value:fix save_to_disk/load_from_disk with pathlib.Path input
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value: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...
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value:very basic support for more hf urls
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value:The `Sequence` class in features do not have "dtype"
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value:### 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://g...
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value:Fix: make environment variable naming consistent (issue #7998)
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value: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 envir...
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value:Too many dataloader workers: 4 (max is dataset.num_shards=3). Stopping 1 dataloader workers.
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value: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( ...
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value:[doc] Inconsistant ENV VAR Name for Progress Bar Toggle
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value: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/huggingfac...
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value:fix: Dataset.map writer initialization when first examples return None
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value: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 cal...
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value:## 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...
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value:Bump fsspec upper bound to 2026.2.0 (fixes #7994)
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value:Fixes #7994 and e.g. “Bumps fsspec upper bound so the latest version can be used; CI will validate compatibility.”
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value:Bump fsspec upper bound constraint
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value: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...
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value::sparkles: Add 'SparseCsv' builder and 'sparse_collate_fn' for efficient high-dimensional sparse data loading
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value: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_f...
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value:Add `IterableDataset.reshard()`
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value: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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value:list(api.list_datasets()) giving jsondecode error
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value: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 H...
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value:Dataset.map crashes when first examples return None and later examples return dict — writer not initialized
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value:### 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 d...
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value:Remove pre-release workaround in CI for `transformers v5` and `huggingface_hub v1`
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value:CONTRIBUTOR
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value: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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value:`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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value:### 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: """ Tra...
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value:Fix index out of bound error with original_shard_lengths.
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value: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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value:`Dataset.map()` causes cache miss/fingerprint change when closure captures self containing non-deterministic state.
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value:### 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 c...
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value:Remove unused data files optims
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value: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 list...
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value: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_data...
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value: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 pro...
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value:Fix resolve_pattern for local symlinked files
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value: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 resol...
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value:feat: implement iter_arrow for skip, take and step iterables
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value: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](...
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value: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 th...
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value:cast_column(..., Audio) fails with load_dataset("csv",)
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value:### 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....
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value:```python In [1]: from datasets import load_dataset_builder, StreamingDownloadManager In [2]: b = load_dataset_builder("lance-format/openvid-lance") Resolving data files: 100%|█| 240/240 [00:00<00:00, 42675.64it/s In [3]: b.count_examples(StreamingDownloadManager()) Out[3]: {'train': 937957} ```
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value:Potential conflicting type checks and dead code in `/src/datasets/table.py`
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value:When statically analyzing and manually reviewing the code, I noticed a potential logic conflicting in `/src/datasets/table.py` as follows: ``` def to_blocks(table: Union[pa.Table, Table]) -> list[list[TableBlock]]: if isinstance(table, pa.Table): return [[InMemoryTable(table)]] elif isinsta...
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value:Issue 7756 Fix - multiprocessing hang issue with start method check
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value:Added a fix to prevent multiprocessing hangs by checking the start method. Detects bad multiprocessing start_method, fallback happens. https://github.com/huggingface/datasets/issues/7756
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value:Ex: infer Video() type in https://huggingface.co/datasets/lance-format/openvid-lance and Image() type in https://huggingface.co/datasets/lance-format/laion-1m ```python from datasets import load_dataset ds = load_dataset("lance-format/laion-1m", streaming=True, split="train") print(ds.feature["image"]) #...
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value:`huggingface_hub.errors.HfHubHTTPError: 404 Client Error: Not Found for url` when fetching a dataset with `datasets.load_dataset`
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value:Not a bug but a question. We started getting the following error: https://github.com/mlflow/mlflow/actions/runs/21368603305/job/61506951617 ``` ests/data/test_huggingface_dataset_and_source.py::test_from_huggingface_dataset_constructs_expected_dataset_with_revision - huggingface_hub.errors.HfHubHTTPError: 404 C...
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value:fix for https://huggingface.co/datasets/arcprize/arc_agi_v2_public_eval
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value:This PR updates type annotations in Dataset.from_parquet to use Sequence instead of list to avoid mypy invariant type issues, as discussed in issue #5354.
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value:Revert "feat: avoid some copies in torch formatter (#7787)"
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value:This reverts commit c412a6f5a50955e141c5169bf7abe005d10228d2 (I assume it was ai generated which makes it hard for me to review and make sure it doesn't have bad edge cases, but lmk if it wasn't, anyways it didn't take into account the torch kwargs which are responsible for sending the data to the correct device)
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value:This PR improves the documentation in src/datasets/splits.py by: Fixing pluralization/grammar errors in docstrings (Lines 62, 73, 403). Adding Python type hints to the NamedSplit constructor for better code quality. Verified with ruff format and ruff check.
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value:[CUDA Tensors Not working in ~v4.5.0] set_format(type="torch", device="cuda") returns cpu
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value:### Describe the bug The problem is that when calling: ```ds.set_format(type="torch", columns = ["input", "labels"], device="cuda")``` The device type of the individual datapoints is now: `cpu` as opposed to `cuda:0`. With `v4.0.0` it still works. With `v4.5.0` it doesn't work anymore. Related Issue: https://...
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value:Fix all exhausted without replacement
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value:Fix interleave_datasets "all_exhausted_without_replacement" stopping strategy - Corrected logic to ensure each sample is picked exactly once when using stopping_strategy="all_exhausted_without_replacement". - Adjusted boolean stopping condition to properly track dataset exhaustion. - Added test to verify...
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value:### Feature request Can the hard limit of 10k files per folder be extended with acceptable loss in performance? ### Motivation I'm uploading a lance dataset to huggingface hub and have a folder inside lance internals (`data/*.lance/_transactions`) that has > 20k atomic transaction records and my commits are be...
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value:When using interleave_datasets with stopping_strategy="all_exhausted_without_replacement" and probabilities=None, the function was incorrectly falling into the undersampling branch, causing it to stop at min(lengths) instead of continuing until all datasets were exhausted. This fix adds a specific branch to ha...
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value:all_exhausted_without_replacement working same as first_exhausted
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value:### Describe the bug >>> from datasets import Dataset, interleave_datasets >>> d1 = Dataset.from_dict({"a": [0, 1, 2]}) >>> d2 = Dataset.from_dict({"a": [10, 11, 12, 13]}) >>> d3 = Dataset.from_dict({"a": [20, 21, 22]}) >>> dataset = interleave_datasets([d1, d2, d3], stopping_strategy="all_exhausted_without_repl...
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value:#5354: replace list with Sequence in from_parquet type hints
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value:\This PR replaces `list` type hints with `Sequence` in `from_parquet` to improve type checking. Note: Local pytest errors on Python 3.13 due to removal of `distutils` are unrelated to this change.
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value:Fix #5354: replace list with Sequence in from_parquet type hints
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value:This PR replaces `list` type hints with `Sequence` in `from_parquet` to improve type checking. Note: Local pytest errors on Python 3.13 due to removal of `distutils` are unrelated to this change.
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value:feat: Add GenBank file format support for biological sequence data
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value:## Summary Add native support for loading GenBank (.gb, .gbk, .genbank) files, a standard format for biological sequence data with annotations maintained by NCBI. ## Changes - Add `genbank` packaged module with pure Python state machine parser - Register GenBank extensions in `_PACKAGED_DATASETS_MODULES` and `_E...
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value:Add examples for Lance datasets
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value:## Summary Updated the Lance integration docs to match the official dataset cards and expand coverage of multimodal workflows in `use_with_lance.mdx`. ## Details - Added a Lance format-focused guidance page for multimodal examples: - Stream from the Hub via `datasets` API - Use Lance's dataset AP...
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value:json: add optional return_file_name parameter
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value:MMLU get_dataset_config_names provides different lists of subsets in online and offline modes
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value:### Describe the bug When getting the config names of `cais/mmlu` in online mode, it provides the different subjects and `all` but in offline mode is provides `default` even with cached version of the dataset. ### Steps to reproduce the bug 1. First download dataset in online mode so that it is cached: ``` $ H...
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value:Question: Is there a faster way to push_to_hub for large image datasets?
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value:# Question: Is there a faster way to `push_to_hub` for large image datasets? Or could this approach be integrated? Hi! I frequently work with large image datasets (100k-300k+ samples) and found that `dataset.push_to_hub()` can be quite slow. cc @lhoestq - would love your thoughts on this! I experimented with a...
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value:Useful to list a dataset's shards: ```python from datasets import load_dataset_builder, StreamingDownloadManager dlm = StreamingDownloadManager() def get_shards(dataset_name, *args, **kwargs): b = load_dataset_builder(dataset_name, *args, **kwargs) splits = b._split_generators(dlm) return...
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value:Remove Python 3.7 and Python 2 code paths from _dill.py
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value:This PR simplifies the code pickle handling to only support Python 3.9+. Datasets requires Python 3.9+ (since PR #7474). There's some dill specific code branches checking for earlier versions of python which can be removed.
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value:Improve readability and documentation of indexing integration tests
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value:### Summary This PR improves the readability and maintainability of the indexing integration tests by adding clear, detailed comments throughout the test suite. ### Motivation The indexing tests cover multiple backends (FAISS and Elasticsearch) and involve non-trivial workflows such as vector creation, index...
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value:datasets.load_from_disk progress bar optional manual control
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value:### Feature request This is tangentially related to [https://github.com/huggingface/datasets/issues/7918](https://github.com/huggingface/datasets/issues/7918). When loading a dataset with > 16 files a progress bar is shown (unless stdout is redirected or [https://github.com/huggingface/datasets/pull/7919](https...
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value:Fix method to retrieve attributes from file object
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value:This PR fixes an issue where applications that configure logging see duplicate messages from `datasets`: ```python import logging logging.basicConfig(level=logging.WARNING) from datasets.utils.logging import get_logger get_logger("datasets.load").warning("This appears twice") ``` Outputs: ``` This ap...
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value:_add_retries_to_file_obj_read_method makes file_obj invalid for pyarrow
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value:### Describe the bug I'm trying to use `load_dataset` to construct a dataset that read parquet data on HDFS streamingly, like ```python ds = load_dataset( "parquet", data_files={ "train": "hdfs://xxx/train*.parquet", "test": "hdfs://xxx/test*.parquet" }, streaming=True, ) ``` I en...
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