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https://api.github.com/repos/huggingface/datasets/issues/8451
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8,451
Use the documented default batch_size in the batched IterableDataset exports
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`IterableDataset.to_dict()`, `to_pandas()` and `to_polars()` all document `batch_size` as: > batch_size (`int`, *optional*): The size (number of rows) of the batches if `batched` is `True`. Defaults to `datasets.config.DEFAULT_MAX_BATCH_SIZE`. but the default is never applied. `batch_size` (`None`) is passed straight...
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8,450
Raise a clear error for values that cannot be encoded as an image
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Putting an unsupported value in an `Image()` column fails with an error from deep inside the encoder rather than a message about the image: ```python from datasets import Dataset, Features, Image Dataset.from_dict({"im": [123]}, features=Features({"im": Image()})) ``` ``` AttributeError: 'int' object has no attribut...
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8,449
Check the per-split arguments of DatasetDict
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`DatasetDict.map`, `filter`, `flatten_indices`, `sort` and `shuffle` take per-split arguments — `cache_file_names`, `indices_cache_file_names`, `seeds`, `generators` — documented as *"You have to provide one ... per dataset in the dataset dictionary"*. None of them checks that, they just index the dict: ```python from...
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8,448
Reject an unknown column in IterableDataset.cast_column
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`IterableDataset.cast_column()` writes the feature straight into the features dict: ```python feature = _fix_for_backward_compatible_features(feature) info = self._info.copy() info.features[column] = feature ``` There is no check that `column` is actually a column of the dataset, so a typo doesn't fail — it **invents...
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8,447
Reject an invalid axis in concatenate_datasets
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`concatenate_datasets()` documents `axis` as `{0, 1}`, but does not check it. Any other value silently returns **only the first dataset**: ```python from datasets import Dataset, concatenate_datasets a = Dataset.from_dict({"a": [1, 2, 3]}) b = Dataset.from_dict({"b": [4, 5, 6]}) concatenate_datasets([a, b], axis=2)....
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8,446
Reject a non-positive batch_size in the Dataset export methods
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All the `Dataset.to_*` exports batch with `range(0, len(self), batch_size)`. A negative `batch_size` makes that range empty, so the data is silently dropped — including when writing to a file: ```python from datasets import Dataset ds = Dataset.from_dict({"col_1": [0, 1, 2]}) len(list(ds.to_dict(batch_size=-1, batch...
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8,445
Fix jax formatting of temporal and decimal columns
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Temporal columns are either rejected or **silently corrupted** by the jax format. ### 1. Timestamps, dates, times and decimals raise ```python import datetime from datasets import Dataset ds = Dataset.from_dict({"t": [datetime.datetime(2020, 1, 1)]}) ds.with_format("jax")[0]["t"] ``` ``` TypeError: Error interpreti...
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8,444
Fix StopIteration when the JSON data files are empty
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Feature inference in `json.py` did `next(iter(...))` catching only `FullReadDisallowed`, so an empty `.jsonl` leaked a bare `StopIteration` out of `load_dataset` (the PEP 479 hazard). This brings `json.py` in line with its neighbours rather than adding a special case: `arrow.py` and `parquet.py` already infer with a `...
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Validate by_column and fix the error message in Dataset.batch
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Two small problems in `Dataset.batch()`. **1. The error names the wrong class.** ```python ds.batch() # ValueError: IterableDataset.batch() misses `batch_size` or `by_column` argument. ``` `IterableDataset.batch()` has its own copy of the same check, so this occurrence in `arrow_dataset.py` is just a copy-paste that...
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Accept numpy integers as train_size / test_size in train_test_split
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`Dataset.train_test_split()` uses `isinstance(..., int)` / `isinstance(..., float)` to tell "a number of rows" from "a fraction", and rejects everything else: ```python if train_size is not None and not isinstance(train_size, (int, float)): raise ValueError(f"Invalid value for train_size: {train_size} of type {typ...
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Reject a non-positive buffer_size in IterableDataset.shuffle
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`IterableDataset.shuffle()` doesn't check `buffer_size`, and the two bad values fail in very different ways. ## A negative buffer_size buffers the whole dataset `BufferShuffledExamplesIterable.__iter__` fills the buffer with an equality test: ```python for x in self.ex_iterable: if len(mem_buffer) == buffer_size...
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Don't crash when formatting temporal and decimal columns to torch
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A dataset with a temporal or decimal column cannot be used with the torch format at all: ```python import datetime from datasets import Dataset ds = Dataset.from_dict({"t": [datetime.datetime(2020, 1, 1)]}) ds.with_format("torch")[0]["t"] ``` ``` TypeError: can't convert np.ndarray of type numpy.datetime64. The only...
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Don't include writer_batch_size in the fingerprint
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`writer_batch_size` is documented as > Number of rows per write operation for the cache file writer. This value is a good trade-off between memory usage during the processing, and processing speed. It cannot change the data of the resulting dataset — only how it is written. Yet it is part of the fingerprint of `map`,...
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Validate rank and world_size in split_dataset_by_node for IterableDataset
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`split_dataset_by_node()` behaves differently on the two dataset types for invalid `rank` / `world_size`. The map-style version delegates to `Dataset.shard()`, which rejects them: ```python def _split_by_node_map_style_dataset(dataset, rank, world_size): return dataset.shard(num_shards=world_size, index=rank, cont...
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`Dataset.filter(..., batched=True)` builds the kept indices with a `zip`: ```python indices_array = [i for i, to_keep in zip(indices, mask) if to_keep] ``` `zip` stops at the shorter of its arguments, so a `function` that does not return exactly one value per example is not an error — it silently changes the result: ...
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Validate seed and generator in Dataset.train_test_split
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`Dataset.shuffle()` validates its two randomness parameters: ```python if seed is not None and generator is not None: raise ValueError("Both `seed` and `generator` were provided. Please specify just one of them.") if generator is not None and not isinstance(generator, np.random.Generator): raise ValueError("T...
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`Dataset.to_iterable_dataset(num_shards=0)` (or any negative value) returns an `IterableDataset` that silently yields **nothing**: ```python from datasets import Dataset ds = Dataset.from_dict({"col_1": [1, 2, 3]}) list(ds.to_iterable_dataset(num_shards=0)) # [] -- no error list(ds.to_iterable_dataset(num_shards=...
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Fix exporting an IterableDataset that has no examples
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Every conversion/export method of `IterableDataset` materializes the dataset with `pa.concat_tables()` over its Arrow batches: ```python table = pa.concat_tables(list(self.with_format("arrow").iter(batch_size=1000))) return Dataset(table, fingerprint="unset").to_list() ``` If the dataset doesn't yield any example the...
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Validate num_shards in Dataset.save_to_disk
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`Dataset.save_to_disk()` accepts `num_shards`, but never checks that it is positive. With `num_shards=0` (or a negative value) it reports success while writing **no data file at all**: ```python from datasets import Dataset, load_from_disk ds = Dataset.from_dict({"col_1": [1, 2, 3]}) ds.save_to_disk("dir", num_shards...
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Fix numpy formatting of a list column whose first row is null
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Formatting a list column to numpy or torch crashes when the **first** row is null: ```python from datasets import Dataset, Features, List, Value ds = Dataset.from_dict({"c": [None, [3, 4]]}, features=Features({"c": List(Value("int64"))})) ds.with_format("numpy")[:]["c"] ``` ``` AttributeError: 'NoneType' object has ...
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The `safemembers()` guards that implement the CVE-2007-4559 mitigation compare the resolved member path to the output directory with a plain `str.startswith()`: ```python def badpath(path: str, base: str) -> bool: # joinpath will ignore base if path is absolute return not resolved(os.path.join(base, path)).sta...
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`Dataset.flatten()` accepts a `max_depth` argument (also exposed through `DatasetDict.flatten()`), but any value `<= 1` crashes: ```python from datasets import Dataset Dataset.from_dict({"a": [{"b": {"c": 1}}]}).flatten(max_depth=1) # UnboundLocalError: cannot access local variable 'depth' where it is not associated ...
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Reject a non-positive batch_size in Dataset.iter
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`Dataset.iter(0)` never returns on a dataset without an indices mapping: ```python from datasets import Dataset ds = Dataset.from_dict({"i": list(range(5))}) next(ds.iter(0)) # hangs forever ``` The fast path calls `table_iter(self.data, batch_size=0)`, which asks pyarrow for chunks of `max_chunksize=0`; every chu...
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Keep the column order in Features.flatten()
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`Features.flatten()` and `Dataset.flatten()` disagree on the resulting column order: ```python from datasets import Dataset, Features, Value features = Features({"a": Value("int64"), "s": {"x": Value("string")}, "l": Value("int64")}) ds = Dataset.from_dict({"a": [1], "s": [{"x": "q"}], "l": [2]}, features=features) ...
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Validate the arguments of IterableDataset.shard
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`IterableDataset.shard()` doesn't validate its arguments, so invalid calls either return the wrong data silently or crash with a low-level error from an internal helper. `Dataset.shard()` already validates the index. ```python ds = Dataset.from_dict({"a": range(20)}).to_iterable_dataset(num_shards=4) ds.shard(num_sha...
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Fix casting a chunked array that has no chunk
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A batched `map` on an arrow-formatted dataset crashes when the function filters out every row of a batch and the output features are given explicitly: ```python import pyarrow.compute as pc from datasets import Dataset, Features, Value ds = Dataset.from_dict({"a": [1, 2, 3, 4]}).with_format("arrow") ds.map( lambd...
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Return a new Dataset when transforming a dataset with no rows
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`Dataset.map`, `.filter`, `.select`, `.sort`, `.shuffle` and `.train_test_split` short-circuit when the dataset has no rows and return `self` — the very same object. `train_test_split` even returns that same object as *both* splits. Because `set_format` / `set_transform` / `reset_format` / `add_faiss_index` mutate a d...
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Encode the column in Dataset.add_column when a feature is given
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`Dataset.add_column()` takes a `feature` argument documented as the "column datatype", but it is passed directly as the arrow schema of `InMemoryTable.from_pydict()`. That only works when the raw Python values already match the feature's *storage* type, so any feature that encodes its values fails: ```python from data...
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Fix keep_in_memory=True in Dataset.sort and Dataset.train_test_split
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`Dataset.sort()` and `Dataset.train_test_split()` raise as soon as `keep_in_memory=True` is used on a dataset that has cache files — i.e. on anything returned by `load_dataset()` or `load_from_disk()`: ```python from datasets import Dataset Dataset.from_dict({"col_1": [3, 1, 2]}).save_to_disk("ds") ds = Dataset.load_...
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Fix to_pandas() on a dataset with no rows and an ArrayXD column
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Converting a dataset that has no rows and an `ArrayXD` column to pandas raises: ```python import datasets from datasets import Dataset, Features, Array2D features = Features({"foo": Array2D(shape=(2, 2), dtype="float32")}) ds = Dataset.from_dict({"foo": []}, features=features) ds.to_pandas() ``` ``` pyarrow.lib.Arro...
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Validate the columns in IterableDataset.rename_columns
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`IterableDataset.rename_columns()` doesn't check the column names it is given, so when `info.features` is known it can return a dataset whose `features` contradict the examples it yields. The error is only raised much later, by `_rename_columns_fn()`, when the dataset is iterated. ```python ds = Dataset.from_dict({"a"...
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Keep the dtype of an empty column when formatting to numpy or torch
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An empty column silently changes dtype when formatted to numpy or torch: ```python from datasets import Dataset ds = Dataset.from_dict({"a": [1, 2, 3]}).with_format("torch") print(ds[:]["a"].dtype) # torch.int64 print(ds.filter(lambda x: False)[:]["a"].dtype) # torch.float32 <-- expected to...
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Fix label inference for folder-based builders on archives
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`imagefolder` / `audiofolder` / `videofolder` datasets whose media files live inside a ZIP archive get the wrong labels, and usually fail to build at all. ## The bug In `_split_generators()` the entries of `files` have two different shapes: ```python # loose files: (original_file, None, downloaded_file) files = tup...
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Fix DataFrame masking on ArrayXD columns with an integer value type
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Selecting rows with a boolean mask on a `DataFrame` that has an `Array2D`/`Array3D`/... column with an integer value type raises: ```python import datasets, numpy as np features = datasets.Features({"id": datasets.Value("int64"), "foo": datasets.Array2D(dtype="int32", shape=(2, 2))}) ds = datasets.Dataset.from_dict({...
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Shutdown ThreadPoolExecutor in CyclingMultiSourcesExamplesIterable
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Add missing executor.shutdown(wait=True) call in the finally block of _iter_arrow(), matching the behavior in __iter__ to ensure threads are shut down before cleanup and sleep.
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Fix cryptic TypeError from ClassLabel.int2str on a string input
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`ClassLabel.int2str("1")` raises a cryptic `TypeError: '<=' not supported between instances of 'int' and 'str'` instead of a clear error. `int2str` guards its input with `isinstance(values, Iterable)`, but a `str` is iterable, so a string is not wrapped as a single value; the code then iterates over the string's chara...
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Add initial devcontainer configuration
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Fix offline simulation with huggingface_hub 1.27
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## Summary Surfaced by the `huggingface_hub` v1.27.0.rc0 RC test branch, where 6 tests in `tests/test_load.py` fail: [ci-test-huggingface-hub-1.27.0.rc0-release](https://github.com/huggingface/datasets/compare/main...ci-test-huggingface-hub-1.27.0.rc0-release). They're all offline-simulation tests, and the failures a...
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Fix IndexError on negative list indices for datasets with an indices mapping
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## Summary In `src/datasets/formatting/formatting.py`, `_query_table_with_indices_mapping`'s iterable branch passes each index directly to `indices.fast_slice(i, 1)`: ```python return _query_table(table, [indices.fast_slice(i, 1).column(0)[0].as_py() for i in key]) ``` `fast_slice` raises `IndexError("Offset must be...
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Restore the _legacy_no_dict_keys_sorting branch in Pickler._batch_setitems
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### Root cause `Pickler._legacy_no_dict_keys_sorting` lost its only reader in #7817. That PR rewrote `_batch_setitems` to accept the argument Python 3.14 passes, and in the same hunk dropped the early return: ```diff - def _batch_setitems(self, items): - if self._legacy_no_dict_keys_sorting: - re...
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_legacy_no_dict_keys_sorting has no reader since #7817, so the 2.15.0 legacy cache lookup computes the wrong config_id
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### Describe the bug `Pickler._legacy_no_dict_keys_sorting` has a definition and a writer, but since #7817 it has no reader, so the flag does nothing. `DatasetBuilder._check_legacy_cache2` patches it on to recompute the `config_id` that 2.15.0 would have produced, because 2.15.0 hashed dicts without sorting their ite...
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docs: fix broken audio link in mapstyle vs iterable guide
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The "map-style vs iterable" guide links the four loading guides on one line, but the `audio` link has a stray `]` inside its target (`./audio_load]`), which makes the Markdown link malformed and breaks it. The three sibling links on the same line are correct (`./tabular_load`, `./nlp_load`, `./image_load`), and the ta...
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Save the shuffle buffer content in the state dict so resuming is exact
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## Overview There are two problems when resuming a shuffled iterable dataset. The known one from the warning and the discussion in #7901 is that the shuffle buffer content isn't saved in the state dict so you lose roughly `buffer_size` examples every resume. The second is you can get an example twice. The `Rebatc...
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Optimize PyArrow block shuffling with dynamic rebatched chunk interleaving
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When streaming PyArrow datasets with shuffling enabled (`buffer_size > 0`), the `BufferShuffledExamplesIterable._iter_arrow()` method historically relied on a Python-level `list` to maintain the shuffle buffer, replacing elements one-by-one. In a multi-worker `DataLoader` environment, this per-row generator approach ca...
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Preserve nanosecond precision in Python dataset construction
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## What it is Preserves exact nanosecond precision for pandas timestamps and timedeltas when users declare `Value("timestamp[ns]")` or `Value("duration[ns]")`. Previously, `Dataset.from_dict`, `Dataset.from_list`, and `Dataset.map` reported a nanosecond feature while silently storing values truncated to microseconds....
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Match Dataset.map's on_mixed_types default in DatasetDict.map
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### Problem `Dataset.map` defaults `on_mixed_types` to `"use_json"`, so a mapped column with no predefined schema becomes a `Json()` feature instead of failing type inference. `DatasetDict.map` defaults the same parameter to `None` and forwards it to every split unconditionally, so wrapping the splits in a `DatasetDic...
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Fix broken links in documentation
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Several documentation pages link to URLs that now return 404. This PR updates them to their current locations. | File | Old (404) | New | |------|-----------|-----| | `object_detection.mdx` | `albumentations.ai/docs/examples/example_bboxes/` | `albumentations.ai/docs/examples/example-bboxes/` | | `image_dataset.mdx` |...
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Fix pandas formatting when a decodable column is excluded by columns=
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The pandas decoder builds its transform map from all of `self.features`, but the frame has already been projected to the format's `columns`: ```python ds.with_format("pandas", columns=["label"])[0] # KeyError: "Label(s) ['image'] do not exist" ``` Scoped to pandas — `None`, `numpy`, `torch` and `arrow` all handle a c...
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Fix PolarsFeaturesDecoder.decode_row
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`PolarsFeaturesDecoder.decode_row` is a verbatim copy of the pandas implementation, but polars' `map_rows` takes a callable rather than a dict of column transforms: ```python ds.with_format("polars")[0] # TypeError: 'dict' object is not callable ``` So `with_format("polars")` is unusable on any dataset with an `Image...
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Allow reading a split with no examples
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`make_file_instructions` skips every file whose take is 0, so `BaseReader.read` receives an empty file list and raises — which means one empty split makes the entire `DatasetDict` unloadable: ```python load_dataset("json", data_files={"train": [...], "test": []}) # ValueError: Instruction "test" corresponds to no data...
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Fix align_labels_with_mapping on a list of ClassLabel
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#7634 dropped `Sequence` from the `.features` import but left two references in `align_labels_with_mapping`, so every non-plain-`ClassLabel` column raises: ```python ds.align_labels_with_mapping({"O": 0, "LOC": 1, "PER": 2}, "ner_tags") # NameError: name 'Sequence' is not defined ``` That covers the token-classificat...
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Fix interleave_datasets with all_exhausted when a dataset is empty
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With `stopping_strategy="all_exhausted"` and no `probabilities`, the indices come from `np.arange(max(lengths)) % lengths`. A zero-length input makes that a modulo by zero, which yields index 0; after the source offset is added it is either out of range or a valid index into a *different* dataset: ```python interleave...
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Fix casting a sliced list array to a fixed size list
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`array_cast` and `cast_array_to_feature` build the child window for a fixed-size list as `array.values[array.offset * length : ...]`. But `.values` is the **unsliced** child array, so that arithmetic is only correct when every earlier row holds exactly `length` items. `Dataset.cast` slices into batches, so this fires w...
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Support empty input shards in ArrowBasedBuilder
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`ArrowBasedBuilder._prepare_split_single` assumes every input shard yields at least one table, so `original_shard_lengths` is indexed out of range when a shard yields nothing: ```python load_dataset("json", data_files=["00.jsonl", "01.jsonl"]) # 00.jsonl is empty # DatasetGenerationError # cause: IndexError: list ...
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Fix malformed audio link in mapstyle vs iterable docs
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# What does this PR do? Fixes a malformed link in `docs/source/about_mapstyle_vs_iterable.mdx`. The audio guide link was written as `[audio](./audio_load])` (a stray closing parenthesis inside the link target), so it resolved to a non-existent path. This PR removes the stray `)` so the link points to the actual `audi...
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Forward iter_arrow, is_typed and features from RepeatExamplesIterable
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`RepeatExamplesIterable` never forwarded `iter_arrow`, `is_typed` or `features` to the iterable it wraps, so `.repeat()` stranded an Arrow-capable child behind a non-Arrow parent: iteration fell back to the per-example path and the dtypes were re-inferred from Python objects. This copies the three-property block and t...
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IterableDataset.repeat() drops the Arrow fast path and widens numpy dtypes
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### Describe the bug `RepeatExamplesIterable` is the only wrapper in `iterable_dataset.py` that does not forward `iter_arrow`, `is_typed` and `features` to the iterable it wraps. Two things follow from that: `.repeat()` drops the Arrow fast path, and under `numpy` format it silently widens the declared dtypes. `SkipE...
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CPU Bottleneck in `IterableDataset.state_dict()` when shuffling multiple shards
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**Describe the bug** There is a significant CPU bottleneck in `IterableDataset` dataloading when `buffer_size` and `max_buffer_input_shards` are greater than 1 (i.e. highly parallelized streaming with a shuffle buffer). Currently, `_BaseExamplesIterable.state_dict()` falls back to performing a full recursive `copy.dee...
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Add Spark Connect support for Spark datasets
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## What does this PR do? Adds Spark Connect support to `Dataset.from_spark` and `IterableDataset.from_spark` by replacing client-side RDD and `SparkContext` calls with DataFrame APIs supported by Spark Connect. - discovers partitions with `spark_partition_id()` for streaming datasets - runs the shared-cache probe wit...
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Nanosecond timestamps are silently truncated even when Value("timestamp[ns]") is requested
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### Describe the bug `Dataset.from_dict` / `from_list` / `map` silently drop sub-microsecond precision, even when the user explicitly declares a nanosecond feature type. The resulting dataset reports `timestamp[ns]` but the data has already been truncated to microseconds. ### Steps to reproduce the bug ```python imp...
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to_json cannot round-trip temporal columns: all timestamps written as epoch milliseconds
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### Describe the bug `Dataset.to_json()` serializes every temporal column as a bare epoch integer at a single fixed resolution (pandas' `date_unit="ms"` default), with no unit recorded in the output. Timestamps therefore do not survive a `to_json` → `from_json` round trip: they either come back silently wrong or raise...
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Keep the id of List and LargeList features when visiting them
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`_visit()` and `_visit_with_path()` rebuild `List` / `LargeList` in order to recurse into the inner feature, but they don't carry `id` over, so it is silently reset to `None`. Every other feature type is passed through untouched and keeps its `id`. `Features.__init__` runs `_visit()` on every column (to convert the le...
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Allow to_iterable_dataset() on a dataset with no rows
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`Dataset.to_iterable_dataset()` defaults to `num_shards=1`, but the guard rejects any `num_shards > len(self)`, so it always raises on an empty dataset: ```python >>> Dataset.from_dict({"a": []}).to_iterable_dataset() ValueError: Unable to shard a dataset of size 0 into 1 shards (the number of shards exceeds the numbe...
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Fix #8393 This PR significantly resolves a major CPU bottleneck in `IterableDataset` dataloading when `buffer_size` and `max_buffer_input_shards` are > 1. **The Bug:** Currently, `_BaseExamplesIterable.state_dict()` falls back to performing a full recursive `copy.deepcopy(self._state_dict)`. In nested iterator...
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map(batched=True, drop_last_batch=True) returns the input unchanged when the dataset is smaller than batch_size
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### Describe the bug When `drop_last_batch=True` and the dataset is smaller than `batch_size`, `Dataset.map(batched=True, ...)` returns the **input unchanged** instead of an empty dataset. The mapped function is never called, but the original rows are passed through with the original (unbatched) schema. The iterable ...
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Fix save_to_disk writing no shard for a dataset with no rows
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`save_to_disk` computes the number of shards from the estimated size and then clamps it to the number of rows (added in #7912): ```python num_shards = min(len(self.data), num_shards) ``` For a dataset with no rows that gives `0` shards. No `.arrow` file is written, `state.json` gets an empty `"_data_files"`, and load...
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Fix IterableDataset.remove_columns when a single column name is passed
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`IterableDataset.remove_columns` accepts either a single column name or a list, but it only ever tests `col in column_names`. When a string is passed, that becomes a substring test, so any existing column whose name is contained in the one being removed is dropped from `info.features`: ```python ds = Dataset.from_dict...
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Apply the indices mapping in Dataset.unique
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`Dataset.unique` only takes the indices mapping into account when it has a different number of rows than the underlying table: ```python if self._indices is not None and self._indices.num_rows != self._data.num_rows: ``` An indices mapping can also repeat some rows and drop others while keeping the same length. In th...
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Fix IterableDataset.to_dict() and to_polars() returning an empty generator
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### The bug `IterableDataset.to_dict()` and `IterableDataset.to_polars()` each contain a bare `yield` in their `batched=True` branch. A bare `yield` anywhere in a function body makes the whole function a generator function, so both methods return a generator on every call, including the `batched=False` default. That g...
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IterableDataset.to_dict() and to_polars() return an empty generator instead of the data
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### Describe the bug `IterableDataset.to_dict()` and `IterableDataset.to_polars()` each have a bare `yield` in their `batched=True` branch, which makes the whole method a generator function. Calling either one the way its docstring shows returns a generator that yields nothing, and the value the `else` branch returns ...
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Speed up default Python row extraction
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## Problem `PythonArrowExtractor.extract_row` runs once per row on the default read path (every `for row in ds` and every `ds[i]`), and it does more work than it needs to: ```python def extract_row(self, pa_table: pa.Table) -> dict: return _unnest(pa_table.to_pydict()) ``` `pa_table` here is always a one-row tab...
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feat: add return_file_name option to JSON loader
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## What does this PR do? Adds a `return_file_name` option to the JSON loader. When enabled, the resulting dataset includes a `file_name` column indicating the source file of each row. ## Motivation When training is interrupted and resumed, it's useful to know which file each row came from so already-trained sh...
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Fix PandasArrayExtensionDtype._metadata: must be a tuple, not a string
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## Summary Fixes #8375 — `PandasArrayExtensionDtype._metadata` is a plain string instead of a tuple, causing `AttributeError: 'PandasArrayExtensionDtype' object has no attribute 'v'` whenever pandas compares two instances of this dtype (e.g. during a boolean-mask filter on a DataFrame with an array-feature column read ...
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Fix PandasArrayExtensionDtype._metadata to use a tuple
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## What was wrong `PandasArrayExtensionDtype` set `_metadata = "value_type"` (a string), but pandas expects a tuple of attribute names, e.g. `("value_type",)`. When pandas compares dtypes (during things like `df[mask]`), it loops over `_metadata` and looks up each entry as an attribute. With a string, it iterates ove...
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`PandasArrayExtensionDtype._metadata` should be a tuple, not a string
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### Describe the bug There's a small typo in `PandasArrayExtensionDtype` (`src/datasets/features/features.py`): ```python _metadata = "value_type" ``` Pandas expects `_metadata` to be a tuple of attribute names, like `("value_type",)`, not a plain string ([API documentation ref](https://pandas.pydata.org/docs/refer...
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feat: Qdrant Search Index
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Resolves #5698 ## Description This PR adds Qdrant as a vector search backend alongside FAISS and Elasticsearch. Associated documentation and tests are also included. The Qdrant client dependency is marked optional and installed on demand. [Qdrant](https://qdrant.tech/) is an open-source vector search engine b...
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TypeError in _dill.py _batch_setitems with Python 3.14
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### Describe the bug When using `load_dataset` on Python 3.14, a `TypeError` is raised during the fingerprinting process inside the bundled `_dill.py`. This happens because Python 3.14 changed the signature of the internal C-level `_Pickler._batch_setitems` to require 3 arguments (`self, items, obj`), while `datasets/...
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docs: make repository structure guide prominent in quickstart (#5971)
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Fixes #5971 ### Summary of Documentation Improvements: - **\docs/source/create_dataset.mdx\**: Added a callout link in the introductory **Note** block pointing to the \ epository_structure\ guide so users creating a dataset can easily find guidance on organizing files, splits, and formats. - **\docs/source/index.mdx\*...
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Reject duplicate column names in Dataset.select_columns
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### The problem `Dataset.select_columns` checks that every requested column exists, but never checks that the request is free of duplicates: ```python missing_columns = set(column_names) - set(self._data.column_names) if missing_columns: raise ValueError(...) ``` Passing the same name twice then produces a datas...
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Fix DatasetDict.push_to_hub leaving removed splits in the dataset card
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Pushing a `DatasetDict` that drops a split leaves the repo unloadable: ```python DatasetDict({"train": ds_train, "test": ds_test}).push_to_hub("user/repo") DatasetDict({"train": ds_train}).push_to_hub("user/repo") # "test" is gone load_dataset("user/repo") # ValueError: Couldn't infer the same data file format for ...
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Preserve nullable integer columns in to_json/to_csv/to_sql
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### What this fixes `Dataset.to_json`, `to_csv` and `to_sql` write a nullable integer column as floating point rather than integers. Fixes #8365. ### Root cause The three writers build a pandas frame with a bare `batch.to_pandas()`: - `io/json.py` `_batch_json` - `io/csv.py` `_batch_csv` - `io/sql.py` `_batch_sql`...
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to_json/to_csv/to_sql cast nullable integer columns to float, corrupting values past 2**53
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### Describe the bug `Dataset.to_json`, `to_csv`, and `to_sql` write a nullable integer column as floating point rather than integers. All three writers (`io/json.py`, `io/csv.py`, `io/sql.py`) call `batch.to_pandas()` with pyarrow's default `integer_object_nulls=False`, which casts any integer column containing a nul...
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Keep integers on the python read path for fixed-shape ArrayXD columns with nulls
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## What does this PR do? Fixes #8362. A fixed-shape `ArrayXD` column (`Array2D(shape=(1, 2), dtype="int64")`, and so on) that contains a `None` row is silently cast to float on the python read path: `to_dict()` / `to_pylist()` return every value as a float, and integers above 2**53 are altered, because an unrelated r...
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ArrayXD fixed-shape integer column with a null row is silently cast to float on the python read path
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### Describe the bug A fixed-shape `ArrayXD` column (for example `Array2D(shape=(1, 2), dtype="int64")`) that contains at least one `None` row is silently cast to float on the python read path. `to_dict()` / `to_pylist()` return every value as a float, and integers above 2**53 lose precision, purely because an unrelat...
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Use Sequence instead of list for path_or_paths typing
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Fixes #5354 ## What Changes the type annotation of `path_or_paths` from `Union[PathLike, list[PathLike]]` to `Union[PathLike, Sequence[PathLike]]` in: - `Dataset.from_csv` - `Dataset.from_json` - `Dataset.from_parquet` - `Dataset.from_text` ## Why `list` is invariant in mypy, so passing a `List[Union[str, ...
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Rebatch arrow source before formatting in IterableDataset.filter to fix resume data loss
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## Root cause `IterableDataset.filter()` wraps the Arrow source in `FormattedExamplesIterable` but, unlike `map()`, does not first wrap it in `RebatchedArrowExamplesIterable(batch_size=1)`. `FormattedExamplesIterable.__iter__` takes the Arrow branch and pulls a whole table from `ArrowExamplesIterable`, advancing `shar...
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IterableDataset.filter() checkpoint/resume silently drops the rest of the in-flight Arrow table
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### Describe the bug Resuming a streaming `IterableDataset.filter()` from a `state_dict()` checkpoint silently drops rows: the remainder of the in-flight Arrow table is skipped. For a single-shard dataset this loses up to a full row group per checkpoint, and for a single-table shard it can drop every unconsumed row. ...
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Fix CSV loader dropping on_bad_lines/encoding_errors on pandas 2.0-2.2
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### Bug `CsvConfig.pd_read_csv_kwargs` silently drops `on_bad_lines` and `encoding_errors` on pandas 2.0, 2.1, and 2.2, so `load_dataset("csv", ..., on_bad_lines="skip")` (or `"warn"`, or a non-default `encoding_errors`) is ignored and a malformed row raises `ParserError` instead of being skipped. The version guard e...
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Four fixes on the `buckets/...` read/write paths, hit by `push_to_hub` → `load_dataset`. The loader one crashes on any dataset with a README; the writer ones corrupt uploaded metadata. ## Key Changes - **Bucket card loading** (`src/datasets/load.py`)**:** passed the card object instead of its `.data`, crashing on loa...
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Add file_name column option in JSON processing
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2026-07-23T09:51:50
2026-07-24T11:57:10
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Fixes #5806 Adds an optional `return_file_name` parameter to the JSON loader (load_dataset). When set to True, a `file_name` column is added with the source file path, useful for resuming training from checkpoints by skipping already-used shards.
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4,957,534,015
PR_kwDODunzps71TFA9
8,352
Keep flat numeric columns with nulls numeric in numpy format
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2026-07-23T09:41:44
2026-07-23T17:35:14
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Fixes #8351 ## Root cause `NumpyArrowExtractor._arrow_array_to_numpy` decides `dtype=object` with: ```python if any( (isinstance(x, np.ndarray) and (x.dtype == object or x.shape != array[0].shape)) or (isinstance(x, float) and np.isnan(x)) for x in array ): ``` The second clause was added in #3195 to ha...
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I_kwDODunzps8AAAABJ33lPg
8,351
with_format('numpy') promotes flat float64/int columns with nulls to dtype=object (float32 stays numeric)
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2026-07-23T09:41:06
2026-07-23T17:32:25
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### Describe the bug `NumpyArrowExtractor._arrow_array_to_numpy` (used by `Dataset.with_format("numpy")`) promotes a flat, homogeneous numeric column to `dtype=object` when the column contains nulls, but only for `float64`/`int64` columns. A `float32` column is returned as a numeric array. The result is a silent wrong...
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PR_kwDODunzps70uU75
8,350
fix: validate Arrow IPC record batches
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2026-07-22T06:36:56
2026-07-22T13:26:37
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## Summary - fully validate each Arrow IPC record batch before converting it to a table - reject malformed array offsets at the ingestion boundary - add a safe regression fixture that is accepted by structural validation but rejected by full validation `pa.Table.from_batches` does not perform full record batch valida...
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8,349
Fix require_storage_embed recursing into require_storage_cast
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### Summary `require_storage_embed` decides whether a (possibly nested) feature needs its data embedded into storage. For nested features it dispatches to the wrong helper and can report the wrong answer. ### Root cause The recursive branches call `require_storage_cast` instead of recursing into `require_storage_emb...
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