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Support hermes traces
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Parse hermes agent traces export using teich supports both single session export and multi-sessions export ```bash # single session >>> hermes sessions export session.jsonl --session-id 20250305_091523_a1b2c3d4 # multi-sessions >>> hermes sessions export sessions.jsonl ``` + bump teich to 0.1.2 breakin...
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_8255). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "do we want to use teich for trace detection too to simplify somethings?\r\n\r\n```pytho...
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[DRAFT] Prefer torchvision to decode images instead of PIL
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This PR uses `torchvision.io.decode_image` instead of `PIL.open()` to decode images when the `torch` formatter is used. TorchVision is typically faster than PIL to decode images, and this also saves the `pil_to_tensor` conversion. See https://github.com/huggingface/transformers/pull/45195 for benchmarks on `transfom...
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[ "Sounds good ! Maybe a way to make it work even on List(Image()) would be to integrate it in decode_nested_example() directly (or copy and adapt decode_nested_example())\r\n\r\nE.g. decode_nested_example() could accept an argument that makes it use `_decode_image_for_torch` for Image() type instead of `Image.decode...
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Feature request: Add a streaming_shard operator for early sample-level sharding when file-level sharding is insufficient
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## Feature request: Add a streaming_shard operator for early sample-level sharding when file-level sharding is insufficient ### Proposed API It would be useful to provide a first-class streaming sharding operator in `datasets`, for example: ```python dataset = datasets.load_dataset(..., streaming=True, split="train"...
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[ "I feel like IterableDatasetShard is not well suited for this and shouldn't be used / should be improved. Instead there is `ds.shard()` or even `split_dataset_by_node()` which works when `num_physical_files < global_world_size`. WDYT ?", "I checked current `main`, and the requested behavior seems to sit between t...
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docs: fix duplicate "to" in IterableDataset push-to-hub example
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## What does this PR do? The save-to-hub paragraph in `docs/source/stream.mdx` (line 584) currently reads: > "you wish to save it **to to** [`~Dataset.push_to_hub`]" The first `to` closes the relative clause ("the repo you wish to save it to"), and the second `to` introduces the function argument. The collision read...
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chore: update release-conda.yml
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Update `.github/workflows/release-conda.yml` workflow configuration. cc @lhoestq Closes huggingface/tracking-issues#808 <!--slack ts:1780939860.368259 channel:C0AJSP0D53L-->
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Catch RecursionError when decoding deeply nested mesh files (#8246)
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Fixes #8246. A GLB whose glTF JSON chunk is deeply nested (malformed or malicious) makes `trimesh.load` exceed Python's recursion limit while parsing it (`RecursionError: maximum recursion depth exceeded while decoding a JSON array`), crashing `Mesh.decode_example` with an uncaught error. This routes both `trimesh.lo...
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Fix partial extraction when concurrent processes share a cache (#4661)
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Fixes #4661. `ExtractManager.extract` runs the `_do_extract` "already extracted?" check outside any lock; the lock sits one level down in `Extractor.extract`. When two jobs share a cache, the second can catch a half-written output directory mid-extraction, assume it's done, and return a partial path. This moves the l...
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VORTEXRAG benchmarked on 6 HuggingFace datasets — new open-source RAG framework
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Hi HuggingFace Datasets team! **VORTEXRAG** was evaluated on 6 datasets available on the HuggingFace Hub using datasets.load_dataset(): - NQ, TriviaQA, WebQ, PopQA, HotpotQA, 2WikiMultiHopQA Results: EM 74.8, F1 82.6 averaged across all 6. Full evaluation code is in the repo. - GitHub: https://github.com/vignesh202...
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RecursionError when loading GLB file with deeply nested JSON in Mesh feature
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## Description Loading a GLB file with deeply nested JSON chunk causes a RecursionError, crashing the application. ## Step to Reproduce ```python from datasets import Dataset, Mesh import tempfile, os, struct def make_malicious_glb(depth=5000): json_chunk = (b'{"a":' * depth + b'1' + b'}' * depth) magic = b...
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Fix JSON loader schema inference for files starting with a UTF-8 BOM (#8241)
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Fixes #8241. ## What's the bug When a JSONL file starts with a UTF-8 BOM (`\xef\xbb\xbf`), `load_dataset("json", ...)` infers a different schema than the same file without the BOM. The JSON builder's first-batch "mixed-struct-types" pre-scan parses each line with `ujson` to decide whether to preserve heterogeneous n...
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"eval_strategy": "no" perform evaluation
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### Describe the bug Hi, I'm trying to train a diffusion model and I getting stuck with ``` strace -p 967873 strace: Process 967873 attached ioctl(9, _IOC(_IOC_READ|_IOC_WRITE, 0x46, 0x2a, 0x20), 0x7fff18579d90) = 0 ioctl(9, _IOC(_IOC_READ|_IOC_WRITE, 0x46, 0x2a, 0x20), 0x7fff18579d90) = 0 ``` But my issue is that ...
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load_dataset("json", ...) infers a different schema when the JSONL file starts with a UTF-8 BOM
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### Describe the bug When a JSONL file starts with a UTF-8 BOM (`\xef\xbb\xbf`), `datasets.load_dataset("json", data_files=...)` infers a different schema than when the same file is loaded without the BOM. Specifically, the loader's "mixed-struct-types" pre-scan — which normally promotes columns with heterogeneous nes...
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## Summary - Preserve folder-builder metadata when auto-inferred split filename patterns match only a file such as `train.png` - Re-resolve default `**` patterns only for auto-inferred folder datasets when sidecar metadata would otherwise be dropped - Add regression coverage for explicit `imagefolder`, local auto-detec...
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[ "Hi ! Maybe this improvement can be in get_data_patterns() directly ? The split-based detection could simply ignore files that are media files (images/audio/videos) and that have a split name in their file name. This way DEFAULT_PATTERNS_SPLIT_IN_FILENAME would return no files, and DEFAULT_PATTERNS_ALL would be use...
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map reuses unchanged columns from the previous dataset to avoid disk usage
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https://github.com/huggingface/datasets/issues/6013 ## Summary This PR improves Dataset.map behavior by ensuring that unchanged columns are preserved after transformation. Previously, in some cases, columns not explicitly modified by the mapping function could be lost or reconstructed during shard concatenatio...
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## What does this PR do? Fixes `IterableDataset.skip(n)` for streaming datasets when the underlying iterable uses Arrow batches and `n` skips one or more complete Arrow blocks. Previously, after a full Arrow block was counted as skipped, `_iter_arrow()` continued into the partial-slice branch and yielded rows fro...
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Clarify dataset creation vs loading workflows in create_dataset tutorial
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This PR clarifies the distinction between dataset creation and dataset loading workflows in the create_dataset tutorial. Changes: - Added a note directing users to the loading guide. - Clarified that `from_` methods create datasets from local Python objects rather than local files. Addresses #5805.
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Added/Improved doc strings for functions and classes in /src/datasets…
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Parse agent traces messages for SFT using `teich`
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small breaking change (mostly for the dataset viewer on HF that has to take this into account): the field "traces" is renamed "trace" cc @cfahlgren1 This PR adds the `teich` extracted traces data, i.e. the fields messages, prompt, tools and metadata ```python In [1]: from datasets import load_dataset In [2]:...
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Keep None as a real null in Json() columns instead of the string "null"
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## What this fixes A missing value (`None`) in a `Json()` column is currently stored as the JSON string `"null"` instead of a real Arrow null. This has two visible consequences: 1. The column reports `null_count == 0` even when values are missing, and `is_null()` returns all `False`. Anything that relies on Arrow nul...
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Skip origin metadata fetch when streaming=True
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Fixes #8197 When using `load_dataset(..., streaming=True, data_files=...)`, `DataFilesList.from_patterns` currently fetches origin metadata (ETag/mtime) for each resolved file even though the streaming pipeline doesn't use the local cache/fingerprint path. This PR adds an opt-out (`skip_origin_metadata`) for data-fil...
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fix: stable fingerprint for closures capturing non-deterministic state
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Fixes #7986 When `.map()` uses a closure capturing `self` with non-deterministic state (like UUIDs or loggers), the fingerprint changes every run causing cache misses. Fix: only hash primitive attributes of captured objects instead of the full object. Added a regression test in `tests/test_fingerprint.py`.
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[ "I feel like this would cause headaches to many people, causing cache reuses when the function actually changed" ]
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Security/Logic Fix: Autonomous Code Review
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## Autonomous Bug Report & Patch This vulnerability and fix were autonomously discovered by the Lucy Red Team swarm. Upon reviewing the provided code snippet from `src/datasets/io/generator.py`, I didn't find any obvious critical bugs. However, there are a few areas that could be improved or clarified: 1. **Do...
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Fix single lance file form pylance 7.0
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fix lance test in CI, due to JSON being picked up instead of lance now that latest_version_hint.json is a thing
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fix: embed_external_files=True for mesh support
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## Fix for #8055 This is follow-up PR for fixing a specific issue related to `dataset.push_to_hub(repo_id, embed_external_files=True)` ### Test Conducted ```python from datasets import Features, Image, Mesh, Value, load_dataset repo_id = "VINAY-UMRETHE/My-Mesh-Dataset" dataset = load_dataset("json", ...
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[ "@lhoestq docs are ready.", "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_8224). 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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DOC: document missing save_infos and max_depth parameters
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## What this fixes Two public API functions were missing parameters from their docstrings: ### 1. `load_dataset()` — missing `save_infos` The `save_infos` parameter has been in the function signature but was absent from the `Args` section of the docstring. When `save_infos=True`, it overrides `verification_mod...
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Validate split name before starting download
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## What this fixes Closes #5523. When you pass an invalid split name to `load_dataset()`, the error only surfaces after the entire dataset has already been downloaded. For large datasets that can mean waiting many minutes before seeing a one-liner like: ```python from datasets import load_dataset load_dataset("mozil...
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chore: enable Dependabot weekly GitHub Actions bumps
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## Summary Adds `.github/dependabot.yml` so this repo's pinned GitHub Action SHAs get bumped automatically once a week. All action updates are **grouped into one weekly PR** (not one PR per action) to keep the noise down, and Dependabot waits **7 days after a release before opening the bump** (cooldown). The 7-day co...
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Support composed splits in streaming datasets
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Fixes #2699 Fixes #4804 This PR adds support for unsliced split composition when loading datasets in streaming mode, e.g. `split="train+validation"`. Previously, `DatasetBuilder.as_streaming_dataset()` only accepted a single split name or returned all splits as an `IterableDatasetDict`, so composed split strings...
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[ "@lhoestq could you please review this PR when you get a chance?", "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_8220). 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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Add `.conll` / `.conllu` dataset format loader (CoNLL-2003 / 2000 / U)
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Closes #7757. ## Summary Adds a `packaged_modules/conll/` builder so `.conll` and `.conllu` files load directly via `load_dataset(...)` without manual parsing scripts. Each row of the loaded dataset corresponds to one sentence, with each configured column produced as a list aligned with the token list. Builder...
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Include version in DatasetInfo YAML so push_to_hub preserves it
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DatasetInfo._INCLUDED_INFO_IN_YAML controls which fields land in the README.md dataset_info block written by push_to_hub, and it currently omits version. Setting version on a Dataset (e.g. via load_dataset(..., version=...)) and pushing it to the Hub silently drops the version from the rendered front matter, so reloadi...
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Multi-GPU Training with Large Dataset — NCCL Timeouts / Slow Data Loading + Excessive Memory Usage with keep_in_memory=True
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Hi, I'm training a large dataset using Lerobot (which relies on Hugging Face Datasets) and encountering severe performance issues when scaling to multi-GPU training. ### Problem Description - Unstable/slow data loading + NCCL timeouts - Step time fluctuates drastically: ~1s/step (fast) vs ~45s/step (extremely slow) ...
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[ "Hi @D222097,\n\nWe have audited the architectural footprint of your multi-GPU training setup. The behaviors you are experiencing are not bugs within the `datasets` library, but rather fundamental limitations of Python's process architecture interacting with hardware topologies. \n\nHere is the clinical breakdown o...
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Read cached dataset_info.json to populate config_names offline
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## What `get_dataset_config_names` with `HF_DATASETS_OFFLINE=1` returns `['default']` even when the cache contains multiple config subdirectories for the dataset. For example, after caching `cais/mmlu`: ``` $ HF_DATASETS_OFFLINE=1 python -c "import datasets; print(datasets.get_dataset_config_names('cais/mmlu'))" Usin...
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Warn instead of raise when user-provided data_files yields a subset
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Fixes #7867. NonMatchingSplitsSizesError currently fires whenever the loaded split size differs from the expected size, including when the user explicitly passed data_files for a known subset of the dataset. The only user-side workaround is verification_mode='no_checks', which silences ALL checks rather than just the ...
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[ "I think we can simply not raise or warn anything at all when the user provides the data_files. The number of examples is expected to be likely different", "Makes sense, done in 2162efc. verify_splits now returns early when the user passed data_files, so there is no raise and no warning at all in that case. The e...
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feat: Add return_file_name parameter to JSON builder (#5806)
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## Description Resolves #5806. This PR introduces an optional `return_file_name` boolean parameter to the packaged JSON builder. When enabled, it injects a `file_name` column into the generated PyArrow tables, allowing downstream users to track exactly which data shard a specific row originated from during interrup...
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update single seg repos in ci
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needed for https://github.com/huggingface/huggingface_hub/releases/tag/v1.16.0.rc0
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docs: surface `repository_structure` earlier in the Get Started flow
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> **Dear maintainer** — this PR has a permanent home with methodology + [opt-out](https://github.com/adv0r/tokens-for-good/blob/main/MAINTAINER_REMOVAL.md) at [tokens-for-good](https://github.com/adv0r/tokens-for-good). A one-line "no thanks" → auto-close + blacklist. Sorry for the notification this edit caused. > > --...
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Fix duplicate keyword arguments
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Fix parquet columns arg
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Fix the error message "The columns and features argument must contain the same columns, but got.." when passing `columns=` to load_dataset on a streaming parquet dataset (with features declared in the README.md) useful e.g. for https://huggingface.co/datasets/jasperai/monet to load the thumbnails without the embeddi...
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Preserve float columns when JSON loader uses `field=`
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Closes #6937. When `load_dataset("json", data_files=..., field="data", ...)` is used, columns whose values are all integer-valued floats (`[0.0, 1.0, 2.0]`) get silently coerced to `int64`. Repro: ```python import tempfile, json from datasets import load_dataset with tempfile.NamedTemporaryFile(mode="w", suffix=".js...
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update readme
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fix docs: use AutoImageProcessor for vision model examples
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swaps AutoFeatureExtractor for AutoImageProcessor in the image preprocessing section of use_dataset.mdx — aligns with the transformers library direction where vision feature extractor references were already replaced in their own docs (see PRs #20111 and #20501). audio section is untouched since AutoFeatureExtractor is...
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[ "Thanks for the clear explanation! Good catch keeping AutoFeatureExtractor \r\nin the audio section since it's still valid there. The vision section \r\nupdate looks correct to me." ]
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Fix duplicate keyword arguments
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## Summary This PR fixes a duplicate keyword argument collision in `load_dataset_builder()` when the same parameter is passed through both `builder_kwargs` and `config_kwargs`. Previously, calling `load_dataset()` or `load_dataset_builder()` with arguments such as `base_path` could raise: ```python TypeError:...
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fix: pass token_per_repo_id to embed_table_storage when pushing shards
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## Summary - Fixes #6348 - When `push_to_hub` is called with a `token`, the per-repo token map (`token_per_repo_id`) is built correctly earlier in the function — but it was never forwarded to `embed_table_storage` during the shard-map step. - This caused a one-line fix: wrap `embed_table_storage` with `functools.parti...
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[ "token_per_repo_id is only useful for iterable datasets" ]
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Please enable Private Vulnerability Reporting
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Hi datasets team, I have a security finding in datasets that I would like to disclose privately. GitHub Private Vulnerability Reporting is currently disabled on this repo. Could you turn it on? It's at Settings > Security > Code security and analysis > Private vulnerability reporting. Once enabled I will file the ful...
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fix(webdataset): when loading data in WebDataset format using load_datasets during multi-matchines training.
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## Description Fixes #8201 **The Bug:** During distributed training with `streaming=True`, if a user provides fewer `.tar` files than the number of distributed ranks, some ranks receive an empty list of files. This caused an `IndexError: list index out of range` in `webdataset.py` because the code assumed `tar_pa...
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fix pathlib.Path support in save_to_disk and load_from_disk
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`url_to_fs` from fsspec only accepts strings, but `save_to_disk` and `load_from_disk` in `arrow_dataset.py`, `dataset_dict.py`, and `load.py` pass the user-supplied path directly without converting it, causing a crash when a `pathlib.Path` is provided. Added `str()` conversion at each `url_to_fs` call site so all path-...
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Encountered an error when loading data in WebDataset format using `load_datasets` during multi-matchines training.
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### Describe the bug Single-machine training works fine, but multi-machine training throws up all sorts of weird bugs. Help me! ### Steps to reproduce the bug train_dataset = load_dataset( "webdataset", data_files=args.train_dataset, split="train", streaming=True,cache_dir='/dev/shm/.cache' ) args.train...
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[ "Hi @aihao2000 ! I was looking into this multi-machine training scenario and just opened a PR (#8203 ) that safely skips feature inference for empty shards during distributed streaming.\n\nplease! Check it out and see if it looks like it will resolve the weird bugs you were hitting!", "it looks like there less da...
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replace AutoFeatureExtractor with AutoImageProcessor in docs
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Closes #8199 ## What does this PR do? Replaces `AutoFeatureExtractor` with `AutoImageProcessor` in the image augmentation example in `docs/source/use_dataset.mdx`. For vision models, `AutoImageProcessor` is the recommended API and better reflects current `transformers` conventions. This is consistent with the ...
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Replace AutoFeatureExtractor with AutoImageProcessor in image preprocessing docs
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## Summary The `docs/source/use_dataset.mdx` documentation uses `AutoFeatureExtractor` from `transformers` in its image preprocessing example. For vision models, `AutoImageProcessor` is now the recommended API and better reflects current `transformers` conventions. ## Problem In the [[Apply data augmentations](https...
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[ "I'd like to work on this. I'll open a PR shortly." ]
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Fix/type hints list to sequence
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Fix #5354 Consider using "Sequence" instead of "List" In datasets/arrow_writer.py, replaced all the type annotations of List method with Sequence. Library used and changes made are as follows: ```bash from collections.abc import Sequence as Sequence_ Before : List(Image()) After : Sequence_(Image())
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Feature Request / Discussion: Skip origin_metadata fetch when streaming=True?
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Hi team! I've been looking into the initialization process of the `DatasetBuilder` and noticed that the ETag/origin metadata caching path is executed unconditionally. While fetching the `origin_metadata` and calculating the ETag is necessary for safely managing a local disk cache when using `as_dataset()`, it seems t...
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[ "I think it's great that it checks that every file does exist by default. It's relatively cheap since it uses fsspec which caches file info at folder level.\n\nOn the other hand why not add skip_origin_metadata=False from @TheDerbiedOne by default to DatasetBuilder and document what it does (load_dataset passes kwa...
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fix(arrow_dataset): clear stale local temp dir before re-downloading from remote FS
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## What does this PR do? Fixes #5114 — `Dataset.load_from_disk` raises a `FileNotFoundError` when called **twice** on the same remote-filesystem path within the same Python session. ### Root cause `Dataset.load_from_disk` uses `fs.download(src, dest, recursive=True)` to copy the remote dataset to a local temp direct...
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Fix spurious label column when folder builders see split-named directories
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Closes #7880. ## What `folder_based_builder._split_generators` allocates a single `labels: set[str]` outside the per-split loop and `analyze(...)` mutates it across every split. When the user passes: ```python load_dataset("audiofolder", data_files={"train": "train/**", "test": "test/**"}) ``` and the actual files ...
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Use multiple input shards for shuffle buffer
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```python ds = load_dataset(..., streaming=True) ds = ds.shuffle(seed=42) # or configure local buffer shuffling manually, default is: ds = ds.shuffle(seed=42, buffer_size=1000, max_buffer_input_shards=10) ``` before👎: <img width="1061" height="529" alt="image" src="https://github.com/user-attachments/assets/d...
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_8194). 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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fix parquet reshard
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.reshard() would not do anything and return the same iterable dataset for parquet, now it returns the resharded iterable dataset - sharded per row group instead of per file
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Escape glob chars in `base_path` so directory paths with `[]` work (#7468)
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Fixes #7468. ## Summary `load_dataset(..., data_dir="/path/[D_DATA]/foo")` — or any path with `[`, `]`, `*`, `?` in the literal directory name — failed: `fs.glob` interpreted the bracketed segment as a glob character class, walked a much larger tree (often the whole disk on Windows) and returned no files. Users saw a...
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8,191
Preserve `info.features` across `IterableDataset.map(remove_columns=...)` (#7568)
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Fixes #7568. ## Summary `IterableDataset.map(remove_columns=[...])` (without an explicit `features=` and without a user-provided `function`) overwrites `info.features` with `None`, so `IterableDataset.column_names` (which reads `info.features.keys()`) silently becomes `None`. The same regression bubbles up through `I...
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8,190
Reject `num_shards > len(dataset)` in `Dataset.shard` (#7443)
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Fixes #7443. ## Summary `Dataset.shard(num_shards=N, index=i)` with `N > len(dataset)`: - silently produced empty shards (`contiguous=True`) - crashed with `IndexError: Index ... out of range for dataset of size ...` deep in `.select` (`contiguous=False`) `push_to_hub` / `save_to_disk` then surfaced this confusing I...
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8,189
docs: clarify `num_proc` semantics in `Dataset.batch` / `Dataset.filter` (#7700)
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Fixes #7700. ## Summary `Dataset.batch.num_proc` and `Dataset.filter.num_proc` had a one-liner docstring (\"Max number of processes when generating cache. Already cached shards are loaded sequentially.\") that left readers wondering whether `None` means "no multiprocessing" or "pick a number". Both methods simply de...
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8,188
Don't infer labels from split-named directories in folder-based builders (#7880)
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Fixes #7880. ## Summary When an `audiofolder`/`imagefolder`/`videofolder` dataset is laid out as ``` folder/train/file0.mp3 folder/test/file1.mp3 ``` with no class subdirectories, label inference accumulates the parent directory of each file across **all splits**, ends up with `labels = {\"train\", \"test\"}`, sees...
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8,187
Better error for sliced splits in streaming mode (`train[:10%]`, `train[:N]`) (#7721)
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Fixes #7721. ## Summary ```python load_dataset("user/dataset", split="train[0%:10%]", streaming=True) ``` raised the generic ``` ValueError: Bad split: train[0%:10%]. Available splits: ['train'] ``` which makes it look like the slice syntax is malformed. The actual reason is that streaming mode doesn't know the da...
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8,186
docs: fix broken WebDataset documentation link in audio/video/image dataset pages (#7699)
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Fixes #7699. ## Summary The link to the WebDataset documentation in the audio, video and image dataset docs pages points to `https://webdataset.github.io/webdataset`, which returns **HTTP 404**. The WebDataset library now lives at `https://github.com/webdataset/webdataset`, which is the canonical documentation entry...
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docs: make `Dataset.map` batched example self-contained (#7703)
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Fixes #7703. ## Summary The batched-map example in `Dataset.map`, `DatasetDict.map` and `docs/README.md` referenced `tokenizer` without defining or importing it: ```python >>> ds = ds.map(lambda example: tokenizer(example["text"]), batched=True) ``` Users copy-pasting the snippet hit `NameError: name 'tokenizer' is...
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8,184
Preserve triple-slash in remote URLs (HDFS, file://, ...) in `_as_str` (#7934)
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Fixes #7934. ## Summary `_as_str` routed every non-`xPath` argument — including raw strings — through `xPath(str(path))`, which inherits from `pathlib.PurePosixPath`. PurePosixPath collapses runs of slashes: ```python >>> str(PurePosixPath("hdfs:///user/path/data.parquet")) 'hdfs:/user/path/data.parquet' ``` `xPath...
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8,183
Add dtype="list" to List / Sequence / LargeList features (#8002)
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Fixes #8002. ## Summary Most feature types expose a descriptive `dtype` string: - `Value("int64").dtype == "int64"` - `ClassLabel(...).dtype == "int64"` - `Array2D(...).dtype == "<element-dtype>"` - `Image().dtype == "PIL.Image.Image"` - `Audio().dtype == "dict"` But `List`, `LargeList` and `Sequence(non-dict)` (wh...
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Fix Dataset.map crash when first examples return None and later return dict (#7990)
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Fixes #7990. ## Summary `Dataset.map` crashed with `AttributeError: 'NoneType' object has no attribute 'write'` when the user's map function returned `None` for the first few examples and a `dict` (or `pa.Table` / DataFrame) for later ones. The writer was initialized only when `i == 0` (or `i[0] == 0` in batched mod...
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The full dataset viewer is not available (click to read why). Only showing a preview of the rows. Job manager crashed while running this job (missing heartbeats). Error code: JobManagerCrashedError
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### Describe the bug The full dataset viewer is not available (click to read why). Only showing a preview of the rows. Job manager crashed while running this job (missing heartbeats). Error code: JobManagerCrashedError see: https://huggingface.co/datasets/Genius-Society/tt100k/viewer ### Steps to reproduce the bug...
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Nightly OSS: Bug loading `sentence-transformers/parallel-sentences`
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Automated nightly Codex contribution for https://github.com/huggingface/datasets/issues/5081. Verification: - See the uploaded nightly artifacts for the Codex final report. - See this workflow run for exact commands and logs. This PR is generated by xodn348/oss-nightly-control and is opened ready for maintainer revie...
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Fix Parquet streaming hangs at the end of script
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the fix is applied for pyarrow<=24 for now since it involves a gc.collect() call that won't be needed as a fix is being added in arrow fix https://github.com/huggingface/datasets/issues/8169 fix https://github.com/huggingface/datasets/issues/7467
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Support fsspec 2026.4.0
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add a fix for https://github.com/fsspec/filesystem_spec/pull/2012
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feat: add `on_error` to Image/Audio/Video features and IterableDatase…
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…t.decode() Adds a new `on_error` parameter that controls how decoding failures are handled. This addresses the long-standing problem where a single corrupted sample in a streaming dataset (bad EXIF, truncated bytes, unidentified format, ...) raises an exception inside the generator frame and silently kills the enti...
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[ "Hi @lhoestq — this PR implements your design from issue #8165. Quick alignment check:\n\n- **Q1 (Exception scope)**: catch-all `except Exception` in all three feature decoders (Image/Audio/Video) ✅\n- **Q2 (Default)**: `on_error=\"raise\"` preserves current behavior ✅\n- **Q3 (Naming)**: exposed via `IterableDatas...
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fix(image): guard exif_transpose against corrupted EXIF rational tags
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## Summary When an `IterableDataset` contains images with corrupted EXIF metadata (e.g. a TIFF rational tag whose denominator is zero), `PIL.ImageOps.exif_transpose` raises `ZeroDivisionError` inside `Image.decode_example`. Because this exception escapes the internal generator frame, the streaming iterator dies immedi...
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Add batch(by_column=...)
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Will be useful for robotics dataset to batch samples by episode cc @pkooij example of usage: ```python from datasets import Dataset ds = Dataset.from_dict({"episode": [0] * 10 + [1] * 10, "frame": list(range(10)) * 2}) # ds = ds.to_iterable_dataset() ds = ds.batch(by_column="episode") for x in ds: pr...
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Dataset UI shows 0:00/0:00 for audio after push_to_hub
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I’m seeing an issue where audio previews in the dataset viewer show `0:00/0:00` after uploading with push_to_hub. ## What I did I tried to avoid `torchcodec` because I want to keep the packages small using the following code: ```python import io import os import shutil import tempfile from pathlib import Path imp...
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[ "Hello,\nI am trying to find my first issue to resolve. I can't reproduce your problem. When I go in the hub UI to your dataset. I can see the length of each audio. It takes some time to load \n\n## Dataset Card\n<img width=\"584\" height=\"644\" alt=\"Image\" src=\"https://github.com/user-attachments/assets/8b0e38...
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fix(map): fix progress bar exceeding total when load_from_cache_file=False
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## Summary When `load_from_cache_file=False`, the progress bar in `Dataset.map()` displayed a count that exceeded the dataset size (e.g. "800 examples" for a 400-row dataset). The bug: `pbar_initial` was computed using `len(existing_cache_files)`, which counts cache files on disk regardless of whether they would...
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_8170). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "hello! any update?", "> hello! any update?\r\n\r\nFixed a formatting issue and pushed...
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Streaming dataset hangs consistently
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### Describe the bug When loading a dataset with `streaming=True`, some background process prevents the script from ever returning (or at least for a very long time). This did not happen with `huggingface-hub < 1`. ### Steps to reproduce the bug from datasets import load_dataset ds = load_dataset("IRIIS-RESEARCH/N...
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[ "+1 also encountered", "I pushed a workaround for the current version of PyArrow (24.0.0) and older versions at https://github.com/huggingface/datasets/pull/8176\n\nFor future versions it should be fixed directly in PyArrow" ]
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docs(map): clarify that fn_kwargs yields a stable cache fingerprint vs closures
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## Summary When `Dataset.map()` or `Dataset.filter()` receives a closure that closes over an object containing non-deterministic state — for example a UUID, a random seed, or any mutable attribute of a class instance — `dill` serialises the **entire** captured object into the fingerprint. Two calls that are logically...
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[BUG] Abnormal progress bar in dataset.map when load_from_cache_file=False
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### Describe the bug datasets 4.8.5 ```python from datasets import load_dataset, load_from_disk data = load_from_disk('pretrain_cached_dataset/train') def dummy_map(example): return example dataset = data.map(dummy_map) dataset = data.map(dummy_map, load_from_cache_file=True) ...
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[ "https://github.com/huggingface/datasets/blob/4e3bf52ff436d841e61211dfa096b5c47197ae36/src/datasets/arrow_dataset.py#L3593-L3598", "Hi, can you provide more details on the issue ?", "<img width=\"340\" height=\"26\" alt=\"Image\" src=\"https://github.com/user-attachments/assets/0dca6f47-4a8d-4871-a908-f58df856e...
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Fix storage_options lookup for streaming Lance datasets
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In `Lance._split_generators`, the `storage_options` lookup used `files[0].split("://", 0)[0] + "://"`, which has two bugs that compound: `split("://", 0)` does not split at all (maxsplit=0), and the `storage_options` dict is keyed by the bare scheme (`"hf"`), not `"hf://"`. The lookup therefore always returned `None`, ...
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_8166). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "CI failure is unrelated and is due to https://github.com/pandas-dev/pandas/issues/65462...
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IterableDataset: corrupted EXIF image silently terminates streaming iterator instead of skipping the sample
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## Summary When iterating over a streaming `IterableDataset` that contains images with corrupted EXIF metadata (e.g., a TIFF rational tag with denominator=0), PIL raises `ZeroDivisionError` inside `exif_transpose`. This exception propagates through the HuggingFace `datasets` pipeline and **terminates the streaming ite...
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[ "Hi ! Would it be acceptable to return None instead of skipping ? This way we can provide the same API for non-streaming (since the length of the dataset is known in advance and fixed). Then a subsequent .filter call can take care of skipping the samples. Something like this maybe ?\n\n```python\nds = load_dataset(...
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Lance: HF auth token dropped for private repos in streaming mode (broken `storage_options` lookup)
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### Describe the bug When `Lance._split_generators` receives `hf://` URIs - i.e. anywhere a `StreamingDownloadManager` is in play (`load_dataset(..., streaming=True)`, `get_dataset_split_names`, and the dataset-viewer worker) - the HF auth token is silently dropped before reaching `lance.dataset(...)`. Lance then atte...
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[ "I can see the fix. Changing `split(\"://\", 0)` to `split(\"://\", 1)` and removing the `+ \"://\"` suffix. The key lookup should be `\"hf\"` not `\"hf://\"`. \nI'd like to submit a PR for this. Is this still open?", "Well, I am already writing a PR for this, and it is just about to be submitted." ]
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add agent trace prompt, sent_at, count fields
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- add agent trace metadata columns: `prompt`, `sent_at`, `num_user_messages`, and `num_tool_calls`. - extract `prompt` / `sent_at` from the first real user message for Claude Code, Pi/OpenClaw, and Codex traces.
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Include all test files in sdist via MANIFEST.in
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Fixes #8159. ## What's wrong The sdist on PyPI for `datasets==4.8.5` only ships **37 of the 95** files under `tests/`. Without an explicit `MANIFEST.in`, setuptools' default sdist behavior includes only top-level `tests/test_*.py` files and drops everything else. Files missing from the current sdist: - `tests/conft...
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Pass library_name/version to HfApi in dataset push and delete paths
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Adds `library_name="datasets"` and `library_version=__version__` to 12 bare `HfApi(endpoint=..., token=...)` instantiations across `hub.py`, `arrow_dataset.py`, `iterable_dataset.py`, and `dataset_dict.py`. Commits made via `push_to_hub` / `delete_from_hub` currently report a User-Agent of `unknown/None; hf_hub/X.Y.Z; ...
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feat: add TsFile (Apache IoTDB) packaged builder with per-device wide format
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Closes #7922 ## Summary Add a packaged builder for [TsFile](https://tsfile.apache.org/) — the columnar time-series file format used as the native storage layer of [Apache IoTDB](https://iotdb.apache.org/). This enables `load_dataset("tsfile", data_files="...")` with automatic `.tsfile` extension detection. ### Data ...
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[ "Hi team 👋\n\nA bit of background on me: I'm a PMC member of both [Apache TsFile](https://tsfile.apache.org/) and [Apache IoTDB](https://iotdb.apache.org/), and one of the core contributors to the TsFile format specification and its Python SDK ([`tsfile` on PyPI](https://pypi.org/project/tsfile/)). I've been worki...
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tests/conftest.py, tests/_test_patching.py, tests/fixtures/fsspec.py and other files are missing from the PYPI distribution
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### Describe the bug Version: 4.8.5 ### Steps to reproduce the bug n/a ### Expected behavior n/a ### Environment info n/a
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Fix revision-aware cache lookup in load_dataset
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Fixes #7928 When `load_dataset()` falls back to the local cache, for example when offline or when the Hub is unreachable, it ignores the `revision` argument and simply returns the most recently modified cached version. This can lead to unexpected behavior when a specific revision is requested. This happens becaus...
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Fix base_path in integration tests
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Fix null in embed storage
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Fix tilde expansion for local data_files paths
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Summary - expand `~` before classifying local `data_files` patterns - add a regression test covering `resolve_pattern(os.path.join("~", ...), ...)` Impact - `load_dataset(..., data_files="~/path/to/file.parquet")` currently treats `~` as a literal relative directory under the working tree instead of the user's home di...
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fix mask in embed_storage for remote files
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following https://github.com/huggingface/datasets/pull/8150
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don't embed remote files in download_and_prepare to parquet
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fix the viewer at https://huggingface.co/datasets/raivn/vn-test/discussions/1 kinda related: https://github.com/huggingface/datasets/issues/5717
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