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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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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_8251). 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 conda build
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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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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_8213). 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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