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Fix release instructions
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Fix release instructions. During last release, I had to make this additional update.
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[FSTimeoutError] load_dataset
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### Describe the bug When using `load_dataset`to load [HuggingFaceM4/VQAv2](https://huggingface.co/datasets/HuggingFaceM4/VQAv2), I am getting `FSTimeoutError`. ### Error ``` TimeoutError: The above exception was the direct cause of the following exception: FSTimeoutError Traceback (most recent call last) [/usr/local/lib/python3.10/dist-packages/fsspec/asyn.py](https://klh9mr78js-496ff2e9c6d22116-0-colab.googleusercontent.com/outputframe.html?vrz=colab_20240924-060116_RC00_678132060#) in sync(loop, func, timeout, *args, **kwargs) 99 if isinstance(return_result, asyncio.TimeoutError): 100 # suppress asyncio.TimeoutError, raise FSTimeoutError --> 101 raise FSTimeoutError from return_result 102 elif isinstance(return_result, BaseException): 103 raise return_result FSTimeoutError: ``` It usually fails around 5-6 GB. <img width="847" alt="Screenshot 2024-09-26 at 9 10 19 PM" src="https://github.com/user-attachments/assets/ff91995a-fb55-4de6-8214-94025d6c8470"> ### Steps to reproduce the bug To reproduce it, run this in colab notebook: ``` !pip install -q -U datasets from datasets import load_dataset ds = load_dataset('HuggingFaceM4/VQAv2', split="train[:10%]") ``` ### Expected behavior It should download properly. ### Environment info Using Colab Notebook.
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Set dev version
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Add torchdata as a regular test dependency
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Add `torchdata` as a regular test dependency. Note that previously, `torchdata` was installed from their repo and current main branch (0.10.0.dev) requires Python>=3.9. Also note they made a recent release: 0.8.0 on Jul 31, 2024. Fix #7171.
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CI is broken: No solution found when resolving dependencies
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2024-09-26T07:24:58
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See: https://github.com/huggingface/datasets/actions/runs/11046967444/job/30687294297 ``` Run uv pip install --system -r additional-tests-requirements.txt --no-deps × No solution found when resolving dependencies: ╰─▶ Because the current Python version (3.8.18) does not satisfy Python>=3.9 and torchdata==0.10.0a0+1a98f21 depends on Python>=3.9, we can conclude that torchdata==0.10.0a0+1a98f21 cannot be used. And because only torchdata==0.10.0a0+1a98f21 is available and you require torchdata, we can conclude that your requirements are unsatisfiable. Error: Process completed with exit code 1. ```
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Support JSON lines with missing columns
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Support JSON lines with missing columns. Fix #7169. The implemented test raised: ``` datasets.table.CastError: Couldn't cast age: int64 to {'age': Value(dtype='int32', id=None), 'name': Value(dtype='string', id=None)} because column names don't match ``` Related to: - #7160 - #7162
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2024-09-25T04:43:28
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JSON lines with missing columns raise CastError: > CastError: Couldn't cast ... to ... because column names don't match Related to: - #7159 - #7161
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The dataset viewer should be available soon. Please retry later.
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### Describe the bug After waiting for 2 hours, it still presents ``The dataset viewer should be available soon. Please retry later.'' ### Steps to reproduce the bug dataset link: https://huggingface.co/datasets/BryanW/HI_EDIT ### Expected behavior Present the dataset viewer. ### Environment info NA
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Disallow video push_to_hub
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fix docs relative links
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Small addition to video docs
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7,262
Allow video with disabeld decoding without decord
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for the viewer, this way it can use Video(decode=False) and doesn't need decord (which causes segfaults)
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Don't embed videos
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don't include video bytes when running download_and_prepare(format="parquet") this also affects push_to_hub which will just upload the local paths of the videos though
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7,258
Always set non-null writer batch size
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bug introduced in #7230, it was preventing the Viewer limit writes to work
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7,257
fix ci for pyarrow 18
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Retry all requests timeouts
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as reported in https://github.com/huggingface/datasets/issues/6843
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fix decord import
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delay the import until Video() is instantiated + also import duckdb first (otherwise importing duckdb later causes a segfault)
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Add IterableDataset.shard()
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Will be useful to distribute a dataset across workers (other than pytorch) like spark I also renamed `.n_shards` -> `.num_shards` for consistency and kept the old name for backward compatibility. And a few changes in internal functions for consistency as well (rank, world_size -> num_shards, index) Breaking change: the new default for `contiguous` in `Dataset.shard()` is `True`, but imo not a big deal since I couldn't find any usage of `contiguous=False` internally (we always do contiguous=True for map-style datasets since its more optimized) or in the wild
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Missing video docs
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Basic XML support (mostly copy pasted from text)
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enable the viewer for datasets like https://huggingface.co/datasets/FrancophonIA/e-calm (there will be more and more apparently)
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Set dev version
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use huggingface_hub offline mode
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and better handling of LocalEntryNotfoundError cc @Wauplin follow up to #7234
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`push_to_hub` overwrite argument
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2024-10-20T03:23:26
2024-10-24T17:39:08
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### Feature request Add an `overwrite` argument to the `push_to_hub` method. ### Motivation I want to overwrite a repo without deleting it on Hugging Face. Is this possible? I couldn't find anything in the documentation or tutorials. ### Your contribution I can create a PR.
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[MINOR:TYPO] Update arrow_dataset.py
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Fix wrong link. csv kwargs docstring link was pointing to pandas json docs.
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6 days, 2:56:40
https://api.github.com/repos/huggingface/datasets/issues/7234
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2,594,220,624
PR_kwDODunzps5-8Z_-
7,234
No need for dataset_info
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2024-10-17T09:54:03
2024-10-22T12:30:40
2024-10-21T16:44:34
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save a useless call to /api/datasets/repo_id
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4 days, 6:50:31
https://api.github.com/repos/huggingface/datasets/issues/7232
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2,593,720,548
PR_kwDODunzps5-62rY
7,232
(Super tiny doc update) Mention to_polars
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2024-10-17T06:08:53
2024-10-24T23:11:05
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polars is also quite popular now, thus this tiny update can tell users polars is supported
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7 days, 8:57:23
https://api.github.com/repos/huggingface/datasets/issues/7231
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2,592,011,737
PR_kwDODunzps5-1jP8
7,231
Fix typo in image dataset docs
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2024-10-16T14:05:46
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Fix typo in image dataset docs. Typo reported by @datavistics.
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https://api.github.com/repos/huggingface/datasets/issues/7230
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2,589,531,942
PR_kwDODunzps5-ttUV
7,230
Video support
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2024-10-15T18:17:29
2024-10-24T16:39:51
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(wip and experimental) adding the `Video` type based on `VideoReader` from `decord` ```python >>>from datasets import load_dataset >>> ds = load_dataset("path/to/videos", split="train").with_format("torch") >>> print(ds[0]["video"]) <decord.video_reader.VideoReader object at 0x337a47910> >>> print(ds[0]["video"][0]) tensor([[[73, 73, 73], [73, 73, 73], [73, 73, 73], ..., [23, 23, 23], [23, 23, 23], [23, 23, 23]]], dtype=torch.uint8) ``` the storage is the same as for audio and images: `{"path": pa.string(), "bytes": pa.binary()}` and I did a small to keep the hf:// URL in the "path" field if possible, this way the viewer can link to fiels on the hub if possible
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8 days, 22:22:21
https://api.github.com/repos/huggingface/datasets/issues/7229
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2,588,847,398
PR_kwDODunzps5-rgrx
7,229
handle config_name=None in push_to_hub
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2024-10-15T13:48:57
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This caught me out - thought it might be better to explicitly handle None?
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9 days, 4:02:55
https://api.github.com/repos/huggingface/datasets/issues/7219
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bump fsspec
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Preserve features in iterable dataset.filter
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Fixes example in #7208 - I'm not sure what other checks I should do? @lhoestq I also haven't thought hard about the concatenate / interleaving example iterables but think this might work assuming that features are either all identical or None?
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Iterable dataset.filter should not override features
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### Describe the bug When calling filter on an iterable dataset, the features get set to None ### Steps to reproduce the bug import numpy as np import time from datasets import Dataset, Features, Array3D ```python features=Features(**{"array0": Array3D((None, 10, 10), dtype="float32"), "array1": Array3D((None,10,10), dtype="float32")}) dataset = Dataset.from_dict({f"array{i}": [np.zeros((x,10,10), dtype=np.float32) for x in [2000,1000]*25] for i in range(2)}, features=features) ds = dataset.to_iterable_dataset() orig_column_names = ds.column_names ds = ds.filter(lambda x: True) assert ds.column_names == orig_column_names ``` ### Expected behavior Filter should preserve features information ### Environment info 3.0.2
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we're not using the benchmarks anymore + they were not working anyway due to token permissions I keep the code in case we ever want to re-run the benchmark manually
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fix unbatched arrow map for iterable datasets
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Fixes the bug when applying map to an arrow-formatted iterable dataset described here: https://github.com/huggingface/datasets/issues/6833#issuecomment-2399903885 ```python from datasets import load_dataset ds = load_dataset("rotten_tomatoes", split="train", streaming=True) ds = ds.with_format("arrow").map(lambda x: x) for ex in ds: pass ``` @lhoestq
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with_format docstring
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reported at https://github.com/huggingface/datasets/issues/3444
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Resolve #6256. As far as I tested, `HF_DATASETS_CACHE` was ignored and I could not specify the cache directory at all except for the default one by this environment variable. `HF_HOME` has worked. Perhaps the recent change on file downloading by `huggingface_hub` could affect this bug. In my testing, I could not specify the cache directory even by `load_dataset("dataset_name" cache_dir="...")`. It might be another issue. I also welcome any advice to solve this issue.
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https://api.github.com/repos/huggingface/datasets/issues/7194
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7,194
datasets.exceptions.DatasetNotFoundError for private dataset
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2024-10-03T07:49:36
2024-10-03T10:09:28
2024-10-03T10:09:28
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### Describe the bug The following Python code tries to download a private dataset and fails with the error `datasets.exceptions.DatasetNotFoundError: Dataset 'ClimatePolicyRadar/all-document-text-data-weekly' doesn't exist on the Hub or cannot be accessed.`. Downloading a public dataset doesn't work. ``` py from datasets import load_dataset _ = load_dataset("ClimatePolicyRadar/all-document-text-data-weekly") ``` This seems to be just an issue with my machine config as the code above works with a colleague's machine. So far I have tried: - logging back out and in from the Huggingface CLI using `huggingface-cli logout` - manually removing the token cache at `/Users/kalyan/.cache/huggingface/token` (found using `huggingface-cli env`) - manually passing a token in `load_dataset` My output of `huggingface-cli whoami`: ``` kdutia orgs: ClimatePolicyRadar ``` ### Steps to reproduce the bug ``` python Python 3.12.2 (main, Feb 6 2024, 20:19:44) [Clang 15.0.0 (clang-1500.1.0.2.5)] on darwin Type "help", "copyright", "credits" or "license" for more information. >>> from datasets import load_dataset >>> _ = load_dataset("ClimatePolicyRadar/all-document-text-data-weekly") Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/Users/kalyan/Library/Caches/pypoetry/virtualenvs/open-data-cnKQNmjn-py3.12/lib/python3.12/site-packages/datasets/load.py", line 2074, in load_dataset builder_instance = load_dataset_builder( ^^^^^^^^^^^^^^^^^^^^^ File "/Users/kalyan/Library/Caches/pypoetry/virtualenvs/open-data-cnKQNmjn-py3.12/lib/python3.12/site-packages/datasets/load.py", line 1795, in load_dataset_builder dataset_module = dataset_module_factory( ^^^^^^^^^^^^^^^^^^^^^^^ File "/Users/kalyan/Library/Caches/pypoetry/virtualenvs/open-data-cnKQNmjn-py3.12/lib/python3.12/site-packages/datasets/load.py", line 1659, in dataset_module_factory raise e1 from None File "/Users/kalyan/Library/Caches/pypoetry/virtualenvs/open-data-cnKQNmjn-py3.12/lib/python3.12/site-packages/datasets/load.py", line 1597, in dataset_module_factory raise DatasetNotFoundError(f"Dataset '{path}' doesn't exist on the Hub or cannot be accessed.") from e datasets.exceptions.DatasetNotFoundError: Dataset 'ClimatePolicyRadar/all-document-text-data-weekly' doesn't exist on the Hub or cannot be accessed. >>> ``` ### Expected behavior The dataset downloads successfully. ### Environment info From `huggingface-cli env`: ``` - huggingface_hub version: 0.25.1 - Platform: macOS-14.2.1-arm64-arm-64bit - Python version: 3.12.2 - Running in iPython ?: No - Running in notebook ?: No - Running in Google Colab ?: No - Running in Google Colab Enterprise ?: No - Token path ?: /Users/kalyan/.cache/huggingface/token - Has saved token ?: True - Who am I ?: kdutia - Configured git credential helpers: osxkeychain - FastAI: N/A - Tensorflow: N/A - Torch: N/A - Jinja2: 3.1.4 - Graphviz: N/A - keras: N/A - Pydot: N/A - Pillow: N/A - hf_transfer: N/A - gradio: N/A - tensorboard: N/A - numpy: 2.1.1 - pydantic: N/A - aiohttp: 3.10.8 - ENDPOINT: https://huggingface.co - HF_HUB_CACHE: /Users/kalyan/.cache/huggingface/hub - HF_ASSETS_CACHE: /Users/kalyan/.cache/huggingface/assets - HF_TOKEN_PATH: /Users/kalyan/.cache/huggingface/token - HF_HUB_OFFLINE: False - HF_HUB_DISABLE_TELEMETRY: False - HF_HUB_DISABLE_PROGRESS_BARS: None - HF_HUB_DISABLE_SYMLINKS_WARNING: False - HF_HUB_DISABLE_EXPERIMENTAL_WARNING: False - HF_HUB_DISABLE_IMPLICIT_TOKEN: False - HF_HUB_ENABLE_HF_TRANSFER: False - HF_HUB_ETAG_TIMEOUT: 10 - HF_HUB_DOWNLOAD_TIMEOUT: 10 ``` from `datasets-cli env`: ``` - `datasets` version: 3.0.1 - Platform: macOS-14.2.1-arm64-arm-64bit - Python version: 3.12.2 - `huggingface_hub` version: 0.25.1 - PyArrow version: 17.0.0 - Pandas version: 2.2.3 - `fsspec` version: 2024.6.1 ```
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Pin multiprocess<0.70.1 to align with dill<0.3.9
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2024-10-02T05:40:18
2024-10-02T06:08:25
2024-10-02T06:08:23
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Pin multiprocess<0.70.1 to align with dill<0.3.9. Note that multiprocess-0.70.1 requires dill-0.3.9: https://github.com/uqfoundation/multiprocess/releases/tag/0.70.17 Fix #7186.
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7,186
pinning `dill<0.3.9` without pinning `multiprocess`
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2024-10-01T22:29:32
2024-10-02T06:08:24
2024-10-02T06:08:24
NONE
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### Describe the bug The [latest `multiprocess` release](https://github.com/uqfoundation/multiprocess/releases/tag/0.70.17) requires `dill>=0.3.9` which causes issues when installing `datasets` without backtracking during package version resolution. Is it possible to add a pin for multiprocess so something like `multiprocess<=0.70.16` so that the `dill` version is compatible? ### Steps to reproduce the bug NA ### Expected behavior NA ### Environment info NA
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CI benchmarks are broken
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2024-10-01T08:16:08
2024-10-09T16:07:48
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Since Aug 30, 2024, CI benchmarks are broken: https://github.com/huggingface/datasets/actions/runs/11108421214/job/30861323975 ``` {"level":"error","message":"Resource not accessible by integration","name":"HttpError","request":{"body":"{\"body\":\"<details>\\n<summary>Show benchmarks</summary>\\n\\nPyArrow==8.0.0\\n\\n<details>\\n<summary>Show updated benchmarks!</summary>\\n\\n### Benchmark: benchmark_array_xd.json\\n\\n| metric | read_batch_formatted_as_numpy after write_array2d | ... "headers":{"accept":"application/vnd.github.v3+json","authorization":"token [REDACTED]","content-type":"application/json; charset=utf-8","user-agent":"octokit-rest.js/18.0.0 octokit-core.js/3.6.0 Node.js/16.20.2 (linux; x64)"},"method":"POST","request":{"agent":{"_events":{},"_eventsCount":2,"cache": ... "response":{"data":{"documentation_url":"https://docs.github.com/rest/issues/comments#create-an-issue-comment","message":"Resource not accessible by integration","status":"403"}, ... "stack":"HttpError: Resource not accessible by integration\n at /usr/lib/node_modules/@dvcorg/cml/node_modules/@octokit/request/dist-node/index.js:86:21\n at processTicksAndRejections (node:internal/process/task_queues:96:5)\n at async Job.doExecute (/usr/lib/node_modules/@dvcorg/cml/node_modules/bottleneck/light.js:405:18)","status":403} ```
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https://api.github.com/repos/huggingface/datasets/issues/7184
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7,184
Pin dill<0.3.9 to fix CI
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2024-09-30T14:38:59
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Pin dill<0.3.9 to fix CI for deps-latest. Note that dill-0.3.9 was released yesterday Sep 29, 2024: - https://pypi.org/project/dill/0.3.9/ - https://github.com/uqfoundation/dill/releases/tag/0.3.9 Fix #7183.
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7,183
CI is broken for deps-latest
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See: https://github.com/huggingface/datasets/actions/runs/11106149906/job/30853879890 ``` =========================== short test summary info ============================ FAILED tests/test_arrow_dataset.py::BaseDatasetTest::test_filter_caching_on_disk - AssertionError: Lists differ: [{'fi[44 chars] {'filename': '/tmp/tmp6xcyyjs4/cache-9533fe2601cd3e48.arrow'}] != [{'fi[44 chars] {'filename': '/tmp/tmp6xcyyjs4/cache-e6e0a8b830976289.arrow'}] First differing element 1: {'filename': '/tmp/tmp6xcyyjs4/cache-9533fe2601cd3e48.arrow'} {'filename': '/tmp/tmp6xcyyjs4/cache-e6e0a8b830976289.arrow'} [{'filename': '/tmp/tmp6xcyyjs4/dataset0.arrow'}, - {'filename': '/tmp/tmp6xcyyjs4/cache-9533fe2601cd3e48.arrow'}] ? ^^^^^ -------- + {'filename': '/tmp/tmp6xcyyjs4/cache-e6e0a8b830976289.arrow'}] ? ++++++++++ ^^ + FAILED tests/test_arrow_dataset.py::BaseDatasetTest::test_map_caching_on_disk - AssertionError: Lists differ: [{'filename': '/tmp/tmp5gxrti_n/cache-e58d327daec8626f.arrow'}] != [{'filename': '/tmp/tmp5gxrti_n/cache-d87234c5763e54a3.arrow'}] First differing element 0: {'filename': '/tmp/tmp5gxrti_n/cache-e58d327daec8626f.arrow'} {'filename': '/tmp/tmp5gxrti_n/cache-d87234c5763e54a3.arrow'} - [{'filename': '/tmp/tmp5gxrti_n/cache-e58d327daec8626f.arrow'}] ? ^^ ----------- + [{'filename': '/tmp/tmp5gxrti_n/cache-d87234c5763e54a3.arrow'}] ? +++++++++++ ^^ FAILED tests/test_fingerprint.py::TokenizersHashTest::test_hash_regex - NameError: name 'log' is not defined FAILED tests/test_fingerprint.py::RecurseHashTest::test_hash_ignores_line_definition_of_function - AssertionError: '52e56ee04ad92499' != '0a4f75cec280f634' - 52e56ee04ad92499 + 0a4f75cec280f634 FAILED tests/test_fingerprint.py::RecurseHashTest::test_hash_ipython_function - AssertionError: 'a6bd2041ca63d6c0' != '517bf36b7eecdef5' - a6bd2041ca63d6c0 + 517bf36b7eecdef5 FAILED tests/test_fingerprint.py::HashingTest::test_hash_tiktoken_encoding - NameError: name 'log' is not defined FAILED tests/test_fingerprint.py::HashingTest::test_hash_torch_compiled_module - NameError: name 'log' is not defined FAILED tests/test_fingerprint.py::HashingTest::test_hash_torch_generator - NameError: name 'log' is not defined FAILED tests/test_fingerprint.py::HashingTest::test_hash_torch_tensor - NameError: name 'log' is not defined FAILED tests/test_fingerprint.py::HashingTest::test_set_doesnt_depend_on_order - NameError: name 'log' is not defined FAILED tests/test_fingerprint.py::HashingTest::test_set_stable - NameError: name 'log' is not defined ERROR tests/test_iterable_dataset.py::test_iterable_dataset_from_file - NameError: name 'log' is not defined = 11 failed, 2850 passed, 3 skipped, 23 warnings, 1 error in 191.06s (0:03:11) = ```
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7,182
Support features in metadata configs
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2024-09-30T11:14:53
2024-10-09T16:03:57
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Support features in metadata configs, like: ``` configs: - config_name: default features: - name: id dtype: int64 - name: name dtype: string - name: score dtype: float64 ``` This will allow to avoid inference of data types. Currently, we allow passing this information in the `dataset_info` (instead of `configs`) field, but this is not intuitive and it is not properly documented. TODO: - [ ] Document usage
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9 days, 4:49:01
https://api.github.com/repos/huggingface/datasets/issues/7181
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PR_kwDODunzps59Br4E
7,181
Fix datasets export to JSON
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2024-11-01T11:55:36
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I_kwDODunzps6YPq6O
7,180
Memory leak when wrapping datasets into PyTorch Dataset without explicit deletion
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NONE
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### Describe the bug I've encountered a memory leak when wrapping the HuggingFace dataset into a PyTorch Dataset. The RAM usage constantly increases during iteration if items are not explicitly deleted after use. ### Steps to reproduce the bug Steps to reproduce: Create a PyTorch Dataset wrapper for 'nebula/cc12m': ```` from torch.utils.data import Dataset from tqdm import tqdm from datasets import load_dataset from torchvision import transforms Image.MAX_IMAGE_PIXELS = None class CC12M(Dataset): def __init__(self, path_or_name='nebula/cc12m', split='train', transform=None, single_caption=True): self.raw_dataset = load_dataset(path_or_name)[split] if transform is None: self.transform = transforms.Compose([ transforms.Resize((224, 224)), transforms.CenterCrop(224), transforms.ToTensor(), transforms.Normalize( mean=[0.48145466, 0.4578275, 0.40821073], std=[0.26862954, 0.26130258, 0.27577711] ) ]) else: self.transform = transforms.Compose(transform) self.single_caption = single_caption self.length = len(self.raw_dataset) def __len__(self): return self.length def __getitem__(self, index): item = self.raw_dataset[index] caption = item['txt'] with io.BytesIO(item['webp']) as buffer: image = Image.open(buffer).convert('RGB') if self.transform: image = self.transform(image) # del item # Uncomment this line to prevent the memory leak return image, caption ```` Iterate through the dataset without the del item line in __getitem__. Observe RAM usage increasing constantly. Add del item at the end of __getitem__: ``` def __getitem__(self, index): item = self.raw_dataset[index] caption = item['txt'] with io.BytesIO(item['webp']) as buffer: image = Image.open(buffer).convert('RGB') if self.transform: image = self.transform(image) del item # This line prevents the memory leak return image, caption ``` Iterate through the dataset again and observe that RAM usage remains stable. ### Expected behavior Expected behavior: RAM usage should remain stable during iteration without needing to explicitly delete items. Actual behavior: RAM usage constantly increases unless items are explicitly deleted after use ### Environment info - `datasets` version: 2.21.0 - Platform: Linux-4.18.0-513.5.1.el8_9.x86_64-x86_64-with-glibc2.28 - Python version: 3.12.4 - `huggingface_hub` version: 0.24.6 - PyArrow version: 17.0.0 - Pandas version: 2.2.2 - `fsspec` version: 2024.6.1
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Support Python 3.11
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Support Python 3.11. Fix #7178.
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Support Python 3.11
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Support Python 3.11: https://peps.python.org/pep-0664/
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Fix release instructions
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Fix release instructions. During last release, I had to make this additional update.
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[FSTimeoutError] load_dataset
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### Describe the bug When using `load_dataset`to load [HuggingFaceM4/VQAv2](https://huggingface.co/datasets/HuggingFaceM4/VQAv2), I am getting `FSTimeoutError`. ### Error ``` TimeoutError: The above exception was the direct cause of the following exception: FSTimeoutError Traceback (most recent call last) [/usr/local/lib/python3.10/dist-packages/fsspec/asyn.py](https://klh9mr78js-496ff2e9c6d22116-0-colab.googleusercontent.com/outputframe.html?vrz=colab_20240924-060116_RC00_678132060#) in sync(loop, func, timeout, *args, **kwargs) 99 if isinstance(return_result, asyncio.TimeoutError): 100 # suppress asyncio.TimeoutError, raise FSTimeoutError --> 101 raise FSTimeoutError from return_result 102 elif isinstance(return_result, BaseException): 103 raise return_result FSTimeoutError: ``` It usually fails around 5-6 GB. <img width="847" alt="Screenshot 2024-09-26 at 9 10 19 PM" src="https://github.com/user-attachments/assets/ff91995a-fb55-4de6-8214-94025d6c8470"> ### Steps to reproduce the bug To reproduce it, run this in colab notebook: ``` !pip install -q -U datasets from datasets import load_dataset ds = load_dataset('HuggingFaceM4/VQAv2', split="train[:10%]") ``` ### Expected behavior It should download properly. ### Environment info Using Colab Notebook.
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Set dev version
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Add `torchdata` as a regular test dependency. Note that previously, `torchdata` was installed from their repo and current main branch (0.10.0.dev) requires Python>=3.9. Also note they made a recent release: 0.8.0 on Jul 31, 2024. Fix #7171.
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See: https://github.com/huggingface/datasets/actions/runs/11046967444/job/30687294297 ``` Run uv pip install --system -r additional-tests-requirements.txt --no-deps × No solution found when resolving dependencies: ╰─▶ Because the current Python version (3.8.18) does not satisfy Python>=3.9 and torchdata==0.10.0a0+1a98f21 depends on Python>=3.9, we can conclude that torchdata==0.10.0a0+1a98f21 cannot be used. And because only torchdata==0.10.0a0+1a98f21 is available and you require torchdata, we can conclude that your requirements are unsatisfiable. Error: Process completed with exit code 1. ```
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Support JSON lines with missing columns
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Support JSON lines with missing columns. Fix #7169. The implemented test raised: ``` datasets.table.CastError: Couldn't cast age: int64 to {'age': Value(dtype='int32', id=None), 'name': Value(dtype='string', id=None)} because column names don't match ``` Related to: - #7160 - #7162
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2024-09-25T04:43:28
2024-09-26T06:42:08
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JSON lines with missing columns raise CastError: > CastError: Couldn't cast ... to ... because column names don't match Related to: - #7159 - #7161
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7,168
sd1.5 diffusers controlnet training script gives new error
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2024-09-25T01:42:49
2024-09-30T05:24:03
2024-09-30T05:24:02
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### Describe the bug This will randomly pop up during training now ``` Traceback (most recent call last): File "/workspace/diffusers/examples/controlnet/train_controlnet.py", line 1192, in <module> main(args) File "/workspace/diffusers/examples/controlnet/train_controlnet.py", line 1041, in main for step, batch in enumerate(train_dataloader): File "/usr/local/lib/python3.11/dist-packages/accelerate/data_loader.py", line 561, in __iter__ next_batch = next(dataloader_iter) ^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/torch/utils/data/dataloader.py", line 630, in __next__ data = self._next_data() ^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/torch/utils/data/dataloader.py", line 673, in _next_data data = self._dataset_fetcher.fetch(index) # may raise StopIteration ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/torch/utils/data/_utils/fetch.py", line 50, in fetch data = self.dataset.__getitems__(possibly_batched_index) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/arrow_dataset.py", line 2746, in __getitems__ batch = self.__getitem__(keys) ^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/arrow_dataset.py", line 2742, in __getitem__ return self._getitem(key) ^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/arrow_dataset.py", line 2727, in _getitem formatted_output = format_table( ^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/formatting/formatting.py", line 639, in format_table return formatter(pa_table, query_type=query_type) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/formatting/formatting.py", line 407, in __call__ return self.format_batch(pa_table) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/formatting/formatting.py", line 521, in format_batch batch = self.python_features_decoder.decode_batch(batch) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/formatting/formatting.py", line 228, in decode_batch return self.features.decode_batch(batch) if self.features else batch ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/features/features.py", line 2084, in decode_batch [ File "/usr/local/lib/python3.11/dist-packages/datasets/features/features.py", line 2085, in <listcomp> decode_nested_example(self[column_name], value, token_per_repo_id=token_per_repo_id) File "/usr/local/lib/python3.11/dist-packages/datasets/features/features.py", line 1403, in decode_nested_example return schema.decode_example(obj, token_per_repo_id=token_per_repo_id) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/features/image.py", line 188, in decode_example image.load() # to avoid "Too many open files" errors ``` ### Steps to reproduce the bug Train on diffusers sd1.5 controlnet example script This will pop up randomly, you can see in wandb below when i manually resume run everytime this error appears ![image](https://github.com/user-attachments/assets/87e9a6af-cb3c-4398-82e7-d6a90add8d31) ### Expected behavior Training to continue without above error ### Environment info - datasets version: 3.0.0 - Platform: Linux-6.5.0-44-generic-x86_64-with-glibc2.35 - Python version: 3.11.9 - huggingface_hub version: 0.25.1 - PyArrow version: 17.0.0 - Pandas version: 2.2.3 - fsspec version: 2024.6.1 Training on 4090
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7,167
Error Mapping on sd3, sdxl and upcoming flux controlnet training scripts in diffusers
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2024-09-25T01:39:51
2024-09-30T05:28:15
2024-09-30T05:28:04
NONE
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### Describe the bug ``` Map: 6%|██████ | 8000/138120 [19:27<5:16:36, 6.85 examples/s] Traceback (most recent call last): File "/workspace/diffusers/examples/controlnet/train_controlnet_sd3.py", line 1416, in <module> main(args) File "/workspace/diffusers/examples/controlnet/train_controlnet_sd3.py", line 1132, in main train_dataset = train_dataset.map(compute_embeddings_fn, batched=True, new_fingerprint=new_fingerprint) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/arrow_dataset.py", line 560, in wrapper out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.11/dist-packages/datasets/arrow_dataset.py", line 3035, in map for rank, done, content in Dataset._map_single(**dataset_kwargs): File "/usr/local/lib/python3.11/dist-packages/datasets/arrow_dataset.py", line 3461, in _map_single writer.write_batch(batch) File "/usr/local/lib/python3.11/dist-packages/datasets/arrow_writer.py", line 567, in write_batch self.write_table(pa_table, writer_batch_size) File "/usr/local/lib/python3.11/dist-packages/datasets/arrow_writer.py", line 579, in write_table pa_table = pa_table.combine_chunks() ^^^^^^^^^^^^^^^^^^^^^^^^^ File "pyarrow/table.pxi", line 4387, in pyarrow.lib.Table.combine_chunks File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status pyarrow.lib.ArrowInvalid: offset overflow while concatenating arrays Traceback (most recent call last): File "/usr/local/bin/accelerate", line 8, in <module> sys.exit(main()) ^^^^^^ File "/usr/local/lib/python3.11/dist-packages/accelerate/commands/accelerate_cli.py", line 48, in main args.func(args) File "/usr/local/lib/python3.11/dist-packages/accelerate/commands/launch.py", line 1174, in launch_command simple_launcher(args) File "/usr/local/lib/python3.11/dist-packages/accelerate/commands/launch.py", line 769, in simple_launcher ``` ### Steps to reproduce the bug The dataset has no problem training on sd1.5 controlnet train script ### Expected behavior Script not randomly erroing with error above ### Environment info - `datasets` version: 3.0.0 - Platform: Linux-6.5.0-44-generic-x86_64-with-glibc2.35 - Python version: 3.11.9 - `huggingface_hub` version: 0.25.1 - PyArrow version: 17.0.0 - Pandas version: 2.2.3 - `fsspec` version: 2024.6.1 training on A100
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7,166
fix docstring code example for distributed shuffle
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close https://github.com/huggingface/datasets/issues/7163
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fix increase_load_count
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it was failing since 3.0 and therefore not updating download counts on HF or in our dashboard
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Set explicit seed in iterable dataset ddp shuffling example
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2024-09-23T11:34:06
2024-09-24T14:40:15
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### Describe the bug In the examples section of the iterable dataset docs https://huggingface.co/docs/datasets/en/package_reference/main_classes#datasets.IterableDataset the ddp example shuffles without seeding ```python from datasets.distributed import split_dataset_by_node ids = ds.to_iterable_dataset(num_shards=512) ids = ids.shuffle(buffer_size=10_000) # will shuffle the shards order and use a shuffle buffer when you start iterating ids = split_dataset_by_node(ds, world_size=8, rank=0) # will keep only 512 / 8 = 64 shards from the shuffled lists of shards when you start iterating dataloader = torch.utils.data.DataLoader(ids, num_workers=4) # will assign 64 / 4 = 16 shards from this node's list of shards to each worker when you start iterating for example in ids: pass ``` This code would - I think - raise an error due to the lack of an explicit seed: https://github.com/huggingface/datasets/blob/2eb4edb97e1a6af2ea62738ec58afbd3812fc66e/src/datasets/iterable_dataset.py#L1707-L1711 ### Steps to reproduce the bug Run example code ### Expected behavior Add explicit seeding to example code ### Environment info latest datasets
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Support JSON lines with empty struct
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Support JSON lines with empty struct. Fix #7161. Related to: - #7160
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JSON lines with empty struct raise ArrowTypeError: struct fields don't match or are in the wrong order See example: https://huggingface.co/datasets/wikimedia/structured-wikipedia/discussions/5 > ArrowTypeError: struct fields don't match or are in the wrong order: Input fields: struct<> output fields: struct<pov_count: int64, update_count: int64, citation_needed_count: int64> Related to: - #7159
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Support JSON lines with missing struct fields
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Support JSON lines with missing struct fields. Fix #7159. The implemented test raised: ``` TypeError: Couldn't cast array of type struct<age: int64> to {'age': Value(dtype='int32', id=None), 'name': Value(dtype='string', id=None)} ```
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JSON lines with missing struct fields raise TypeError: Couldn't cast array of type. See example: https://huggingface.co/datasets/wikimedia/structured-wikipedia/discussions/5 One would expect that the struct missing fields are added with null values.
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Fix zero proba interleave datasets
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2024-09-24T14:33:54
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fix https://github.com/huggingface/datasets/issues/7147
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Dataset viewer not working! Failure due to more than 32 splits.
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2024-09-18T12:43:21
2024-09-18T13:20:03
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Hello guys, I have a dataset and I didn't know I couldn't upload more than 32 splits. Now, my dataset viewer is not working. I don't have the dataset locally on my node anymore and recreating would take a week. And I have to publish the dataset coming Monday. I read about the practice, how I can resolve it and avoid this issue in the future. But, at the moment I need a hard fix for two of my datasets. And I don't want to mess or change anything and allow everyone in public to see the dataset and interact with it. Can you please help me? https://huggingface.co/datasets/laion/Wikipedia-X https://huggingface.co/datasets/laion/Wikipedia-X-Full
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Support ndjson data files
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Support `ndjson` (Newline Delimited JSON) data files. Fix #7153.
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Support data files with .ndjson extension
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2024-09-18T05:54:45
2024-09-19T11:25:15
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### Feature request Support data files with `.ndjson` extension. ### Motivation We already support data files with `.jsonl` extension. ### Your contribution I am opening a PR.
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Align filename prefix splitting with WebDataset library
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2024-09-16T06:07:39
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Align filename prefix splitting with WebDataset library. This PR uses the same `base_plus_ext` function as the one used by the `webdataset` library. Fix #7150. Related to #7144.
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WebDataset loader splits keys differently than WebDataset library
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0
2024-09-16T06:02:47
2024-09-16T15:26:35
2024-09-16T15:26:35
MEMBER
null
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As reported by @ragavsachdeva (see discussion here: https://github.com/huggingface/datasets/pull/7144#issuecomment-2348307792), our webdataset loader is not aligned with the `webdataset` library when splitting keys from filenames. For example, we get a different key splitting for filename `/some/path/22.0/1.1.png`: - datasets library: `/some/path/22` and `0/1.1.png` - webdataset library: `/some/path/22.0/1`, `1.png` ```python import webdataset as wds wds.tariterators.base_plus_ext("/some/path/22.0/1.1.png") # ('/some/path/22.0/1', '1.png') ```
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Datasets Unknown Keyword Argument Error - task_templates
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2024-09-13T10:30:57
2024-09-13T14:10:48
2024-09-13T14:10:48
NONE
null
null
null
### Describe the bug Issue ```python from datasets import load_dataset examples = load_dataset('facebook/winoground', use_auth_token=<YOUR USER ACCESS TOKEN>) ``` Gives error ``` TypeError: DatasetInfo.__init__() got an unexpected keyword argument 'task_templates' ``` A simple downgrade to lower `datasets v 2.21.0` solves it. ### Steps to reproduce the bug 1. `pip install datsets` 2. ```python from datasets import load_dataset examples = load_dataset('facebook/winoground', use_auth_token=<YOUR USER ACCESS TOKEN>) ``` ### Expected behavior Should load the dataset correctly. ### Environment info - Datasets version `3.0.0` - `transformers` version: 4.45.0.dev0 - Platform: Linux-6.8.0-40-generic-x86_64-with-glibc2.35 - Python version: 3.12.4 - Huggingface_hub version: 0.24.6 - Safetensors version: 0.4.5 - Accelerate version: 0.35.0.dev0 - Accelerate config: not found - PyTorch version (GPU?): 2.4.1+cu121 (True) - Tensorflow version (GPU?): not installed (NA) - Flax version (CPU?/GPU?/TPU?): not installed (NA) - Jax version: not installed - JaxLib version: not installed - Using GPU in script?: Yes
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Bug: Error when downloading mteb/mtop_domain
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2024-09-13T04:09:39
2024-09-14T15:11:35
2024-09-14T15:11:35
NONE
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### Describe the bug When downloading the dataset "mteb/mtop_domain", ran into the following error: ``` Traceback (most recent call last): File "/share/project/xzy/test/test_download.py", line 3, in <module> data = load_dataset("mteb/mtop_domain", "en", trust_remote_code=True) File "/opt/conda/lib/python3.10/site-packages/datasets/load.py", line 2606, in load_dataset builder_instance = load_dataset_builder( File "/opt/conda/lib/python3.10/site-packages/datasets/load.py", line 2277, in load_dataset_builder dataset_module = dataset_module_factory( File "/opt/conda/lib/python3.10/site-packages/datasets/load.py", line 1923, in dataset_module_factory raise e1 from None File "/opt/conda/lib/python3.10/site-packages/datasets/load.py", line 1896, in dataset_module_factory ).get_module() File "/opt/conda/lib/python3.10/site-packages/datasets/load.py", line 1507, in get_module local_path = self.download_loading_script() File "/opt/conda/lib/python3.10/site-packages/datasets/load.py", line 1467, in download_loading_script return cached_path(file_path, download_config=download_config) File "/opt/conda/lib/python3.10/site-packages/datasets/utils/file_utils.py", line 211, in cached_path output_path = get_from_cache( File "/opt/conda/lib/python3.10/site-packages/datasets/utils/file_utils.py", line 689, in get_from_cache fsspec_get( File "/opt/conda/lib/python3.10/site-packages/datasets/utils/file_utils.py", line 395, in fsspec_get fs.get_file(path, temp_file.name, callback=callback) File "/opt/conda/lib/python3.10/site-packages/huggingface_hub/hf_file_system.py", line 648, in get_file http_get( File "/opt/conda/lib/python3.10/site-packages/huggingface_hub/file_download.py", line 578, in http_get raise EnvironmentError( OSError: Consistency check failed: file should be of size 2191 but has size 2190 ((…)ets/mteb/mtop_domain@main/mtop_domain.py). We are sorry for the inconvenience. Please retry with `force_download=True`. If the issue persists, please let us know by opening an issue on https://github.com/huggingface/huggingface_hub. ``` Try to download through HF datasets directly but got the same error as above. ```python from datasets import load_dataset data = load_dataset("mteb/mtop_domain", "en") ``` ### Steps to reproduce the bug ```python from datasets import load_dataset data = load_dataset("mteb/mtop_domain", "en", force_download=True) ``` With and without `force_download=True` both ran into the same error. ### Expected behavior Should download the dataset successfully. ### Environment info - datasets version: 2.21.0 - huggingface-hub version: 0.24.6
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IterableDataset strange deadlock
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2024-09-12T18:59:33
2024-09-23T09:32:27
2024-09-21T17:37:34
NONE
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### Describe the bug ``` import datasets import torch.utils.data num_shards = 1024 def gen(shards): for shard in shards: if shard < 25: yield {"shard": shard} def main(): dataset = datasets.IterableDataset.from_generator( gen, gen_kwargs={"shards": list(range(num_shards))}, ) dataset = dataset.shuffle(buffer_size=1) dataset = datasets.interleave_datasets( [dataset, dataset], probabilities=[1, 0], stopping_strategy="all_exhausted" ) dataset = dataset.shuffle(buffer_size=1) dataloader = torch.utils.data.DataLoader( dataset, batch_size=8, num_workers=8, ) for i, batch in enumerate(dataloader): print(batch) if i >= 10: break print() if __name__ == "__main__": for _ in range(100): main() ``` ### Steps to reproduce the bug Running the script above, at some point it will freeze. - Changing `num_shards` from 1024 to 25 avoids the issue - Commenting out the final shuffle avoids the issue - Commenting out the interleave_datasets call avoids the issue As an aside, if you comment out just the final shuffle, the output from interleave_datasets is not shuffled at all even though there's the shuffle before it. So something about that shuffle config is not being propagated to interleave_datasets. ### Expected behavior The script should not freeze. ### Environment info - `datasets` version: 3.0.0 - Platform: macOS-14.6.1-arm64-arm-64bit - Python version: 3.12.5 - `huggingface_hub` version: 0.24.7 - PyArrow version: 17.0.0 - Pandas version: 2.2.2 - `fsspec` version: 2024.6.1 I observed this with 2.21.0 initially, then tried upgrading to 3.0.0 and could still repro.
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Set dev version
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Fix key error in webdataset
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2024-09-11T10:50:17
2024-09-16T06:23:37
2024-09-13T04:31:37
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I was running into ``` example[field_name] = {"path": example["__key__"] + "." + field_name, "bytes": example[field_name]} KeyError: 'png' ``` The issue is that a filename may have multiple "." e.g. `22.05.png`. Changing `split` to `rsplit` fixes it. Related https://github.com/huggingface/datasets/issues/6880
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Modify add_column() to optionally accept a FeatureType as param
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2024-09-08T10:56:57
2024-09-17T06:01:23
2024-09-16T15:11:01
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Fix #7142. **Before (Add + Cast)**: ``` from datasets import load_dataset, Value ds = load_dataset("rotten_tomatoes", split="test") lst = [i for i in range(len(ds))] ds = ds.add_column("new_col", lst) # Assigns int64 to new_col by default print(ds.features) ds = ds.cast_column("new_col", Value(dtype="uint16", id=None)) print(ds.features) ``` **Before (Numpy Workaround)**: ``` from datasets import load_dataset import numpy as np ds = load_dataset("rotten_tomatoes", split="test") lst = [i for i in range(len(ds))] ds = ds.add_column("new_col", np.array(lst, dtype=np.uint16)) print(ds.features) ``` **After**: ``` from datasets import load_dataset, Value ds = load_dataset("rotten_tomatoes", split="test") lst = [i for i in range(len(ds))] val = Value(dtype="uint16", id=None)) ds = ds.add_column("new_col", lst, feature=val) print(ds.features) ```
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7,142
Specifying datatype when adding a column to a dataset.
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2024-09-08T07:34:24
2024-09-17T03:46:32
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CONTRIBUTOR
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### Feature request There should be a way to specify the datatype of a column in `datasets.add_column()`. ### Motivation To specify a custom datatype, we have to use `datasets.add_column()` followed by `datasets.cast_column()` which is slow for large datasets. Another workaround is to pass a `numpy.array()` of desired type to the `datasets.add_column()` function. IMO this functionality should be natively supported. https://discuss.huggingface.co/t/add-column-with-a-particular-type-in-datasets/95674 ### Your contribution I can submit a PR for this.
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Older datasets throwing safety errors with 2.21.0
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2024-09-06T16:26:30
2024-09-06T21:14:14
2024-09-06T19:09:29
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### Describe the bug The dataset loading was throwing some safety errors for this popular dataset `wmt14`. [in]: ``` import datasets # train_data = datasets.load_dataset("wmt14", "de-en", split="train") train_data = datasets.load_dataset("wmt14", "de-en", split="train") val_data = datasets.load_dataset("wmt14", "de-en", split="validation[:10%]") ``` [out]: ``` --------------------------------------------------------------------------- KeyError Traceback (most recent call last) [<ipython-input-9-445f0ecc4817>](https://localhost:8080/#) in <cell line: 4>() 2 3 # train_data = datasets.load_dataset("wmt14", "de-en", split="train") ----> 4 train_data = datasets.load_dataset("wmt14", "de-en", split="train") 5 val_data = datasets.load_dataset("wmt14", "de-en", split="validation[:10%]") 12 frames [/usr/local/lib/python3.10/dist-packages/huggingface_hub/hf_api.py](https://localhost:8080/#) in __init__(self, **kwargs) 636 if security is not None: 637 security = BlobSecurityInfo( --> 638 safe=security["safe"], av_scan=security["avScan"], pickle_import_scan=security["pickleImportScan"] 639 ) 640 self.security = security KeyError: 'safe' ``` ### Steps to reproduce the bug See above. ### Expected behavior Dataset properly loaded. ### Environment info version: 2.21.0
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Disable implicit token in CI
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Disable implicit token in CI. This PR allows running CI tests locally without implicitly using the local user HF token. For example, run locally the tests in: - #7124
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Fix wrong SHA in CI tests of HubDatasetModuleFactoryWithParquetExport
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Fix wrong SHA in CI tests of HubDatasetModuleFactoryWithParquetExport.
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7,124
Test get_dataset_config_info with non-existing/gated/private dataset
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Test get_dataset_config_info with non-existing/gated/private dataset. Related to: - #7109 See also: - https://github.com/huggingface/dataset-viewer/pull/3037: https://github.com/huggingface/dataset-viewer/pull/3037/commits/bb1a7e00c53c242088597cab6572e4fd57797ecb
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Fix typed examples iterable state dict
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fix https://github.com/huggingface/datasets/issues/7085 as noted by @VeryLazyBoy and reported by @AjayP13
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don't mention the script if trust_remote_code=False
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See https://huggingface.co/datasets/Omega02gdfdd/bioclip-demo-zero-shot-mistakes for example. The error is: ``` FileNotFoundError: Couldn't find a dataset script at /src/services/worker/Omega02gdfdd/bioclip-demo-zero-shot-mistakes/bioclip-demo-zero-shot-mistakes.py or any data file in the same directory. Couldn't find 'Omega02gdfdd/bioclip-demo-zero-shot-mistakes' on the Hugging Face Hub either: FileNotFoundError: Unable to find 'hf://datasets/Omega02gdfdd/bioclip-demo-zero-shot-mistakes@12b0313ba4c3189ee5a24cb76200959e9bf7492e/data.csv' with any supported extension ['.csv', '.tsv', '.json', '.jsonl', '.parquet', '.geoparquet', '.gpq', '.arrow', '.txt', '.tar', '.blp', '.bmp', '.dib', '.bufr', '.cur', '.pcx', '.dcx', '.dds', '.ps', '.eps', '.fit', '.fits', '.fli', '.flc', '.ftc', '.ftu', '.gbr', '.gif', '.grib', '.h5', '.hdf', '.png', '.apng', '.jp2', '.j2k', '.jpc', '.jpf', '.jpx', '.j2c', '.icns', '.ico', '.im', '.iim', '.tif', '.tiff', '.jfif', '.jpe', '.jpg', '.jpeg', '.mpg', '.mpeg', '.msp', '.pcd', '.pxr', '.pbm', '.pgm', '.ppm', '.pnm', '.psd', '.bw', '.rgb', '.rgba', '.sgi', '.ras', '.tga', '.icb', '.vda', '.vst', '.webp', '.wmf', '.emf', '.xbm', '.xpm', '.BLP', '.BMP', '.DIB', '.BUFR', '.CUR', '.PCX', '.DCX', '.DDS', '.PS', '.EPS', '.FIT', '.FITS', '.FLI', '.FLC', '.FTC', '.FTU', '.GBR', '.GIF', '.GRIB', '.H5', '.HDF', '.PNG', '.APNG', '.JP2', '.J2K', '.JPC', '.JPF', '.JPX', '.J2C', '.ICNS', '.ICO', '.IM', '.IIM', '.TIF', '.TIFF', '.JFIF', '.JPE', '.JPG', '.JPEG', '.MPG', '.MPEG', '.MSP', '.PCD', '.PXR', '.PBM', '.PGM', '.PPM', '.PNM', '.PSD', '.BW', '.RGB', '.RGBA', '.SGI', '.RAS', '.TGA', '.ICB', '.VDA', '.VST', '.WEBP', '.WMF', '.EMF', '.XBM', '.XPM', '.aiff', '.au', '.avr', '.caf', '.flac', '.htk', '.svx', '.mat4', '.mat5', '.mpc2k', '.ogg', '.paf', '.pvf', '.raw', '.rf64', '.sd2', '.sds', '.ircam', '.voc', '.w64', '.wav', '.nist', '.wavex', '.wve', '.xi', '.mp3', '.opus', '.AIFF', '.AU', '.AVR', '.CAF', '.FLAC', '.HTK', '.SVX', '.MAT4', '.MAT5', '.MPC2K', '.OGG', '.PAF', '.PVF', '.RAW', '.RF64', '.SD2', '.SDS', '.IRCAM', '.VOC', '.W64', '.WAV', '.NIST', '.WAVEX', '.WVE', '.XI', '.MP3', '.OPUS', '.zip'] ``` The issue there is that a `configs` parameter is set in the README, while the mentioned data file (`data.csv`) does not exist.
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Install transformers with numpy-2 CI
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Install transformers with numpy-2 CI. Note that transformers no longer pins numpy < 2 since transformers-4.43.0: - https://github.com/huggingface/transformers/pull/32018 - https://github.com/huggingface/transformers/releases/tag/v4.43.0
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Allow numpy-2.1 and test it without audio extra
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Allow numpy-2.1 and test it without audio extra. This PR reverts: - #7114 Note that audio extra tests can be included again with numpy-2.1 once next numba-0.61.0 version is released.
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datasets cannot handle nested json if features is given.
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### Describe the bug I have a json named temp.json. ```json {"ref1": "ABC", "ref2": "DEF", "cuts":[{"cut1": 3, "cut2": 5}]} ``` I want to load it. ```python ds = datasets.load_dataset('json', data_files="./temp.json", features=datasets.Features({ 'ref1': datasets.Value('string'), 'ref2': datasets.Value('string'), 'cuts': datasets.Sequence({ "cut1": datasets.Value("uint16"), "cut2": datasets.Value("uint16") }) })) ``` The above code does not work. However, I can load it without giving features. ```python ds = datasets.load_dataset('json', data_files="./temp.json") ``` Is it possible to load integers as uint16 to save some memory? ### Steps to reproduce the bug As in the bug description. ### Expected behavior The data are loaded and integers are uint16. ### Environment info Copy-and-paste the text below in your GitHub issue. - `datasets` version: 2.21.0 - Platform: Linux-5.15.0-118-generic-x86_64-with-glibc2.35 - Python version: 3.11.9 - `huggingface_hub` version: 0.24.5 - PyArrow version: 17.0.0 - Pandas version: 2.2.2 - `fsspec` version: 2024.5.0
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module 'pyarrow.lib' has no attribute 'ListViewType'
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### Describe the bug Code: `!pipuninstall -y pyarrow !pip install --no-cache-dir pyarrow !pip uninstall -y pyarrow !pip install pyarrow --no-cache-dir !pip install --upgrade datasets transformers pyarrow !pip install pyarrow.parquet ! pip install pyarrow-core libparquet !pip install pyarrow --no-cache-dir !pip install pyarrow !pip install transformers !pip install --upgrade datasets !pip install datasets ! pip install pyarrow ! pip install pyarrow.lib ! pip install pyarrow.parquet !pip install transformers import pyarrow as pa print(pa.__version__) from datasets import load_dataset import pyarrow.parquet as pq import pyarrow.lib as lib import pandas as pd from transformers import AutoTokenizer, AutoModelForSequenceClassification, Trainer, TrainingArguments from datasets import load_dataset from transformers import AutoTokenizer ! pip install pyarrow-core libparquet # Load the dataset for content moderation dataset = load_dataset("PolyAI/banking77") # Example dataset for customer support # Initialize the tokenizer tokenizer = AutoTokenizer.from_pretrained("facebook/opt-350m") # Tokenize the dataset def tokenize_function(examples): return tokenizer(examples['text'], padding="max_length", truncation=True) # Apply tokenization to the entire dataset tokenized_datasets = dataset.map(tokenize_function, batched=True) # Check the first few tokenized samples print(tokenized_datasets['train'][0]) from transformers import AutoModelForSequenceClassification, Trainer, TrainingArguments # Load the model model = AutoModelForSequenceClassification.from_pretrained("facebook/opt-350m", num_labels=77) # Define training arguments training_args = TrainingArguments( output_dir="./results", per_device_train_batch_size=16, per_device_eval_batch_size=16, num_train_epochs=3, eval_strategy="epoch", # save_strategy="epoch", logging_dir="./logs", learning_rate=2e-5, ) # Initialize the Trainer trainer = Trainer( model=model, args=training_args, train_dataset=tokenized_datasets["train"], eval_dataset=tokenized_datasets["test"], ) # Train the model trainer.train() # Evaluate the model trainer.evaluate() ` AttributeError Traceback (most recent call last) [<ipython-input-23-60bed3143a93>](https://localhost:8080/#) in <cell line: 22>() 20 21 ---> 22 from datasets import load_dataset 23 import pyarrow.parquet as pq 24 import pyarrow.lib as lib 5 frames [/usr/local/lib/python3.10/dist-packages/datasets/__init__.py](https://localhost:8080/#) in <module> 15 __version__ = "2.21.0" 16 ---> 17 from .arrow_dataset import Dataset 18 from .arrow_reader import ReadInstruction 19 from .builder import ArrowBasedBuilder, BeamBasedBuilder, BuilderConfig, DatasetBuilder, GeneratorBasedBuilder [/usr/local/lib/python3.10/dist-packages/datasets/arrow_dataset.py](https://localhost:8080/#) in <module> 74 75 from . import config ---> 76 from .arrow_reader import ArrowReader 77 from .arrow_writer import ArrowWriter, OptimizedTypedSequence 78 from .data_files import sanitize_patterns [/usr/local/lib/python3.10/dist-packages/datasets/arrow_reader.py](https://localhost:8080/#) in <module> 27 28 import pyarrow as pa ---> 29 import pyarrow.parquet as pq 30 from tqdm.contrib.concurrent import thread_map 31 [/usr/local/lib/python3.10/dist-packages/pyarrow/parquet/__init__.py](https://localhost:8080/#) in <module> 18 # flake8: noqa 19 ---> 20 from .core import * [/usr/local/lib/python3.10/dist-packages/pyarrow/parquet/core.py](https://localhost:8080/#) in <module> 31 32 try: ---> 33 import pyarrow._parquet as _parquet 34 except ImportError as exc: 35 raise ImportError( /usr/local/lib/python3.10/dist-packages/pyarrow/_parquet.pyx in init pyarrow._parquet() AttributeError: module 'pyarrow.lib' has no attribute 'ListViewType' ### Steps to reproduce the bug https://colab.research.google.com/drive/1HNbsg3tHxUJOHVtYIaRnNGY4T2PnLn4a?usp=sharing ### Expected behavior Looks like there is an issue with datasets and pyarrow ### Environment info google colab python huggingface Found existing installation: pyarrow 17.0.0 Uninstalling pyarrow-17.0.0: Successfully uninstalled pyarrow-17.0.0 Collecting pyarrow Downloading pyarrow-17.0.0-cp310-cp310-manylinux_2_28_x86_64.whl.metadata (3.3 kB) Requirement already satisfied: numpy>=1.16.6 in /usr/local/lib/python3.10/dist-packages (from pyarrow) (1.26.4) Downloading pyarrow-17.0.0-cp310-cp310-manylinux_2_28_x86_64.whl (39.9 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 39.9/39.9 MB 188.9 MB/s eta 0:00:00 Installing collected packages: pyarrow ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts. cudf-cu12 24.4.1 requires pyarrow<15.0.0a0,>=14.0.1, but you have pyarrow 17.0.0 which is incompatible. ibis-framework 8.0.0 requires pyarrow<16,>=2, but you have pyarrow 17.0.0 which is incompatible. Successfully installed pyarrow-17.0.0 WARNING: The following packages were previously imported in this runtime: [pyarrow] You must restart the runtime in order to use newly installed versions.
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Temporarily pin numpy<2.1 to fix CI
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2024-08-20T08:42:57
2024-08-20T09:09:27
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Temporarily pin numpy<2.1 to fix CI. Fix #7111.
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Stream dataset does not iterate if the batch size is larger than the dataset size (related to drop_last_batch)
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2024-08-20T08:26:40
2024-08-26T04:24:11
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### Describe the bug Hi there, I use streaming and interleaving to combine multiple datasets saved in jsonl files. The size of dataset can vary (from 100ish to 100k-ish). I use dataset.map() and a big batch size to reduce the IO cost. It was working fine with datasets-2.16.1 but this problem shows up after I upgraded to datasets-2.19.2. With 2.21.0 the problem remains. Please see the code below to reproduce the problem. The dataset can iterate correctly if we set either streaming=False or drop_last_batch=False. I have to use drop_last_batch=True since it's for distributed training. ### Steps to reproduce the bug ```python # datasets==2.21.0 import datasets def data_prepare(examples): print(examples["sentence1"][0]) return examples batch_size = 101 # the size of the dataset is 100 # the dataset iterates correctly if we set either streaming=False or drop_last_batch=False dataset = datasets.load_dataset("mteb/biosses-sts", split="test", streaming=True) dataset = dataset.map(lambda x: data_prepare(x), drop_last_batch=True, batched=True, batch_size=batch_size) for ex in dataset: print(ex) pass ``` ### Expected behavior The dataset iterates regardless of the batch size. ### Environment info - `datasets` version: 2.21.0 - Platform: Linux-6.1.58+-x86_64-with-glibc2.35 - Python version: 3.10.14 - `huggingface_hub` version: 0.24.5 - PyArrow version: 17.0.0 - Pandas version: 2.2.2 - `fsspec` version: 2024.2.0
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CI is broken for numpy-2: Failed to fetch wheel: llvmlite==0.34.0
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Ci is broken with error `Failed to fetch wheel: llvmlite==0.34.0`: https://github.com/huggingface/datasets/actions/runs/10466825281/job/28984414269 ``` Run uv pip install --system "datasets[tests_numpy2] @ ." Resolved 150 packages in 4.42s error: Failed to prepare distributions Caused by: Failed to fetch wheel: llvmlite==0.34.0 Caused by: Build backend failed to build wheel through `build_wheel()` with exit status: 1 --- stdout: running bdist_wheel /home/runner/.cache/uv/builds-v0/.tmpcyKh8S/bin/python /home/runner/.cache/uv/built-wheels-v3/pypi/llvmlite/0.34.0/wrk1bNwq1gleSiznvrSEZ/llvmlite-0.34.0.tar.gz/ffi/build.py LLVM version... --- stderr: Traceback (most recent call last): File "/home/runner/.cache/uv/built-wheels-v3/pypi/llvmlite/0.34.0/wrk1bNwq1gleSiznvrSEZ/llvmlite-0.34.0.tar.gz/ffi/build.py", line 105, in main_posix out = subprocess.check_output([llvm_config, '--version']) File "/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/subprocess.py", line 421, in check_output return run(*popenargs, stdout=PIPE, timeout=timeout, check=True, File "/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/subprocess.py", line 503, in run with Popen(*popenargs, **kwargs) as process: File "/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/subprocess.py", line 971, in __init__ self._execute_child(args, executable, preexec_fn, close_fds, File "/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/subprocess.py", line 1863, in _execute_child raise child_exception_type(errno_num, err_msg, err_filename) FileNotFoundError: [Errno 2] No such file or directory: 'llvm-config' During handling of the above exception, another exception occurred: Traceback (most recent call last): File "/home/runner/.cache/uv/built-wheels-v3/pypi/llvmlite/0.34.0/wrk1bNwq1gleSiznvrSEZ/llvmlite-0.34.0.tar.gz/ffi/build.py", line 191, in <module> main() File "/home/runner/.cache/uv/built-wheels-v3/pypi/llvmlite/0.34.0/wrk1bNwq1gleSiznvrSEZ/llvmlite-0.34.0.tar.gz/ffi/build.py", line 181, in main main_posix('linux', '.so') File "/home/runner/.cache/uv/built-wheels-v3/pypi/llvmlite/0.34.0/wrk1bNwq1gleSiznvrSEZ/llvmlite-0.34.0.tar.gz/ffi/build.py", line 107, in main_posix raise RuntimeError("%s failed executing, please point LLVM_CONFIG " RuntimeError: llvm-config failed executing, please point LLVM_CONFIG to the path for llvm-config error: command '/home/runner/.cache/uv/builds-v0/.tmpcyKh8S/bin/python' failed with exit code 1 ```
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7,110
Fix ConnectionError for gated datasets and unauthenticated users
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2024-08-20T05:26:54
2024-08-20T15:11:35
2024-08-20T09:14:35
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Fix `ConnectionError` for gated datasets and unauthenticated users. See: - https://github.com/huggingface/dataset-viewer/issues/3025 Note that a recent change in the Hub returns dataset info for gated datasets and unauthenticated users, instead of raising a `GatedRepoError` as before. See: - https://github.com/huggingface/huggingface_hub/issues/2457 This PR adds an additional check (/auth-check) for gated datasets and raises `DatasetNotFoundError` for unauthenticated users, as it was the case before the change in the Hub. - Fix suggested by @Pierrci (thanks @Wauplin for pointing it out). Fix #7109.
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7,109
ConnectionError for gated datasets and unauthenticated users
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2024-08-19T13:27:45
2024-08-20T09:14:36
2024-08-20T09:14:35
MEMBER
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Since the Hub returns dataset info for gated datasets and unauthenticated users, there is dead code: https://github.com/huggingface/datasets/blob/98fdc9e78e6d057ca66e58a37f49d6618aab8130/src/datasets/load.py#L1846-L1852 We should remove the dead code and properly handle this case: currently we are raising a `ConnectionError` instead of a `DatasetNotFoundError` (as before). See: - https://github.com/huggingface/dataset-viewer/issues/3025 - https://github.com/huggingface/huggingface_hub/issues/2457
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7,108
website broken: Create a new dataset repository, doesn't create a new repo in Firefox
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2024-08-16T17:23:00
2024-08-19T13:21:12
2024-08-19T06:52:48
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### Describe the bug This issue is also reported here: https://discuss.huggingface.co/t/create-a-new-dataset-repository-broken-page/102644 This page is broken. https://huggingface.co/new-dataset I fill in the form with my text, and click `Create Dataset`. ![Screenshot 2024-08-16 at 15 55 37](https://github.com/user-attachments/assets/de16627b-7a55-4bcf-9f0b-a48227aabfe6) Then the form gets wiped. And no repo got created. No error message visible in the developer console. ![Screenshot 2024-08-16 at 15 56 54](https://github.com/user-attachments/assets/0520164b-431c-40a5-9634-11fd62c4f4c3) # Idea for improvement For better UX, if the repo cannot be created, then show an error message, that something went wrong. # Work around, that works for me ```python from huggingface_hub import HfApi, HfFolder repo_id = 'simon-arc-solve-fractal-v3' api = HfApi() username = api.whoami()['name'] repo_url = api.create_repo(repo_id=repo_id, exist_ok=True, private=True, repo_type="dataset") ``` ### Steps to reproduce the bug Go https://huggingface.co/new-dataset Fill in the form. Click `Create dataset`. Now the form is cleared. And the page doesn't jump anywhere. ### Expected behavior The moment the user clicks `Create dataset`, the repo gets created and the page jumps to the created repo. ### Environment info Firefox 128.0.3 (64-bit) macOS Sonoma 14.5
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https://api.github.com/repos/huggingface/datasets/issues/7107
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7,107
load_dataset broken in 2.21.0
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2024-08-16T14:59:51
2024-08-18T09:28:43
2024-08-18T09:27:12
NONE
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### Describe the bug `eval_set = datasets.load_dataset("tatsu-lab/alpaca_eval", "alpaca_eval_gpt4_baseline", trust_remote_code=True)` used to work till 2.20.0 but doesn't work in 2.21.0 In 2.20.0: ![Screenshot 2024-08-16 at 3 57 10 PM](https://github.com/user-attachments/assets/0516489b-8187-486d-bee8-88af3381dee9) in 2.21.0: ![Screenshot 2024-08-16 at 3 57 24 PM](https://github.com/user-attachments/assets/bc257570-f461-41e4-8717-90a69ed7c24f) ### Steps to reproduce the bug 1. Spin up a new google collab 2. `pip install datasets==2.21.0` 3. `import datasets` 4. `eval_set = datasets.load_dataset("tatsu-lab/alpaca_eval", "alpaca_eval_gpt4_baseline", trust_remote_code=True)` 5. Will throw an error. ### Expected behavior Try steps 1-5 again but replace datasets version with 2.20.0, it will work ### Environment info - `datasets` version: 2.21.0 - Platform: Linux-6.1.85+-x86_64-with-glibc2.35 - Python version: 3.10.12 - `huggingface_hub` version: 0.23.5 - PyArrow version: 17.0.0 - Pandas version: 2.1.4 - `fsspec` version: 2024.5.0
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1 day, 18:27:21