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value:[Audio Features - DO NOT MERGE] PoC for adding an offset+sliced reading to audio file.
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value:This is a proof of concept for #7310 . The idea is to enable the access to others column of the dataset row when loading an audio file into a table. This is to allow sliced reading. As stated in the issue, many people have very long audio files and use start and stop slicing in this audio file. Right now, this...
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value:How to get the original dataset name with username?
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value:### Feature request The issue is related to ray data https://github.com/ray-project/ray/issues/49008 which it requires to check if the dataset is the original one just after `load_dataset` and parquet files are already available on hf hub. The solution used now is to get the dataset name, config and split, ...
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value:Enable the Audio Feature to decode / read with an offset + duration
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value:### Feature request For most large speech dataset, we do not wish to generate hundreds of millions of small audio samples. Instead, it is quite common to provide larger audio files with frame offset (soundfile start and stop arguments). We should be able to pass these arguments to Audio() (column ID correspondin...
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value:Allow manual configuration of Dataset Viewer for datasets not created with the `datasets` library
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value:#### **Problem Description** Currently, the Hugging Face Dataset Viewer automatically interprets dataset fields for datasets created with the `datasets` library. However, for datasets pushed directly via `git`, the Viewer: - Defaults to generic columns like `label` with `null` values if no explicit mapping is p...
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value:Faster parquet streaming + filters with predicate pushdown
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value:ParquetFragment.to_batches uses a buffered stream to read parquet data, which makes streaming faster (x2 on my laptop). I also added the `filters` config parameter to support filtering with predicate pushdown, e.g. ```python from datasets import load_dataset filters = [('problem_source', '==', 'math')] ...
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value:refactor: remove unnecessary else
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value:Creating new dataset from list loses information. (Audio Information Lost - either Datatype or Values).
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value:### Describe the bug When creating a dataset from a list of datapoints, information is lost of the individual items. Specifically, when creating a dataset from a list of datapoints (from another dataset). Either the datatype is lost or the values are lost. See examples below. -> What is the best way to ...
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value: Build Documentation Test Fails Due to "Bad Credentials" Error
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value:### Describe the bug The `Build documentation / build / build_main_documentation (push)` job is consistently failing during the "Syncing repository" step. The error occurs when attempting to determine the default branch name, resulting in "Bad credentials" errors. ### Steps to reproduce the bug 1. Trigger the ...
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value:Update iterable_dataset.py
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value:DataFilesNotFoundError for datasets LM1B
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value:### Describe the bug Cannot load the dataset https://huggingface.co/datasets/billion-word-benchmark/lm1b ### Steps to reproduce the bug `dataset = datasets.load_dataset('lm1b', split=split)` ### Expected behavior `Traceback (most recent call last): File "/home/hml/projects/DeepLearning/Generative_model/Di...
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value:update load_dataset doctring
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value:- remove canonical dataset name - remove dataset script logic - add streaming info - clearer download and prepare steps
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value:fix: update elasticsearch version
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value:This should fix the `test_py311 (windows latest, deps-latest` errors. ``` =========================== short test summary info =========================== ERROR tests/test_search.py - AttributeError: `np.float_` was removed in the NumPy 2.0 release. Use `np.float64` instead. ERROR tests/test_search.py - Attr...
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value:Efficient Image Augmentation in Hugging Face Datasets
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value:### Describe the bug I'm using the Hugging Face datasets library to load images in batch and would like to apply a torchvision transform to solve the inconsistent image sizes in the dataset and apply some on the fly image augmentation. I can just think about using the collate_fn, but seems quite inefficient. ...
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value:loading dataset issue with load_dataset() when training controlnet
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value:### Describe the bug i'm unable to load my dataset for [controlnet training](https://github.com/huggingface/diffusers/blob/074e12358bc17e7dbe111ea4f62f05dbae8a49d5/examples/controlnet/train_controlnet.py#L606) using load_dataset(). however, load_from_disk() seems to work? would appreciate if someone can explai...
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value:wrong return type for `IterableDataset.shard()`
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value:### Describe the bug `IterableDataset.shard()` has the wrong typing for its return as `"Dataset"`. It should be `"IterableDataset"`. Makes my IDE unhappy. ### Steps to reproduce the bug look at [the source code](https://github.com/huggingface/datasets/blob/main/src/datasets/iterable_dataset.py#L2668)? ### Exp...
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value:Remove upper version limit of fsspec[http]
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value:[BUG]: Streaming from S3 triggers `unexpected keyword argument 'requote_redirect_url'`
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value:### Describe the bug Note that this bug is only triggered when `streaming=True`. #5459 introduced always calling fsspec with `client_kwargs={"requote_redirect_url": False}`, which seems to have incompatibility issues even in the newest versions. Analysis of what's happening: 1. `datasets` passes the `cli...
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value:Remove `aiohttp` from direct dependencies
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value:The dependency is only used for catching an exception from other code. That can be done with an import guard.
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value:Updated inconsistent output in documentation examples for `ClassLabel`
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value:fix #7129 @stevhliu
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value:DataFilesNotFoundError for datasets `OpenMol/PubChemSFT`
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value:### Describe the bug Cannot load the dataset https://huggingface.co/datasets/OpenMol/PubChemSFT ### Steps to reproduce the bug ``` from datasets import load_dataset dataset = load_dataset('OpenMol/PubChemSFT') ``` ### Expected behavior ``` -----------------------------------------------------------------...
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value:Why return_tensors='pt' doesn't work?
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value:### Describe the bug I tried to add input_ids to dataset with map(), and I used the return_tensors='pt', but why I got the callback with the type of List? ![image](https://github.com/user-attachments/assets/ab046e20-2174-4e91-9cd6-4a296a43e83c) ### Steps to reproduce the bug ![image](https://github.com/user...
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value:`Dataset.save_to_disk` hangs when using num_proc > 1
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value:### Describe the bug Hi, I'm encountered a small issue when saving datasets that led to the saving taking up to multiple hours. Specifically, [`Dataset.save_to_disk`](https://huggingface.co/docs/datasets/main/en/package_reference/main_classes#datasets.Dataset.save_to_disk) is a lot slower when using `num_proc>1...
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value:Dataset viewer displays wrong statists
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value:### Describe the bug In [my dataset](https://huggingface.co/datasets/speedcell4/opus-unigram2), there is a column called `lang2`, and there are 94 different classes in total, but the viewer says there are 83 values only. This issue only arises in the `train` split. The total number of values is also 94 in the ...
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value:Support for identifier-based automated split construction
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value:### Feature request As far as I understand, automated construction of splits for hub datasets is currently based on either file names or directory structure ([as described here](https://huggingface.co/docs/datasets/en/repository_structure)) It would seem to be pretty useful to also allow splits to be based ...
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value:Concurrent loading in `load_from_disk` - `num_proc` as a param
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value:### Feature request https://github.com/huggingface/datasets/pull/6464 mentions a `num_proc` param while loading dataset from disk, but can't find that in the documentation and code anywhere ### Motivation Make loading large datasets from disk faster ### Your contribution Happy to contribute if given pointers
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value:support for custom feature encoding/decoding
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value:Fix for https://github.com/huggingface/datasets/issues/7220 as suggested in discussion, in preference to #7221 (only concern would be on effect on type checking with custom feature types that aren't covered by FeatureType?)
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value:Allow for variation in metadata file names as per issue #7123
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value:Allow metadata files to have an identifying preface. Specifically, it will recognize files with `-metadata.csv` or `_metadata.csv` as metadata files for the purposes of the dataset viewer functionality. Resolves #7123.
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value:Faulty datasets.exceptions.ExpectedMoreSplitsError
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value:### Describe the bug Trying to download only the 'validation' split of my dataset; instead hit the error `datasets.exceptions.ExpectedMoreSplitsError`. Appears to be the same undesired behavior as reported in [#6939](https://github.com/huggingface/datasets/issues/6939), but with `data_files`, not `data_dir`. ...
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value:### Describe the bug I get a FileNotFoundError: <img width="944" alt="image" src="https://github.com/user-attachments/assets/1336bc08-06f6-4682-a3c0-071ff65efa87"> ### Steps to reproduce the bug See screenshot. ### Expected behavior I want to load one audiofile from the dataset. ### Envi...
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value:Add filename in error message when ReadError or similar occur
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value:Please update error messages to include relevant information for debugging when loading datasets with `load_dataset()` that may have a few corrupted files. Whenever downloading a full dataset, some files might be corrupted (either at the source or from downloading corruption). However the errors often only le...
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value:### Introduction Hello there, I noticed that there are two ways to combine multiple datasets: Either through `datasets.concatenate_datasets` or `datasets.interleave_datasets`. However, to my knowledge (please correct me if I am wrong) both approaches require the datasets that are combined to have the same fea...
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value:- [x] Fixes #7276
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value:This PR updates https://huggingface.co/docs/datasets/loading to also link to the new video loading docs. cc @mfarre
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value:### Describe the bug Accessing audio dataset value throws `Format not recognised error` ### Steps to reproduce the bug **code:** ```py from datasets import load_dataset dataset = load_dataset("fawazahmed0/bug-audio") for data in dataset["train"]: print(data) ``` **output:** ```bash (...
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value:### Describe the bug I am performing two operations I see on a hugging face tutorial (Fine-tune a language model), and I am defining every aspect inside the mapped functions, also some imports of the library because it doesnt identify anything not defined outside that function where the dataset elements are bein...
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value:[MINOR:TYPO] Fix typo in exception text
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value:Raise error when `lines = False` and `batch_size < Dataset.num_rows` in `Dataset.to_json()`. Issue: #7037 Related PRs: #7039 #7181
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value:### Describe the bug I try to use a dataset with streaming=True, the issue I have is that the RAM usage becomes higher and higher until it is no longer sustainable. I understand that huggingface store data in ram during the streaming, and more worker in dataloader there are, more a lot of shard will be stor...
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value:### Describe the bug I have data saved with save_to_disk. The data is big (700Gb). When I try loading it, the only option is load_from_disk, and this function copies the data to a tmp directory, causing me to run out of disk space. Is there an alternative solution to that? ### Steps to reproduce the bug when t...
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value:### Describe the bug Hi, Decord is a dev dependency not maintained since couple years. It does not have an ARM package available rendering it uninstallable on non-intel based macs Suggestion is to move to eva-decord (https://github.com/georgia-tech-db/eva-decord) which doesnt have this problem. Ha...
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value:### 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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value:for the viewer, this way it can use Video(decode=False) and doesn't need decord (which causes segfaults)
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value:### Describe the bug I'm training the flux controlnet. The train_dataset.map() takes long time to finish. However, when I killed one training process and want to restart a new training with the same dataset. I can't reuse the mapped result even I defined the cache dir for the dataset. with accelerator.main_pr...
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value:### Describe the bug I tried following ways, the cache can't be disabled. I got 2T data, but I also got more than 2T cache file. I got pressure on storage. I need to diable cache or cleaned immediately after processed. Following ways are all not working, please give some help! ```python from datasets i...
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value: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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value:delay the import until Video() is instantiated + also import duckdb first (otherwise importing duckdb later causes a segfault)
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value:mismatch for datatypes when providing `Features` with `Array2D` and user specified `dtype` and using with_format("numpy")
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value:### Describe the bug If the user provides a `Features` type value to `datasets.Dataset` with members having `Array2D` with a value for `dtype`, it is not respected during `with_format("numpy")` which should return a `np.array` with `dtype` that the user provided for `Array2D`. It seems for floats, it will be set...
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value:### Describe the bug Unable to upload a large dataset zip from command line or UI. UI simply says error. I am trying to a upload a tar.gz file of 17GB. <img width="550" alt="image" src="https://github.com/user-attachments/assets/f9d29024-06c8-49c4-a109-0492cff79d34"> <img width="755" alt="image" src="https:/...
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value:Add IterableDataset.shard()
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value: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...
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value:enable the viewer for datasets like https://huggingface.co/datasets/FrancophonIA/e-calm (there will be more and more apparently)
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value:### Describe the bug I wanted to use my own script to handle the processing, and followed the tutorial documentation by rewriting the MyDatasetConfig and MyDatasetBuilder (which contains the _info,_split_generators and _generate_examples methods) classes. Testing with simple data was able to output the results o...
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value:### Describe the bug --------------------------------------------------------------------------- ModuleNotFoundError Traceback (most recent call last) [<ipython-input-9-13b5f31bd391>](https://bcb6shpazyu-496ff2e9c6d22116-0-colab.googleusercontent.com/outputframe.html?vrz=colab_20241022-06...
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value:Adding column with dict struction when mapping lead to wrong order
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value:### Describe the bug in `map()` function, I want to add a new column with a dict structure. ``` def map_fn(example): example['text'] = {'user': ..., 'assistant': ...} return example ``` However this leads to a wrong order `{'assistant':..., 'user':...}` in the dataset. Thus I can't concatenate two dat...
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value:use huggingface_hub offline mode
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value:and better handling of LocalEntryNotfoundError cc @Wauplin follow up to #7234
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value:ArrayXD with None as leading dim incompatible with DatasetCardData
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value:### Describe the bug Creating a dataset with ArrayXD features leads to errors when downloading from hub due to DatasetCardData removing the Nones @lhoestq ### Steps to reproduce the bug ```python import numpy as np from datasets import Array2D, Dataset, Features, load_dataset def examples_genera...
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value:`push_to_hub` overwrite argument
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value:### 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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value:Feature Request: Add functionality to pass split types like train, test in DatasetDict.map
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value:Hello datasets! We often encounter situations where we need to preprocess data differently depending on split types such as train, valid, and test. However, while DatasetDict.map has features to pass rank or index, there's no functionality to pass split types. Therefore, I propose adding a 'with_splits' ...
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value:incompatibily issue when using load_dataset with datasets==3.0.1
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value:### Describe the bug There is a bug when using load_dataset with dataset version at 3.0.1 . Please see below in the "steps to reproduce the bug". To resolve the bug, I had to downgrade to version 2.21.0 OS: Ubuntu 24 (AWS instance) Python: same bug under 3.12 and 3.10 The error I had was: Traceback (mo...
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value:[MINOR:TYPO] Update arrow_dataset.py
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value:Fix wrong link. csv kwargs docstring link was pointing to pandas json docs.
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value:数据集数量问题
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value:### Describe the bug 这里我进行大模型微调,当数据集数量为718时,模型可以正常微调,但是当我添加一个在前718个数据集中的数据或者新增一个数据就会报错 ### Steps to reproduce the bug 1. 这里我的数据集可以微调的最后两个数据集是: { "messages": [ { "role": "user", "content": "完成校正装置设计后需要进行哪些工作?" }, { "role": "assistant", "content": "一旦完成校正装置设计后,需要进行...
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value:(Super tiny doc update) Mention to_polars
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value:polars is also quite popular now, thus this tiny update can tell users polars is supported
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value:Fix typo in image dataset docs. Typo reported by @datavistics.
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value:(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...
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value:handle config_name=None in push_to_hub
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value:This caught me out - thought it might be better to explicitly handle None?
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value:### Feature request Structured data types (graphs etc.) might often be most efficiently stored as multiple columns, which then need to be combined during feature decoding Although it is currently possible to nest features as structs, my impression is that in particular when dealing with e.g. a feature compo...
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value:Implements #7210 using method suggested in https://github.com/huggingface/datasets/pull/7207#issuecomment-2411789307 ```python import numpy as np from datasets import Dataset, Features, Array3D features=Features(**{"array0": Array3D((None, 10, 10), dtype="float32"), "array1": Array3D((None,10,10), dtype="...
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value:Add R as a How to use from the Polars (R) Library as an option
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value:### Feature request The boiler plate code to access a dataset via the hugging face file system is very useful. Please addd ## Add Polars (R) option The equivailent code works, because the [Polars-R](https://github.com/pola-rs/r-polars) wrapper has hugging faces funcitonaliy as well. ```r library(pol...
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value:### Describe the bug We push changes to our datasets programmatically. Our git client jGit reports that the hf git server returns null as Content-Type after a push. ### Steps to reproduce the bug A basic kotlin application: ``` val person = PersonIdent( "padmalcom", "padmalcom@sth.com" ...
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value:fallback to default feature casting in case custom features not available during dataset loading
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value:a fix for #7223 in case datasets is happy to support this kind of extensibility! seems cool / powerful for allowing sharing of datasets with potentially different feature types
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value:### Describe the bug Datasets allows users to create and register custom features. However if datasets are then pushed to the hub, this means that anyone calling load_dataset without registering the custom Features in the same way as the dataset creator will get an error message. It would be nice to offer ...
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value:### Describe the bug In general, changing the type from string to null is allowed within a dataset — there are even examples of this in the documentation. However, if the dataset is large and unevenly distributed, this allowance stops working. The schema gets locked in after reading a chunk. Consequently,...
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value:add CustomFeature base class to support user-defined features with encoding/decoding logic
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value:intended as fix for #7220 if this kind of extensibility is something that datasets is willing to support! ```python from datasets.features.features import CustomFeature class ListOfStrs(CustomFeature): requires_encoding = True def _encode_example(self, value): if isinstance(value, st...
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value:### Describe the bug It is possible to register custom features using datasets.features.features.register_feature (https://github.com/huggingface/datasets/pull/6727) However such features are not compatible with Features.encode_example/decode_example if they require special encoding / decoding logic because...
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value:bump fsspec
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value:ds.map(f, num_proc=10) is slower than df.apply
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value:### Describe the bug pandas columns: song_id, song_name ds = Dataset.from_pandas(df) def has_cover(song_name): if song_name is None or pd.isna(song_name): return False return 'cover' in song_name.lower() df['has_cover'] = df.song_name.progress_apply(has_cover) ds = ds.map(lambda x: {'h...
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value:Iterable dataset map with explicit features causes slowdown for Sequence features
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value:### Describe the bug When performing map, it's nice to be able to pass the new feature type, and indeed required by interleave and concatenate datasets. However, this can cause a major slowdown for certain types of array features due to the features being re-encoded. This is separate to the slowdown repo...
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value:Formatted map + with_format(None) changes array dtype for iterable datasets
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value:### Describe the bug When applying with_format -> map -> with_format(None), array dtypes seem to change, even if features are passed ### Steps to reproduce the bug ```python features=Features(**{"array0": Array3D((None, 10, 10), dtype="float32")}) dataset = Dataset.from_dict({f"array0": [np.zeros((100...
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value:Add with_rank to Dataset.from_generator
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value:### Feature request Add `with_rank` to `Dataset.from_generator` similar to `Dataset.map` and `Dataset.filter`. ### Motivation As for `Dataset.map` and `Dataset.filter`, this is useful when creating cache files using multi-GPU, where the rank can be used to select GPU IDs. For now, rank can be added in t...
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value:Windows do not supprot signal.alarm and singal.signal
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value:### Describe the bug signal.alarm and signal.signal are used in the load.py module, but these are not supported by Windows. ### Steps to reproduce the bug lighteval accelerate --model_args "pretrained=gpt2,trust_remote_code=True" --tasks "community|kinit_sts" --custom_tasks "community_tasks/kinit_evals.py" --...
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value:Describe only selected fields in README
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value:### Feature request Hi Datasets team! Is it possible to add the ability to describe only selected fields of the dataset files in `README.md`? For example, I have this open dataset ([open-llm-leaderboard/results](https://huggingface.co/datasets/open-llm-leaderboard/results?row=0)) and I want to describe only ...
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value:Convert Array features to numpy arrays rather than lists by default
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value:### Feature request It is currently quite easy to cause massive slowdowns when using datasets and not familiar with the underlying data conversions by e.g. making bad choices of formatting. Would it be more user-friendly to set defaults that avoid this as much as possible? e.g. format Array features as numpy ...
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value:Preserve features in iterable dataset.filter
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value: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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value:Iterable dataset.filter should not override features
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value:### 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(...
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value:apply formatting after iter_arrow to speed up format -> map, filter for iterable datasets
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value:2025-01-14T16:59:30Z
value:I got to this by hacking around a bit but it seems to solve #7206 I have no idea if this approach makes sense or would break something else? Could maybe work on a full pr if this looks reasonable @lhoestq ? I imagine the same issue might affect other iterable dataset methods?
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