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value:Slow iteration for iterable dataset with numpy formatting for array data
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value:### Describe the bug When working with large arrays, setting with_format to e.g. numpy then applying map causes a significant slowdown for iterable datasets. ### Steps to reproduce the bug ```python import numpy as np import time from datasets import Dataset, Features, Array3D features=Features(**{...
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value:fix ci benchmark
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value: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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value:fix unbatched arrow map for iterable datasets
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value: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")...
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value:with_format docstring
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value:reported at https://github.com/huggingface/datasets/issues/3444
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value:`from_parquet` return type annotation
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value:### Describe the bug As already posted in https://github.com/microsoft/pylance-release/issues/6534, the correct type hinting fails when building a dataset using the `from_parquet` constructor. Their suggestion is to comprehensively annotate the method's return type to better align with the docstring information...
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value:`load_dataset()` of images from a single directory where `train.png` image exists
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value:### Describe the bug Hey! Firstly, thanks for maintaining such framework! I had a small issue, where I wanted to load a custom dataset of image+text captioning. I had all of my images in a single directory, and one of the images had the name `train.png`. Then, the loaded dataset had only this image. I gue...
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value:Fix the environment variable for huggingface cache
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value: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 ...
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value:Add with_rank to Dataset.from_generator
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value:Adds `with_rank` to `Dataset.from_generator`. As for `Dataset.map` and `Dataset.filter`, this is useful when creating cache files using multi-GPU.
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value:Add repeat method to datasets
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value:Following up on discussion in #6623 and #7198 I thought this would be pretty useful for my case so had a go at implementing. My main motivation is to be able to call iterable_dataset.repeat(None).take(samples_per_epoch) to safely avoid timeout issues in a distributed training setting. This would provide a stra...
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value:ConnectionError: Couldn't reach 'allenai/c4' on the Hub (ConnectionError)数据集下不下来,怎么回事
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value:### Describe the bug from datasets import load_dataset print("11") traindata = load_dataset('ptb_text_only', 'penn_treebank', split='train') print("22") valdata = load_dataset('ptb_text_only', 'penn_treebank', split='validation') ### Steps to reproduce...
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value:concatenate_datasets does not preserve shuffling state
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value:### Describe the bug After concatenate datasets on an iterable dataset, the shuffling state is destroyed, similar to #7156 This means concatenation cant be used for resolving uneven numbers of samples across devices when using iterable datasets in a distributed setting as discussed in #6623 I also noti...
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value:See https://huggingface.co/datasets/allenai/objaverse for example
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value:datasets.exceptions.DatasetNotFoundError for private dataset
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value:### 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. ``` p...
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value:Support of num_workers (multiprocessing) in map for IterableDataset
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value:### Feature request Currently, IterableDataset doesn't support setting num_worker in .map(), which results in slow processing here. Could we add support for it? As .map() can be run in the batch fashion (e.g., batch_size is default to 1000 in datasets), it seems to be doable for IterableDataset as the regular Da...
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value:Add repeat() for iterable datasets
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value:### Feature request It would be useful to be able to straightforwardly repeat iterable datasets indefinitely, to provide complete control over starting and ending of iteration to the user. An IterableDataset.repeat(n) function could do this automatically ### Motivation This feature was discussed in th...
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value:Solution to issue: #7080 Modified load_dataset function, so that it prompts the user to select a dataset when subdatasets or splits (train, test) are available
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value:# Feel free to give suggestions please.. ### This PR is raised because of issue: https://github.com/huggingface/datasets/issues/7080 ![image](https://github.com/user-attachments/assets/8fbc604f-f0a5-4a59-a63e-aa4c26442c83) ### This PR gives solution to https://github.com/huggingface/datasets/issues/7080 ...
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value:Datasets conflicts with fsspec 2024.9
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value:### Describe the bug Installing both in latest versions are not possible `pip install "datasets==3.0.1" "fsspec==2024.9.0"` But using older version of datasets is ok `pip install "datasets==1.24.4" "fsspec==2024.9.0"` ### Steps to reproduce the bug `pip install "datasets==3.0.1" "fsspec==2024.9.0"...
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value:Audio preview in dataset viewer for audio array data without a path/filename
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value:### Feature request Huggingface has quite a comprehensive set of guides for [audio datasets](https://huggingface.co/docs/datasets/en/audio_dataset). It seems, however, all these guides assume the audio array data to be decoded/inserted into a HF dataset always originates from individual files. The [Audio-datac...
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value:Pin multiprocess<0.70.1 to align with dill<0.3.9
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value: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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value:shard_data_sources() got an unexpected keyword argument 'worker_id'
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value:### Describe the bug ``` [rank0]: File "/home/qinghao/miniconda3/envs/doremi/lib/python3.10/site-packages/datasets/iterable_dataset.py", line 238, in __iter__ [rank0]: for key_example in islice(self.generate_examples_fn(**gen_kwags), shard_example_idx_start, None): [rank0]: File "/home/qinghao/minicon...
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value:### 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 ...
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value: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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value: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] {'filenam...
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value: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 pass...
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value:### 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 wra...
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value: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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value:### 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...
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value:### 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, i...
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value:it was failing since 3.0 and therefore not updating download counts on HF or in our dashboard
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value:### Describe the bug I am trying to download the `librispeech_asr` `clean` dataset, which results in a `FSTimeoutError` exception after downloading around 61% of the data. ### Steps to reproduce the bug ``` import datasets datasets.load_dataset("librispeech_asr", "clean") ``` The output is as follows: ...
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value:### 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(...
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value:Support JSON lines with empty struct. Fix #7161. Related to: - #7160
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value: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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value:interleave_datasets resets shuffle state
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value:### Describe the bug ``` import datasets import torch.utils.data def gen(shards): yield {"shards": shards} def main(): dataset = datasets.IterableDataset.from_generator( gen, gen_kwargs={'shards': list(range(25))} ) dataset = dataset.shuffle(buffer_size=1) d...
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value:Dataset viewer not working! Failure due to more than 32 splits.
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value: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 an...
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value:### 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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value: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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value: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....
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value:Datasets Unknown Keyword Argument Error - task_templates
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value:### 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...
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value:Bug: Error when downloading mteb/mtop_domain
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value:### 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...
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value:### 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...
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value:Fix key error in webdataset
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value: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/iss...
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value:Modify add_column() to optionally accept a FeatureType as param
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value: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(dt...
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value:Specifying datatype when adding a column to a dataset.
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value:### 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()` o...
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value:### 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_da...
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value:Use load_dataset to load imagenet-1K But find a empty dataset
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value:### Describe the bug ```python def get_dataset(data_path, train_folder="train", val_folder="val"): traindir = os.path.join(data_path, train_folder) valdir = os.path.join(data_path, val_folder) def transform_val_examples(examples): transform = Compose([ Resize(256), ...
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value:Cache only changed columns?
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value:### Feature request Cache only the actual changes to the dataset i.e. changed columns. ### Motivation I realized that caching actually saves the complete dataset again. This is especially problematic for image datasets if one wants to only change another column e.g. some metadata and then has to save 5 TB aga...
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value:[BUG] dataset_info sequence unexpected behavior in README.md YAML
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value:### Describe the bug When working on `dataset_info` yaml, I find my data column with format `list[dict[str, str]]` cannot be coded correctly. My data looks like ``` {"answers":[{"text": "ADDRESS", "label": "abc"}]} ``` My `dataset_info` in README.md is: ``` dataset_info: - config_name: default f...
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value:Do not consume unnecessary memory during sharding
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value:When sharding `IterableDataset`s, a temporary list is created that is then indexed. There is no need to create a temporary list of a potentially very large step/world size, with standard `islice` functionality, so we avoid it. ```shell pytest tests/test_distributed.py -k iterable ``` Runs successfully.
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value:Bug: Type Mismatch in Dataset Mapping
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value:# Issue: Type Mismatch in Dataset Mapping ## Description There is an issue with the `map` function in the `datasets` library where the mapped output does not reflect the expected type change. After applying a mapping function to convert an integer label to a string, the resulting type remains an integer inste...
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value:Attempting to return a rank 3 grayscale image from dataset.map results in extreme slowdown
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value:### Describe the bug Background: Digital images are often represented as a (Height, Width, Channel) tensor. This is the same for huggingface datasets that contain images. These images are loaded in Pillow containers which offer, for example, the `.convert` method. I can convert an image from a (H,W,3) shap...
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value:remove filecheck to enable symlinks
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value:Enables streaming from local symlinks #7083 @lhoestq
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value:Fix data file module inference
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value:I saved a dataset with two splits to disk with `DatasetDict.save_to_disk`. The train is bigger and ended up in 10 shards, whereas the test split only resulted in 1 split. Now when trying to load the dataset, an error is raised that not all splits have the same data format: > ValueError: Couldn't infer the s...
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value:Inconsistent output in documentation example: `num_classes` not displayed in `ClassLabel` output
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value:In the documentation for [ClassLabel](https://huggingface.co/docs/datasets/v2.21.0/en/package_reference/main_classes#datasets.ClassLabel), there is an example of usage with the following code: ```` from datasets import Features features = Features({'label': ClassLabel(num_classes=3, names=['bad', 'ok', 'good...
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value:Filter Large Dataset Entry by Entry
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value:### Feature request I am not sure if this is a new feature, but I wanted to post this problem here, and hear if others have ways of optimizing and speeding up this process. Let's say I have a really large dataset that I cannot load into memory. At this point, I am only aware of `streaming=True` to load the da...
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value:Caching shuffles by np.random.Generator results in unintiutive behavior
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value:### Describe the bug Create a dataset. Save it to disk. Load from disk. Shuffle, usning a `np.random.Generator`. Iterate. Shuffle again. Iterate. The iterates are different since the supplied np.random.Generator has progressed between the shuffles. Load dataset from disk again. Shuffle and Iterate. See same r...
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value: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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value:Fix wrong SHA in CI tests of HubDatasetModuleFactoryWithParquetExport
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value:Fix wrong SHA in CI tests of HubDatasetModuleFactoryWithParquetExport.
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value:Test get_dataset_config_info with non-existing/gated/private dataset
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value: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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value:Make dataset viewer more flexible in displaying metadata alongside images
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value:### Feature request To display images with their associated metadata in the dataset viewer, a `metadata.csv` file is required. In the case of a dataset with multiple subsets, this would require the CSVs to be contained in the same folder as the images since they all need to be named `metadata.csv`. The request...
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value:[interleave_dataset] sample batches from a single source at a time
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value:### Feature request interleave_dataset and [RandomlyCyclingMultiSourcesExamplesIterable](https://github.com/huggingface/datasets/blob/3813ce846e52824b38e53895810682f0a496a2e3/src/datasets/iterable_dataset.py#L816) enable us to sample data examples from different sources. But can we also sample batches in a simil...
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value:Fix typed examples iterable state dict
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value:fix https://github.com/huggingface/datasets/issues/7085 as noted by @VeryLazyBoy and reported by @AjayP13
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value:don't mention the script if trust_remote_code=False
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value:CONTRIBUTOR
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value: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. Coul...
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value:Install transformers with numpy-2 CI
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value: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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value:Allow numpy-2.1 and test it without audio extra
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value: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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value:Hello, I'm working with an audio dataset. I want to transcribe the audio that the dataset contain, and for that I use whisper. My issue is that the dataset load everything in the RAM when I map the dataset, obviously, when RAM usage is too high, the program crashes. To fix this issue, I'm using writer_batch_si...
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value:datasets cannot handle nested json if features is given.
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value:### 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...
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value:### 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-ca...
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value:Temporarily pin numpy<2.1 to fix CI
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value:Temporarily pin numpy<2.1 to fix CI. Fix #7111.
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value:Stream dataset does not iterate if the batch size is larger than the dataset size (related to drop_last_batch)
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value:### 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 ...
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value:### Describe the bug !pip install accelerate>=0.16.0 torchvision transformers>=4.25.1 datasets>=2.19.1 ftfy tensorboard Jinja2 peft==0.7.0 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 conflic...
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value: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 w...
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value: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.c...
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value: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 `C...
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value:### 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://g...
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value:load_dataset broken in 2.21.0
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value:### 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-bee8-88af...
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value:Rename LargeList.dtype to LargeList.feature
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value:Rename `LargeList.dtype` to `LargeList.feature`. Note that `dtype` is usually used for NumPy data types ("int64", "float32",...): see `Value.dtype`. However, `LargeList` attribute (like `Sequence.feature`) expects a `FeatureType` instead. With this renaming: - we avoid confusion about the expected type ...
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value:Use `huggingface_hub` cache
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value:- use `hf_hub_download()` from `huggingface_hub` for HF files - `datasets` cache_dir is still used for: - caching datasets as Arrow files (that back `Dataset` objects) - extracted archives, uncompressed files - files downloaded via http (datasets with scripts) - I removed code that were made for http f...
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value:remove more script docs
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value:Fix Args section of feature docstrings. Currently, some args do not appear in the docs because they are not properly parsed due to the lack of their type (between parentheses).
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