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### Feature request Request for adding rasterio support to load geotiff as a part of ImageFolder, instead of using PIL ### Motivation As of now, there are many datasets in HuggingFace Hub which are predominantly focussed towards RemoteSensing or are from RemoteSensing. The current ImageFolder (if I have understood c...
2024-03-27T18:19:48Z
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2024-03-18T20:00:39Z
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2024-03-27T18:19:20Z
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Closes https://github.com/huggingface/datasets/issues/6252
2024-03-19T15:35:57Z
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2024-03-19T15:29:42Z
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PR_kwDODunzps5p-Bwe
[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6739). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
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When i try to create a `Dataset` object with None values inside a dict column, like this: ```python from datasets import Dataset, Features, Value Dataset.from_dict( { "dict": [{"a": 0, "b": 0}, None], }, features=Features( {"dict": {"a": Value("int16"), "b": Value("int16")}} ) ) ...
2024-03-20T10:24:15Z
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2024-03-18T14:31:47Z
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Dict feature is non-nullable while nested dict feature is
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CONTRIBUTOR
2024-03-19T20:05:20Z
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I_kwDODunzps6CrSno
[ "It looks like a bug, by default every feature should be nullable.", "I've linked a PR with a fix :)", "@mariosasko awesome thank you!" ]
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### Describe the bug ValueError: Invalid pattern: '**' can only be an entire path component when loading any dataset ### Steps to reproduce the bug import datasets ds = datasets.load_dataset("TokenBender/code_instructions_122k_alpaca_style") ### Expected behavior loading the dataset successfully ### Environm...
2024-04-01T12:16:59Z
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2024-03-16T19:28:46Z
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Invalid pattern: '**' can only be an entire path component
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I_kwDODunzps6Ci8aZ
[ "I couldn't reproduce the issue on my side on MacOS, I guess the issue comes from the recent `fsspec` on Windows.\r\n\r\nCan you try downgrading to `fsspec==2023.9.2` for now ? It would also be great to investigate this and see if we need a fix in `datasets` or `fsspec`", "I had the same issue! \r\nDowngrading t...
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### Feature request I'm a huge fan of the current HF Datasets `webdataset` integration (especially the built-in streaming support). However, I'd love to upload some robotics and multimodal datasets I've processed for use with [Mosaic Streaming](https://docs.mosaicml.com/projects/streaming/en/stable/), specifically the...
2024-03-18T15:13:34Z
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2024-03-16T18:42:04Z
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Mosaic Streaming (MDS) Support
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I_kwDODunzps6Ci4Qu
[ "Hi ! that would be great :) Though note that `datasets` doesn't implement format-specific resuming when streaming, so in general I think it's better if users can use the mosaic-streaming library to read their MDS datasets. I wonder if they support `hf://` paths though...\r\n\r\nAnyway for those interested, the cod...
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Fix https://github.com/huggingface/datasets/issues/6675
2024-03-18T15:47:48Z
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2024-03-15T17:21:12Z
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Add `mode` parameter to `Image` feature
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CONTRIBUTOR
2024-03-18T15:41:33Z
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PR_kwDODunzps5px84g
[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6735). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
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### Describe the bug Mapped tokenization slows down substantially towards end of dataset. train set started off very slow, caught up to 20k then tapered off til the end. what's particularly strange is that the tokenization crashed a few times before due to errors with invalid tokens somewhere or corrupted down...
2024-03-15T15:27:59Z
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2024-03-15T03:27:36Z
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Tokenization slows towards end of dataset
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[ "Hi ! First note that if the dataset is not heterogeneous / shuffled, there might be places in the data with shorter texts that are faster to tokenize.\r\n\r\nMoreover, the way `num_proc` works is by slicing the dataset and passing each slice to a process to run the `map()` function. So at the very end of `map()`, ...
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### Describe the bug I am using a cluster that does not have access to the internet when given a job. I tried downloading the dataset using the huggingface-cli command and then loading it with load_dataset but I get an error: ```raise EmptyDatasetError(f"The directory at {base_path} doesn't contain any data files...
2024-03-15T18:09:02Z
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2024-03-14T16:41:27Z
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EmptyDatasetError when loading dataset downloaded with HuggingFace cli
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I_kwDODunzps6CWBlM
[ "Hi! `datasets` is not compatible with `huggingface_hub`'s cache structure, hence the error.\r\n\r\nYou can track https://github.com/huggingface/datasets/issues/5080 to get notified when this is implemented." ]
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### Describe the bug ### My Code ``` from datasets import load_dataset res=[] for i in [0,1]: di=load_dataset( "json", data_files='path_to.json', split='train', streaming=True, ).map(lambda x: {"source": i}) res.append(di) for e in res[...
2024-03-14T15:27:02Z
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2024-03-12T23:26:43Z
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Unexpected behavior when using load_dataset with streaming=True in a for loop
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[ "This is normal behavior in python when using `lambda`: the `i` defined in your `lambda` refers to the global variable `i` in your loop, and `i` equals to `1` when you run your `for e in res[0]` line.\r\n\r\nYou should pass `fn_kwargs` that will be passed to your `lambda` instead of using the global variable:\r\n\r...
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The Pandas packaged builder is undocumented and relies on `pickle` to read the data, making it **unsafe**. Moreover, I haven't seen a single instance of this builder being used (not even using the GH/Hub search), so we should deprecate it.
2024-03-12T17:42:33Z
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2024-03-12T15:12:13Z
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Deprecate Pandas builder
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CONTRIBUTOR
2024-03-12T17:36:24Z
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PR_kwDODunzps5pZDsB
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See https://huggingface.co/datasets/PhilEO-community/PhilEO-downstream The dataset viewer gives the following error: ``` Error code: ConfigNamesError Exception: BadZipFile Message: zipfiles that span multiple disks are not supported Traceback: Traceback (most recent call last): F...
2024-03-11T21:07:46Z
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2024-03-11T21:07:41Z
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Support zipfiles that span multiple disks?
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### Describe the bug This bug is triggered under the following conditions: - datasets repo ids without organization names trigger errors, such as `bookcorpus`, `gsm8k`, `wikipedia`, rather than in the form of `A/B`. - If `HF_ENDPOINT` is set and the hostname is not in the form of `(hub-ci.)?huggingface.co`. - T...
2024-03-15T14:52:07Z
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2024-03-11T09:06:38Z
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Issue Downloading Certain Datasets After Setting Custom `HF_ENDPOINT`
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[ "Through debugging, I found a potential solution is to modify the code in the error handling module of `huggingface_hub`: https://github.com/huggingface/huggingface_hub/commit/56d6c798c44e83d2a3167e74c022737d8fcbe822 ", "@Wauplin ", "Thanks for investigating and reporting the bug @padeoe! I've opened a PR in `h...
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Hello, When working with bio-data, each feature often has metadata associated with it (e.g. species, lineage, snp position, etc). To store this, I like to use the feature classes with the added `metadata` attribute. However, when saving or loading with custom features, you get an error since that class doesn't exist...
2024-03-13T12:08:49Z
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Using a registry instead of calling globals for fetching feature types
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2024-03-13T10:46:02Z
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6727). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "looks like some files are missing in your google storage", "cc @mariosasko is it rela...
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### Describe the bug # Let's make it faster First, an evidence... ![image](https://github.com/huggingface/datasets/assets/159512661/a703a82c-43a0-426c-9d99-24c563d70965) Figure 1: CProfile for loading 3 files from cerebras/SlimPajama-627B train split, and 3 files from test split using streaming=True. X axis is 1106...
2024-03-09T07:11:08Z
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2024-03-09T07:08:45Z
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Profiling for HF Filesystem shows there are easy performance gains to be made
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[ "FWIW I debugged this while waiting for it to go", "Oh I forgot to mention you can also cache resolve_pattern, and that seemed to also substantially improves things, if you want to load a dataset twice for whatever reason." ]
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### Feature request Request for a comparison of huggingface datasets compared with other data format especially webdataset ### Motivation I see huggingface datasets uses Apache Arrow as its backend, it seems to be great, but I'm curious about how it is good compared with other dataset format, like webdataset, what's...
2024-03-08T08:23:01Z
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2024-03-08T08:23:01Z
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Request for a comparison of huggingface datasets compared with other data format especially webdataset
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### Describe the bug My data repository was first called `BramVanroy/hplt-mono-v1-2` but I then renamed to use underscores instead of dashes. However, it seems that `datasets` retrieves the old repo name when it checks whether the repo contains data loading scripts in this line. https://github.com/huggingface/dat...
2024-03-07T20:06:25Z
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2024-03-07T17:38:38Z
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Dataset with loading script does not work in renamed repos
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fix https://github.com/huggingface/datasets/pull/6722
2024-03-07T17:27:29Z
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get_dataset_default_config_name docstring
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2024-03-07T17:21:20Z
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6723). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
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see https://github.com/huggingface/datasets-server/pull/2554#discussion_r1516516867
2024-03-07T17:21:10Z
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2024-03-07T17:02:07Z
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Add details in docstring
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2024-03-07T17:21:08Z
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6722). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update." ]
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Hi, if I want to load the dataset from local file, then how to specify the configuration name? _Originally posted by @WHU-gentle in https://github.com/huggingface/datasets/issues/2976#issuecomment-1333455222_
2024-03-31T08:09:25Z
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2024-03-07T13:58:40Z
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Hi,do you know how to load the dataset from local file now?
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[ "\r\n@Gera001\r\n# Loading Dataset from Local Files Using 🤗Hugging Face.\r\n\r\nTo load a dataset from local files using the Hugging Face datasets library, you can use the `load_dataset` function.\r\n\r\n```\r\nfrom datasets import load_dataset\r\ndataset = load_dataset('csv', data_files={'train': 'path/to/train.c...
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### Describe the bug I am trying to get the HPLT datasets on the hub. Downloading/re-uploading would be too time- and resource consuming so I wrote [a dataset loader script](https://huggingface.co/datasets/BramVanroy/hplt_mono_v1_2/blob/main/hplt_mono_v1_2.py). I think I am very close but for some reason I always get ...
2024-03-08T07:34:53Z
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2024-03-07T11:07:09Z
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TypeError: 'str' object is not callable
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CONTRIBUTOR
2024-03-07T15:13:58Z
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I_kwDODunzps6Bjo6D
[ "Hi ! I opened a PR to fix an issue in the Features defined in your code\r\n\r\nBasically changing\r\n```python\r\nSequence(\"float32\")\r\n```\r\n\r\nto\r\n```python\r\nSequence(Value(\"float32\"))\r\n```\r\n\r\n\r\nhttps://huggingface.co/datasets/BramVanroy/hplt_mono_v1_2/discussions/1", "D'oh! Was wondering wh...
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### Describe the bug I am using an iterable dataset in a multi-node setup, trying to do training/inference while filtering the data on the fly. I usually do not use `split_dataset_by_node` but it is very slow using the IterableDatasetShard in `accelerate` and `transformers`. When I filter after applying `split_dataset...
2024-03-05T15:55:13Z
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Is there any way to solve hanging of IterableDataset using split by node + filtering during inference
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I added `lock_importable_file` in `get_dataset_builder_class` and `extend_dataset_builder_for_streaming` to fix the issue, and I also added a test cc @clefourrier
2024-03-07T14:05:53Z
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Fix concurrent script loading with force_redownload
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### Describe the bug When loading a HF dataset in streaming mode and removing some columns, it is impossible to load a sample if the audio contains more than one channel. I have the impression that the time axis and channels are swapped or concatenated. ### Steps to reproduce the bug Minimal error code: ```python ...
2024-03-05T10:32:19Z
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2024-03-05T09:33:26Z
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`remove_columns` method used with a streaming enable dataset mode produces a LibsndfileError on multichannel audio
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[ "And it also works well with `dataset = dataset.select_columns([\"audio\"])`" ]
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### Describe the bug I'm not sure if this is a bug, but `print(ds.builder_name)` in the following code sometimes prints out `rotten_tomatoes` instead of `parquet`: ```python import datasets for _ in range(100): ds = datasets.load_dataset("rotten_tomatoes", split="train") print(ds.builder_name) # pr...
2024-03-19T07:58:14Z
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Non-deterministic `Dataset.builder_name` value
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[ "When `rotten_tomatoes` is printed out, the following warning message is also printed out:\r\n\r\n```\r\nYou can avoid this message in future by passing the argument `trust_remote_code=True`.\r\nPassing `trust_remote_code=True` will be mandatory to load this dataset from the next major release of `datasets`.\r\n```...
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A sliced + pickled ConcatenationTable could end up with a different schema than the original schema, if the slice only contains blocks with only a subset of the columns. This can lead to issues when saving datasets from a concatenation of datasets with mixed schemas Reported in https://discuss.huggingface.co/t/da...
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Fix sliced ConcatenationTable pickling with mixed schemas vertically
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E.g., to have info about a dataset's number of examples for more informative TQDM bars.
2024-03-04T20:28:30Z
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Expand no-code dataset info with datasets-server info
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2024-03-04T20:22:15Z
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This should fix the version compatibility issue when using `huggingface_hub` < 0.21.2 and latest fsspec (>=2023.12.0). See my comment: https://github.com/huggingface/datasets/pull/6687#issuecomment-1976493336 >> EDIT: the fix has been released in `huggingface_hub` 0.21.2 - I removed my commits that were using `hugg...
2024-03-04T18:14:03Z
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Bump huggingface-hub lower version to 0.21.2
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2024-03-04T18:06:05Z
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reported in https://discuss.huggingface.co/t/datasetdict-save-to-disk-with-num-proc-1-seems-to-hang-with-error/75595
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I was preparing some datasets for AI training and noticed that `datasets` by HuggingFace uses the conventional `open` mechanism to read the file and split it into chunks. I thought it can be significantly accelerated, and [started with a benchmark](https://gist.github.com/ashvardanian/55c2052e9f78b05b8d614aa90cb12347):...
2024-03-04T15:15:51Z
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3x Faster Text Preprocessing
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[ "Unfortunately, that won't improve the performance. StringZilla repository has extensive benchmarks comparing against different built-in functionality of several programming languages. Using `re.finditer` for tokenization is practically the slowest anti-pattern I've encountered in any language. The gap between that...
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Use shared memory for the IterableDataset epoch. This way calling `ds.set_epoch()` in the main process will update the epoch in the DataLoader workers as well. This is useful especially because the epoch is used to compute the `effective_seed` used for shuffling. I used torch's shared memory in case users want t...
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Persist IterableDataset epoch in workers
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set dev version
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Silence ruff deprecation messages
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This code should not return empty data files ```python from datasets import load_dataset_builder revision = "3d406e70bc21c3ca92a9a229b4c6fc3ed88279fd" b = load_dataset_builder("bigcode/the-stack-v2-dedup", data_dir="data/Dockerfile", revision=revision) print(b.config.data_files) ``` Previously it would ret...
2024-03-01T18:59:06Z
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Fix data_files when passing data_dir
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Separate the default patterns that match directories from the ones matching files and ensure directories are checked first (reverts the change from https://github.com/huggingface/datasets/pull/6244, which merged these patterns). Also, ensure that the glob patterns do not overlap to avoid duplicates in the result. A...
2024-03-15T15:31:23Z
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2024-03-15T15:22:03Z
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6704). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "Awesome !\r\n\r\nNote that it can still create duplicates if a path matches several dir...
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### Describe the bug I get the following error message: You are trying to load a dataset that was saved using `save_to_disk`. Please use `load_from_disk` instead. ### Steps to reproduce the bug 1. Save a dataset with `save_to_disk` 2. Try to load it with `load_datasets` ### Expected behavior I am ab...
2024-03-04T13:46:20Z
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2024-03-01T11:59:56Z
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Unable to load dataset that was saved with `save_to_disk`
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2024-03-04T13:46:20Z
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[ "`save_to_disk` uses a special serialization that can only be read using `load_from_disk`.\r\n\r\nContrary to `load_dataset`, `load_from_disk` directly loads Arrow files and uses the dataset directory as cache.\r\n\r\nOn the other hand `load_dataset` does a conversion step to get Arrow files from the raw data files...
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### Feature request Say I have the following code: ``` from datasets import Dataset import pandas as pd new_data = { "column_1": ["value1", "value2"], "column_2": ["value3", "value4"], } df_new = pd.DataFrame(new_data) dataset_new = Dataset.from_pandas(df_new) # add these samples to a remote datase...
2024-03-08T21:08:38Z
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2024-02-29T19:17:12Z
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Push samples to dataset on hub without having the dataset locally
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2024-03-08T21:08:38Z
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[ "Hi ! For now I would recommend creating a new Parquet file using `dataset_new.to_parquet()` and upload it to HF using `huggingface_hub` every time you get a new batch of data. You can name the Parquet files `0000.parquet`, `0001.parquet`, etc.\r\n\r\nThough maybe make sure to not upload one file per sample since t...
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This allows to stream datasets like [Major-TOM/Core-S2L2A](https://huggingface.co/datasets/Major-TOM/Core-S2L2A) which have row groups with few rows (one row is ~10MB). Previously the cold start would take a lot of time and OOM because it would download many row groups before yielding the first example. I tried on O...
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Base parquet batch_size on parquet row group size
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2024-02-29T15:08:55Z
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6701). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
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### Describe the bug The doc of `datasets` v2.17.0/v2.17.1 shows that `remove_columns` is in-place. [link](https://huggingface.co/docs/datasets/v2.17.1/en/package_reference/main_classes#datasets.DatasetDict.remove_columns) In the text classification example of transformers v4.38.1, the columns are not removed. h...
2024-04-02T17:15:28Z
6,700
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2024-02-28T12:36:22Z
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remove_columns is not in-place but the doc shows it is in-place
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[ "Good catch! I've opened a PR with a fix in the `transformers` repo.", "@mariosasko Thanks!\r\n\r\nWill the doc of `datasets` be updated?\r\n\r\nI find some possible mistakes in doc about whether `remove_columns` is in-place.\r\n1. [You can also remove a column using map() with remove_columns but the present meth...
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### Describe the bug Will unexpected get keys with `None` value in the parsed json dict. ### Steps to reproduce the bug ```jsonl test.jsonl {"id": 0, "indexs": {"-1": [0, 10]}} {"id": 1, "indexs": {"-1": [0, 10]}} ``` ```python dataset = Dataset.from_json('.test.jsonl') print(dataset[0]) ``` Result: ```...
2024-02-28T19:14:36Z
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2024-02-28T05:30:10Z
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`Dataset` unexpected changed dict data and may cause error
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[ "If `test.jsonl` contains more lines like:\r\n```\r\n{\"id\": 0, \"indexs\": {\"-1\": [0, 10]}}\r\n{\"id\": 1, \"indexs\": {\"-1\": [0, 10]}}\r\n{\"id\": 2, \"indexs\": {\"-2\": [0, 10]}}\r\n...\r\n{\"id\": n, \"indexs\": {\"-9999\": [0, 10]}}\r\n```\r\n\r\n`Dataset.from_json` will just raise an error:\r\n```\r\nAn...
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Pass `detail=False` to the `fsspec` `listdir` to avoid unnecessarily fetching expensive metadata about the paths.
2024-02-27T23:44:49Z
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2024-02-27T22:55:08Z
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Faster `xlistdir`
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CONTRIBUTOR
2024-02-27T23:38:14Z
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6698). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "CI failure is unrelated to the changes.", "<details>\n<summary>Show benchmarks</summa...
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### Describe the bug Having installed the latest versions of transformers==4.38.1 and datasets==2.17.1 Unable to load the dataset in a kaggle notebook. Get this Error: ``` --------------------------------------------------------------------------- ValueError Traceback (most recen...
2024-02-29T17:32:42Z
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2024-02-27T18:19:34Z
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Unable to Load Dataset in Kaggle
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2024-02-29T17:32:41Z
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I_kwDODunzps6Alh_w
[ "FWIW, I run `load_dataset(\"llm-blender/mix-instruct\")` and it ran successfully.\r\nCan you clear your cache and try again?\r\n\r\n\r\n### Environment Info\r\n\r\n- `datasets` version: 2.17.0\r\n- Platform: Linux-6.2.6-76060206-generic-x86_64-with-glibc2.35\r\n- Python version: 3.9.13\r\n- `huggingface_hub` versi...
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Support JSON file with an array of strings. Fix #6695.
2024-02-28T06:45:23Z
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2024-02-26T13:18:31Z
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Make JSON builder support an array of strings
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2024-02-28T06:39:12Z
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Support loading a dataset from a JSON file with an array of strings. See: https://huggingface.co/datasets/CausalLM/Refined-Anime-Text/discussions/1
2024-03-08T14:16:25Z
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2024-02-26T12:35:11Z
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Support JSON file with an array of strings
https://api.github.com/repos/huggingface/datasets/issues/6695/events
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[ "https://huggingface.co/datasets/CausalLM/Refined-Anime-Text/discussions/1 has been fixed, but how can we check if there are other datasets with the same error, in datasets-server's database? I don't know how to get the list of erroneous cache entries, since we only copied `Error code: JobManagerCrashedError`, bu...
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It's too cumbersome to write this command every time we perform a dataset merging operation. ```pythonfrom datasets import concatenate_datasets``` We have added a simple `__add__` magic method to each class using `concatenate_datasets.` ```python from datasets import load_dataset bookcorpus = load_dataset("bookc...
2024-02-29T16:52:58Z
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__add__ for Dataset, IterableDataset
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PR_kwDODunzps5n23Jz
[ "Hi! You can find a reason why we are against this feature in https://github.com/huggingface/datasets/issues/3449. \r\n\r\n> It's too cumbersome to write this command every time we perform a dataset merging operation\r\n\r\nExplicit is better than implicit, so this isn't a good enough reason. \r\n\r\nThanks for the...
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Update documentation to align with `Dataset.__repr__` change after #423
2024-02-25T19:57:12Z
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Update the print message for chunked_dataset in process.mdx
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2024-02-25T19:51:02Z
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6693). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
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Fix #6691
2024-02-26T15:33:50Z
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2024-02-24T11:38:59Z
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Enhancement: Enable loading TSV files in load_dataset()
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2024-02-26T07:14:03Z
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[ "Hi @harsh1504660,\r\n\r\nThanks for your work, but this functionality already exists. See my comment in the corresponding issue: https://github.com/huggingface/datasets/issues/6691#issuecomment-1963449923\r\n\r\nNext time you would like to contribute, I would suggest you take on an issue that is previously validat...
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### Feature request the load_dataset() for local functions support file types like csv, json etc but not of type tsv (tab separated values). ### Motivation cant easily load files of type tsv, have to convert them to another type like csv then load ### Your contribution Can try by raising a PR with a little help, c...
2024-02-26T07:15:07Z
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2024-02-24T05:56:04Z
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load_dataset() does not support tsv
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2024-02-26T07:09:35Z
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[ "#self-assign", "Hi @dipsivenkatesh,\r\n\r\nPlease note that this functionality is already implemented. Our CSV builder uses `pandas.read_csv` under the hood, and you can pass the parameter `delimiter=\"\\t\"` to read TSV files.\r\n\r\nSee the list of CSV config parameters in our docs: https://huggingface.co/docs...
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Add function to convert a script-dataset to Parquet and push it to the Hub, analogously to the Space: "Convert a Hugging Face dataset to Parquet"
2024-02-23T10:28:20Z
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### Describe the bug Regardless of what method I use, datasets defaults to zstandard for unpacking my datasets. This is poor behavior, because not only is zstandard not a dependency in the huggingface package (and therefore, your dataset loading will be interrupted while it asks you to install the package), but it ...
2024-03-07T14:54:16Z
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2024-02-22T17:39:27Z
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.load_dataset() method defaults to zstandard
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2024-03-07T14:54:15Z
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[ "The dataset is made of JSON files compressed using zstandard, as you can see here: https://huggingface.co/datasets/cerebras/SlimPajama-627B/tree/main/test/chunk1\r\n\r\nThat's why it asks for zstandard to be installed.\r\n\r\nThough I'm intrigued that you manage to load the dataset without zstandard installed. May...
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### Describe the bug I don't know if it is a bug or an expected behavior, but the tensor type seems to be ignored after applying map. For example, mapping over to tokenize text with a transformers' tokenizer always returns lists and it ignore the `return_tensors` argument. If this is an expected behaviour (e.g., fo...
2024-02-22T15:56:21Z
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2024-02-22T09:27:57Z
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Tensor type (e.g. from `return_tensors`) ignored in map
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[ "Hi, this is expected behavior since all the tensors are converted to Arrow data (the storage type behind a Dataset).\r\n\r\nTo get pytorch tensors back, you can set the dataset format to \"torch\":\r\n\r\n```python\r\nds = ds.with_format(\"torch\")\r\n```", "Thanks. Just one additional question. During the pipel...
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- adds support for the `fs.glob` changes introduced in `fsspec==2023.12.0` and unpins the current upper bound Should close #6644 Should close #6645 The `test_data_files` glob/pattern tests pass for me in: - `fsspec==2023.10.0` (the pinned max version in datasets `main`) - `fsspec==2023.12.0` (#6644) - `fsspec...
2024-03-04T12:59:42Z
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fsspec: support fsspec>=2023.12.0 glob changes
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2024-02-29T15:12:17Z
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6687). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "Looking into the CI failure, this PR is incompatible with `huggingface-hub>=0.20.0`. It...
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I am uploading an image dataset like this: ``` dataset = load_dataset( "json", data_files={"train": "data/custom_dataset/train.json", "validation": "data/custom_dataset/val.json"}, ) dataset = dataset.cast_column("images", Sequence(Image())) dataset.push_to_hub("StanfordAIMI/custom_dataset", max_shard_si...
2024-02-21T22:07:21Z
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Question: Is there any way for uploading a large image dataset?
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Fixed Quickstart Notebook Link in the [Overview notebook](https://github.com/huggingface/datasets/blob/main/notebooks/Overview.ipynb)
2024-03-12T21:31:04Z
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Updated Quickstart Notebook link
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2024-02-25T18:48:08Z
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Internal Slack discussion: https://huggingface.slack.com/archives/C02V51Q3800/p1708424971135029
2024-02-20T15:40:52Z
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Fix imagefolder dataset url
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2024-02-19T17:18:10Z
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Update GitHub Actions to Node 20. Fix #6679.
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Update release instructions.
2024-02-28T07:23:49Z
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Set dev version
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`Node.js` 16 GitHub Actions are deprecated. See: https://github.blog/changelog/2023-09-22-github-actions-transitioning-from-node-16-to-node-20/ We should update them to Node 20. See warnings in our CI, e.g.: https://github.com/huggingface/datasets/actions/runs/7957295009?pr=6678 > Node.js 16 actions are deprecat...
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Node.js 16 GitHub Actions are deprecated
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If cache directory is set, information is not passed through. Pass download config in as an arg too.
2024-02-28T18:57:39Z
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2024-02-28T18:51:15Z
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### Describe the bug Trying to read a bunch of JSON files into Dataset class but default approach doesn't work. I don't get why it works when I read it one by one but not when I pass as a list :man_shrugging: The code fails with ``` ArrowInvalid: JSON parse error: Invalid value. in row 0 UnicodeDecodeError...
2024-03-02T20:47:22Z
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Can't Read List of JSON Files Properly
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[ "Found the issue, if there are other files in the directory, it gets caught into this `*` so essentially it should be `*.json`. Could we possibly to check for list of files to make sure the pattern matches json files and raise error if not?", "I don't think we should filter for `*.json` as this might silently rem...
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### Feature request Typical torchvision / torch Datasets in image applications apply color conversion in the Dataset portion of the code as part of image decode, separately from the image transform stack. This is true for PIL.Image where convert is usually called in dataset, for native torchvision https://pytorch.or...
2024-03-18T15:41:34Z
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Allow image model (color conversion) to be specified as part of datasets Image() decode
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[ "It would be a great addition indeed :)\r\n\r\nThis can be implemented the same way we have `sampling_rate` for Audio(): we just add a new parameter to the Image() type and take this parameter into account in `Image.decode_example`\r\n\r\nEDIT: adding an example of how it can be used:\r\n\r\n```python\r\nds = ds.ca...
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### Describe the bug For the dreprecated notebook found [here](https://github.com/huggingface/datasets/blob/main/notebooks/Overview.ipynb). The link to the new notebook is broken. ### Steps to reproduce the bug Click the [Quickstart notebook](https://github.com/huggingface/notebooks/blob/main/datasets_doc/quicksta...
2024-02-25T18:48:09Z
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Depprcated Overview.ipynb Link to new Quickstart Notebook invalid
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2024-02-25T18:48:09Z
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[ "Good catch! Feel free to open a PR to fix the link." ]
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### Describe the bug When persistent workers are enabled, the epoch that's set via the IterableDataset instance held by the training process is ignored by the workers as they are disconnected across processes. PyTorch samplers for non-iterable datasets have a mechanism to sync this, datasets.IterableDataset does ...
2024-02-22T13:17:14Z
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IterableDataset `set_epoch` is ignored when DataLoader `persistent_workers=True`
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Remove deprecated `verbose` parameter from CSV builder. Note that the `verbose` parameter is deprecated since pandas 2.2.0. See: - https://github.com/pandas-dev/pandas/pull/56556 - https://github.com/pandas-dev/pandas/pull/57450 Fix #6671.
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CSV builder raises a deprecation warning on `verbose` parameter: ``` FutureWarning: The 'verbose' keyword in pd.read_csv is deprecated and will be removed in a future version. ``` See: - https://github.com/pandas-dev/pandas/pull/56556 - https://github.com/pandas-dev/pandas/pull/57450
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### Describe the bug ValueError Traceback (most recent call last) [<ipython-input-11-9b99bc80ec23>](https://localhost:8080/#) in <cell line: 11>() 9 import numpy as np 10 import matplotlib.pyplot as plt ---> 11 from datasets import DatasetDict, Dataset 12 from transf...
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2024-02-16T14:43:53Z
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[ "Hi @prashanth19bolukonda,\r\n\r\nYou have to restart the notebook runtime session after the installation of `datasets`.\r\n\r\nDuplicate of:\r\n- #5923", "Thank you soo much\r\n\r\nOn Fri, Feb 16, 2024 at 8:14 PM Albert Villanova del Moral <\r\n***@***.***> wrote:\r\n\r\n> Closed #6670 <https://github.com/huggin...
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### Describe the bug AttributeError Traceback (most recent call last) Cell In[39], line 2 1 # Start the training process ----> 2 trainer.train() File /opt/conda/lib/python3.10/site-packages/transformers/trainer.py:1539, in Trainer.train(self, resume_from_checkpoint, trial, ignore...
2024-03-01T10:58:00Z
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2024-02-16T10:40:49Z
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attribute error when writing trainer.train()
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2024-02-29T17:25:17Z
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[ "Hi! Kaggle notebooks use an outdated version of `datasets`, so you should update the `datasets` installation (with `!pip install -U datasets`) to avoid the error.", "Thank you for your response\r\n\r\nOn Thu, Feb 29, 2024 at 10:55 PM Mario Šaško ***@***.***>\r\nwrote:\r\n\r\n> Closed #6669 <https://github.com/hu...
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### Describe the bug So I am getting this bug when I try to run cell 4 of the Chapter 6 notebook code: `dataset = load_dataset("ccdv/cnn_dailymail", version="3.0.0")` Error Message: ``` --------------------------------------------------------------------------- ValueError Tracebac...
2024-02-16T04:40:56Z
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Chapter 6 - Issue Loading `cnn_dailymail` dataset
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### Describe the bug If you download Squad, it will download the plain_text version, but the config still specifies "default", so if you set the offline mode the cache will try to look it up according to the config_id which is "default" and this will say; ValueError: Couldn't find cache for squad for config 'default'...
2024-02-23T09:10:00Z
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2024-02-16T02:36:55Z
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Default config for squad is incorrect
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[ "you can try: pip install datasets==2.16.1" ]
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Fix this code provided by @clefourrier ```python import datasets import os token = os.getenv("TOKEN") results = datasets.load_dataset("gaia-benchmark/results_public", "2023", token=token, download_mode=datasets.DownloadMode.FORCE_REDOWNLOAD) results["test"] = datasets.Dataset.from_list([row for row in resu...
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Allow SplitDict setitem to replace existing SplitInfo
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2024-03-01T15:56:38Z
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#6636 broke `write_examples_on_file` and `write_batch` from the class `ArrowWriter`. I'm undoing these changes. See #6663. Note the current implementation doesn't keep the order of the columns and the schema, thus setting a wrong schema for each column.
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Revert the changes in `arrow_writer.py` from #6636
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2024-02-16T02:31:11Z
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### Describe the bug `write_examples_on_file` and `write_batch` are broken in `ArrowWriter` since #6636. The order between the columns and the schema is not preserved anymore. So these functions don't work anymore unless the order happens to align well. ### Steps to reproduce the bug Try to do `write_batch` with any...
2024-02-16T09:25:00Z
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2024-02-15T01:43:27Z
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2024-02-16T09:25:00Z
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[ "Thanks for reporting! I've left some comments on the PR on how to fix this recent change rather than reverting it.", "> Thanks for reporting! I've left some comments on the PR on how to fix this recent change rather than reverting it.\r\n\r\nI feel that'd be good, but it'd be great to release a hotfix ASAP (a re...
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When you try to download a dataset that uses [biopython](https://github.com/biopython/biopython), like `load_dataset("InstaDeepAI/multi_species_genomes")`, you get the error: ``` >>> from datasets import load_dataset >>> dataset = load_dataset("InstaDeepAI/multi_species_genomes") /home/j.vangoey/.pyenv/versions/m...
2024-03-01T17:49:48Z
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fix: show correct package name to install biopython
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2024-03-01T17:43:39Z
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### Describe the bug Cannot be imported on Google Colab, the import throws the following error: ValueError: pyarrow.lib.IpcWriteOptions size changed, may indicate binary incompatibility. Expected 88 from C header, got 72 from PyObject ### Steps to reproduce the bug 1. `! pip install -U datasets` 2. `import dataset...
2024-02-25T16:37:54Z
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[ "Hi! This can happen if an incompatible `pyarrow` version (`pyarrow<12.0.0`) has been imported before the `datasets` installation and the Colab session hasn't been restarted afterward. To avoid the error, go to \"Runtime -> Restart session\" after `!pip install -U datasets` and before `import datasets`, or insert t...
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This PR addresses an issue encountered when utilizing uint16 or uint32 datatypes with datasets, followed by attempting to convert these datasets into PyTorch-compatible formats. Currently, doing so results in a TypeError due to incompatible datatype conversion, as illustrated by the following example: ```python from ...
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Automatic Conversion for uint16/uint32 to Compatible PyTorch Dtypes
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2024-03-01T18:52:37Z
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Change default compression type from `None` to "infer", to align with pandas' defaults. Documentation asks the user to supply `to_json_kwargs` with arguments suitable for pandas' `to_json` method. At the same time, while pandas' by default uses ["infer"](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame....
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Change default compression argument for JsonDatasetWriter
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A simple implementation of a mechanism to resume an IterableDataset. This is WIP and untested. Example: ```python from datasets import Dataset, concatenate_datasets ds = Dataset.from_dict({"a": range(5)}).to_iterable_dataset(num_shards=3) ds = concatenate_datasets([ds] * 2) print(f"{ds.state_dict()=}")...
2024-02-12T12:24:32Z
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[Resumable IterableDataset] Add IterableDataset state_dict
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### Describe the bug The github actions step to publish the release 2.17.0 to conda channel has failed due to expired token. Can some one please update the anaconda token rerun the failed action? @albertvillanova ? ![image](https://github.com/huggingface/datasets/assets/7138162/1b56ad3d-7643-4778-9cce-4bf531717700...
2024-03-06T15:06:22Z
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2024-03-06T15:06:22Z
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[ "Thanks for reporting, @atulsaurav.\r\n\r\nWe are investigating the issue. ", "I can't fix this issue because I do not appear as a team member of the huggingface datasets project: https://anaconda.org/huggingface/datasets\r\n\r\n@lhoestq could you please add `datasets` team members to the corresponding Anaconda p...
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### Describe the bug When trying to load big json files from a local directory, `load_dataset` throws the following error ``` Traceback (most recent call last): File "/miniconda3/envs/conda-env/lib/python3.10/site-packages/datasets/builder.py", line 1989, in _prepare_split_single writer.write_table(table) ...
2024-03-15T22:18:21Z
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[ "I get similar when dealing with a large jsonl file (6k lines), \r\n\r\n> TypeError: Couldn't cast array of type timestamp[us] to null\r\n\r\nYet when I split it into 1k lines, files, load_dataset works fine!\r\n\r\nhttps://github.com/huggingface/course/issues/692\r\n\r\n" ]
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### Describe the bug When I run the following code I get an exception; `go_emotions = load_dataset("go_emotions")` > AttributeError Traceback (most recent call last) Cell In[6], [line 1](vscode-notebook-cell:?execution_count=6&line=1) ----> [1](vscode-notebook-cell:?execution_count=6&l...
2024-02-12T09:35:55Z
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Cannot load the dataset go_emotions
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[ "Thanks for reporting, @arame.\r\n\r\nI guess you have an old version of `transformers` (that submodule is present in `transformers` since version 3.0.1, since nearly 4 years ago). If you update it, the error should disappear:\r\n```shell\r\npip install -U transformers\r\n```\r\n\r\nOn the other hand, I am wonderin...
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### Describe the bug I encountered a TypeError when batch processing a dataset with Sequence features in datasets package version 2.16.1. The error arises from a mismatch in handling fixed-size list arrays during the map function execution. Debugging pinpoints the issue to an if-statement in datasets/table.py, line 20...
2024-02-12T08:26:53Z
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[ "Hi ! This issue has been fixed by https://github.com/huggingface/datasets/pull/6283\r\n\r\nCan you try again with the new release 2.17.0 ?\r\n\r\n```\r\npip install -U datasets\r\n```\r\n\r\n", "Amazing! It's indeed fixed now. Thanks!" ]
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### Feature request Support for slice splits in `datasets.load_from_disk`, similar to how it's already supported for `datasets.load_dataset`. See https://www.nature.com/articles/s41551-023-01093-3. ### Motivation Slice splits are convienient in a numer of cases - adding support to `datasets.load_from_disk` would ma...
2024-02-09T08:00:21Z
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2024-02-09T08:00:21Z
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Slice splits support for datasets.load_from_disk
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### Describe the bug ``` Traceback (most recent call last): File "finetune.py", line 103, in <module> main(args) File "finetune.py", line 45, in main data_tokenized = data.map(partial(funcs.tokenize_function, tokenizer, File "/opt/conda/envs/ptca/lib/python3.8/site-packages/datasets/dataset_dict....
2024-02-21T00:34:41Z
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2024-02-08T17:11:26Z
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AttributeError: 'InMemoryTable' object has no attribute '_batches'
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[ "Hi! Does running the following code also return the same error on your machine? \r\n\r\n```python\r\nimport copy\r\nimport pyarrow as pa\r\nfrom datasets.table import InMemoryTable\r\n\r\ncopy.deepcopy(InMemoryTable(pa.table({\"a\": [1, 2, 3], \"b\": [\"foo\", \"bar\", \"foobar\"]})))\r\n```", "No, it doesn't, ...
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just added torch.no_grad and eval()
2024-02-08T11:23:35Z
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2024-02-08T11:17:24Z
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Minor multi gpu doc improvement
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2024-02-08T11:17:35Z
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(basically the same content as the hfh upload docs, but adapted for datasets)
2024-02-08T13:57:41Z
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2024-02-08T10:24:56Z
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Document usage of hfh cli instead of git
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2024-02-08T13:51:39Z
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PR_kwDODunzps5mW1MA
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* A small update to the documentation, noting the ability to load jsonl files.
2024-02-08T15:34:17Z
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2024-02-07T16:18:08Z
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Update loading.mdx to include "jsonl" file loading.
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6647). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "> Thanks for adding the explicit loading command.\r\n> \r\n> However, I would move it j...
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Use Qwen1.5-0.5B-Chat as an easy example for multi-GPU the previous example was using a model for translation and the way it was setup was not really the right way to use the model.
2024-02-09T17:43:32Z
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Better multi-gpu example
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Support fsspec 2024.2. First, we should address: - #6644
2024-02-29T15:12:19Z
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2024-02-07T12:45:29Z
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Support fsspec 2024.2
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[ "I'd be very grateful. This upper bound banished me straight into dependency hell today. :(" ]
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Support fsspec 2023.12 by handling previous and new glob behavior.
2024-02-29T15:12:18Z
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[ "The pinned fsspec version range dependency conflict has been affecting several of our users in https://github.com/iterative/dvc. I've opened an initial PR that I think should resolve the glob behavior changes with using datasets + the latest fsspec release.\r\n\r\nPlease let us know if there's any other fsspec rel...
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### Describe the bug I am working on a retrieval project and encountering I have encountered two issues in the hugging face faiss integration: 1. I am trying to pass in a dataset with a faiss index to the Huggingface trainer. The code works for a cpu faiss index, but doesn't for a gpu one, getting error: ``` ...
2024-02-15T10:29:32Z
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2024-02-06T16:41:00Z
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Faiss GPU index cannot be serialised when passed to trainer
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[ "Hi ! make sure your query embeddings are numpy arrays, not torch tensors ;)", "Hi Quentin, not sure how that solves the problem number 1. I am trying to pass on a dataset with a faiss gpu for training to the standard trainer but getting this serialisation error. What is a workaround this? I do not want to remove...
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### Describe the bug Differently sized object is saved than it is loaded. ### Steps to reproduce the bug Hi, I save dataset in a following way: ``` dataset = load_dataset("json", data_files={ "train": os.path.join(input_folder, f"{task_met...
2024-02-06T09:50:19Z
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2024-02-05T17:28:57Z
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Differently dataset object saved than it is loaded.
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[ "I see now, that I have to use `load_from_disk`, in order to load dataset properly, not `load_dataset`. Why is this behavior split? Why do we need both, `load_dataset` and `load_from_disk`?\r\n\r\nUnless answered, I believe this might be helpful for other hf datasets newbies.\r\n\r\nAnyway, made a `load_dataset` co...
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### Describe the bug unicodedecodeerror: 'utf-8' codec can't decode byte 0xac in position 25: invalid start byte ### Steps to reproduce the bug ``` import sys sys.getdefaultencoding() 'utf-8' from datasets import load_dataset print(f"Train dataset size: {len(dataset['train'])}") print(f"Test datase...
2024-02-06T09:26:07Z
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2024-02-04T08:49:31Z
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2024-02-06T09:11:45Z
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[ "Hi @Hughhuh. \r\n\r\nI have formatted the issue because it was not easily readable. Additionally, the environment info is incomplete: it seems you did not run the proposed CLI command `datasets-cli env` and essential information is missing: version of `datasets`, version of `pyarrow`,...\r\n\r\nWith the informatio...
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### Feature request Currently, there are only several Sign Language labels, I would like to propose adding all the Signed Languages as new labels which are described in this ISO standard: https://www.evertype.com/standards/iso639/sign-language.html ### Motivation Datasets currently only have labels for several signe...
2024-02-02T21:54:51Z
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2024-02-02T21:54:51Z
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Sign Language Support
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A first step towards https://github.com/huggingface/datasets/issues/6529
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Run download_and_prepare if missing splits
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6639). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update." ]
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