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Temporarily pin `pydantic` until a permanent solution is found. Fix #5394.
2022-12-30T06:36:57Z
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2022-12-29T21:00:26Z
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### Describe the bug While installing the dependencies, the CI raises a TypeError: ``` Traceback (most recent call last): File "/opt/hostedtoolcache/Python/3.7.15/x64/lib/python3.7/runpy.py", line 183, in _run_module_as_main mod_name, mod_spec, code = _get_module_details(mod_name, _Error) File "/opt/hoste...
2022-12-30T10:40:51Z
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CI error: TypeError: dataclass_transform() got an unexpected keyword argument 'field_specifiers'
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[ "I still getting the same error :\r\n\r\n`python -m spacy download fr_core_news_lg\r\n`.\r\n`import spacy`", "@MFatnassi, this issue and the corresponding fix only affect our Continuous Integration testing environment.\r\n\r\nNote that `datasets` does not depend on `spacy`." ]
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See #5385 for some discussion on this The `fs=` arg was depcrecated from `Dataset.save_to_disk` and `Dataset.load_from_disk` in `2.8.0` (to be removed in `3.0.0`). There are a few other places where the `fs=` arg was still used (functions/methods in `datasets.info` and `datasets.load`). This PR adds a similar beha...
2023-01-18T12:42:33Z
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2022-12-28T15:33:17Z
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Finish deprecating the fs argument
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2023-01-18T12:35:32Z
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[ "_The documentation is not available anymore as the PR was closed or merged._", "> Thanks for the deprecation. Some minor suggested fixes below...\r\n> \r\n> Also note that the corresponding tests should be updated as well.\r\n\r\nThanks for the suggestions/typo fixes. I updated the failing test - passing locall...
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Fix notebook link to open in Colab.
2023-01-03T15:36:14Z
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2022-12-28T11:44:53Z
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Fix Colab notebook link
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2023-01-03T15:27:31Z
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[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==6.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
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Done in a VM with a GPU (Ubuntu) following the [Whisper Event - PYTHON](https://github.com/huggingface/community-events/tree/main/whisper-fine-tuning-event#python-script) instructions. Attempted using [RuntimeError: he size of tensor a (504) must match the size of tensor b (448) at non-singleton dimension 1 100% 1...
2023-07-21T14:29:47Z
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2022-12-25T15:17:14Z
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Whisper Event - RuntimeError: The size of tensor a (504) must match the size of tensor b (448) at non-singleton dimension 1 100% 1000/1000 [2:52:21<00:00, 10.34s/it]
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[ "Hey @catswithbats! Super sorry for the late reply! This is happening because there is data with label length (504) that exceeds the model's max length (448). \r\n\r\nThere are two options here:\r\n1. Increase the model's `max_length` parameter: \r\n```python\r\nmodel.config.max_length = 512\r\n```\r\n2. Filter dat...
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### Describe the bug Note that it's a special case where the Hub URL is "https://hub-ci.huggingface.co", which does not appear if we do the same on the Hub (https://huggingface.co). The call to `dataset.push_to_hub(` fails: ``` Pushing dataset shards to the dataset hub: 100%|██████████████████████████████████...
2022-12-23T20:29:02Z
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2022-12-23T13:36:37Z
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Error when pushing to the CI hub
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2022-12-23T20:29:02Z
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[ "Hmmm, git bisect tells me that the behavior is the same since https://github.com/huggingface/datasets/commit/67e65c90e9490810b89ee140da11fdd13c356c9c (3 Oct), i.e. https://github.com/huggingface/datasets/pull/4926", "Maybe related to the discussions in https://github.com/huggingface/datasets/pull/5196", "Maybe...
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Fix https://github.com/huggingface/datasets/issues/5387, fix https://github.com/huggingface/datasets/issues/4566
2023-01-25T19:00:43Z
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2022-12-23T13:26:31Z
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Fix link in `load_dataset` docstring
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2023-01-24T16:33:38Z
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[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==6.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
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### Describe the bug I am trying to load a dataset using Hugging Face Datasets load_dataset method. I am getting the value error as show below. Can someone help with this? I am using Windows laptop and Google Colab notebook. ``` WARNING:datasets.builder:Using custom data configuration default-a1d9e8eaedd958cd ---...
2022-12-29T08:36:33Z
5,388
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2022-12-23T08:16:43Z
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Getting Value Error while loading a dataset..
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2022-12-27T17:59:09Z
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[ "Hi! I can't reproduce this error locally (Mac) or in Colab. What version of `datasets` are you using?", "Hi [mariosasko](https://github.com/mariosasko), the datasets version is '2.8.0'.", "@valmetisrinivas you get that error because you imported `datasets` (and thus `fsspec`) before installing `zstandard`.\r\n...
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### Describe the bug Trying to access https://huggingface.co/docs/datasets/v2.8.0/en/package_reference/cache#improve-performance, the page is missing. The link is in here : https://huggingface.co/docs/datasets/v2.8.0/en/package_reference/loading_methods#datasets.load_dataset.keep_in_memory ### Steps to reproduce t...
2023-01-24T16:33:40Z
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2022-12-23T01:12:57Z
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Missing documentation page : improve-performance
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2023-01-24T16:33:40Z
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[ "Hi! Our documentation builder does not support links to sections, hence the bug. This is the link it should point to https://huggingface.co/docs/datasets/v2.8.0/en/cache#improve-performance." ]
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### Describe the bug `max_shard_size` parameter for `datasets.push_to_hub()` works unreliably with large files, generating shard files that are way past the specified limit. In my private dataset, which contains unprocessed images of all sizes (up to `~100MB` per file), I've encountered cases where `max_shard_siz...
2022-12-26T23:45:51Z
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2022-12-22T21:50:58Z
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`max_shard_size` in `datasets.push_to_hub()` breaks with large files
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[ "Hi! \r\n\r\nThis behavior stems from the fact that we don't always embed image bytes in the underlying arrow table, which can lead to bad size estimation (we use the first 1000 table rows to [estimate](https://github.com/huggingface/datasets/blob/9a7272cd4222383a5b932b0083a4cc173fda44e8/src/datasets/arrow_dataset....
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### Describe the bug The `fs=` argument was deprecated from `Dataset.save_to_disk` and `Dataset.load_from_disk` in favor of automagically figuring it out via fsspec: https://github.com/huggingface/datasets/blob/9a7272cd4222383a5b932b0083a4cc173fda44e8/src/datasets/arrow_dataset.py#L1339-L1340 Is there a reason the...
2023-01-23T10:50:05Z
5,385
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[]
2022-12-22T21:00:45Z
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Is `fs=` deprecated in `load_from_disk()` as well?
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2023-01-23T10:50:04Z
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[ "Hi! Yes, we should deprecate the `fs` param here. Would you be interested in submitting a PR? ", "> Hi! Yes, we should deprecate the `fs` param here. Would you be interested in submitting a PR?\r\n\r\nYeah I can do that sometime next week. Should the storage_options be a new arg here? I’ll look around for anywh...
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Fix #5229
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Handle 0-dim tensors in `cast_to_python_objects`
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### Describe the bug The documentation on [Stream](https://huggingface.co/docs/datasets/v1.18.2/stream.html) seems to imply that IterableDataset behaves just like a Dataset. However, examples like ``` dataset.map(augment_data, batched=True, remove_columns=dataset.column_names, ...) ``` will not work because `.colu...
2023-03-13T19:03:33Z
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IterableDataset missing column_names, differs from Dataset interface
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[ "Another example is that `IterableDataset.map` does not have `fn_kwargs`, among other arguments. It makes it harder to convert code from Dataset to IterableDataset.", "Hi! `fn_kwargs` was added to `IterableDataset.map` in `datasets 2.5.0`, so please update your installation (`pip install -U datasets`) to use it.\...
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this way we can know the cause of the disconnect related to https://github.com/huggingface/datasets/issues/5374
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Raise from disconnect error in xopen
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Could you review this small PR @albertvillanova ? :)", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==6.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric...
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### Describe the bug When trying to load `the_pile` dataset from the library, I get a `FileNotFound` error. ### Steps to reproduce the bug Steps to reproduce: Run: ``` from datasets import load_dataset dataset = load_dataset("the_pile") ``` I get the output: "name": "FileNotFoundError", "message...
2023-02-15T16:24:57Z
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Wrong URL for the_pile dataset
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[ "Hi! This error can happen if there is a local file/folder with the same name as the requested dataset. And to avoid it, rename the local file/folder.\r\n\r\nSoon, it will be possible to explicitly request a Hub dataset as follows:https://github.com/huggingface/datasets/issues/5228#issuecomment-1313494020" ]
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### Feature request Add extra information to the `dataset_infos.json` file to include the number of samples/examples in each shard, for example in a new field `num_examples` alongside `num_bytes`. The `.skip()` function could use this information to ignore the download of a shard when in streaming mode, which AFAICT...
2023-03-08T10:47:12Z
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Improve dataset `.skip()` speed in streaming mode
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[ "Hi! I agree `skip` can be inefficient to use in the current state.\r\n\r\nTo make it fast, we could use \"statistics\" stored in Parquet metadata and read only the chunks needed to form a dataset. \r\n\r\nAnd thanks to the \"datasets-server\" project, which aims to store the Parquet versions of the Hub datasets (o...
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This PR adds a guide for prepping datasets for depth estimation. PR to add documentation images is up here: https://huggingface.co/datasets/huggingface/documentation-images/discussions/22
2023-01-13T12:30:31Z
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feat: depth estimation dataset guide.
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Thanks for the changes, looks good to me!", "@stevhliu I have pushed some quality improvements both in terms of code and content. Would you be able to re-review? ", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==6.0.0...
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### Describe the bug When run "datasets.load_dataset("the_pile","enron_emails")" failure ![image](https://user-images.githubusercontent.com/52023469/208565302-cfab7b89-0b97-4fa6-a5ba-c11b0b629b1a.png) ### Steps to reproduce the bug Run below code in python cli: >>> import datasets >>> datasets.load_dataset(...
2022-12-20T07:52:54Z
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2022-12-20T02:19:13Z
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The dataset "the_pile", subset "enron_emails" , load_dataset() failure
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[ "Thanks for reporting @shaoyuta. We are investigating it.\r\n\r\nWe are transferring the issue to \"the_pile\" Community tab on the Hub: https://huggingface.co/datasets/the_pile/discussions/4" ]
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Hey all! Here's a first draft of the PR to add a multiprocessing implementation for `to_tf_dataset()`. It worked in some quick testing for me, but obviously I need to do some much more rigorous testing/benchmarking, and add some proper library tests. The core idea is that we do everything using `multiprocessing` and...
2023-01-25T16:28:44Z
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Add a parallel implementation of to_tf_dataset()
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Failing because the test server uses Py3.7 but the `SharedMemory` features require Py3.8! I forgot we still support 3.7 for another couple of months. I'm not sure exactly how to proceed, whether I should leave this PR until then, or ...
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set dev version
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5376). All of your documentation changes will be reflected on that endpoint." ]
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Release: 2.8.0
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### Describe the bug `streaming_download_manager` seems to disconnect if too many runs access the same underlying dataset 🧐 The code works fine for me if I have ~100 runs in parallel, but disconnects once scaling to 200. Possibly related: - https://github.com/huggingface/datasets/pull/3100 - https://github.com/...
2023-07-24T15:23:07Z
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Using too many threads results in: Got disconnected from remote data host. Retrying in 5sec
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[ "The data files are hosted on HF at https://huggingface.co/datasets/allenai/c4/tree/main\r\n\r\nYou have 200 runs streaming the same files in parallel. So this is probably a Hub limitation. Maybe rate limiting ? cc @julien-c \r\n\r\nMaybe you can also try to reduce the number of HTTP requests by increasing the bloc...
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Was hoping to find a way to speed up the skipping as I'm running into bottlenecks skipping 100M examples on C4 (it takes 12 hours to skip), but didn't find anything better than this small change :( Maybe there's a way to directly skip whole shards to speed it up? 🧐
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2022-12-18T21:40:21Z
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This PR fixes `xpandas_read_excel`: - Support passing a path string, besides a file-like object - Support passing `use_auth_token` - First assumes the host server supports HTTP range requests; only if a ValueError is thrown (Cannot seek streaming HTTP file), then it preserves previous behavior (see [#3355](https://g...
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### Name ImageNet-C ### Paper Benchmarking Neural Network Robustness to Common Corruptions and Perturbations ### Data https://github.com/hendrycks/robustness ### Motivation It's a known fact that vision models are brittle when they meet with slightly corrupted and perturbed data. This is also corre...
2022-12-20T06:21:41Z
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Add a robustness benchmark dataset for vision
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[ "Ccing @nazneenrajani @lvwerra @osanseviero " ]
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To split your dataset across your training nodes, you can use the new [`datasets.distributed.split_dataset_by_node`]: ```python import os from datasets.distributed import split_dataset_by_node ds = split_dataset_by_node(ds, rank=int(os.environ["RANK"]), world_size=int(os.environ["WORLD_SIZE"])) ``` This wor...
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Align the `remove_columns` behavior and input dict mutation in `map` with the behavior before https://github.com/huggingface/datasets/pull/5252.
2022-12-16T16:28:08Z
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Align remove columns behavior and input dict mutation in `map` with previous behavior
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2022-12-16T16:25:12Z
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This was introduced in https://github.com/huggingface/datasets/pull/5252 and causing the transformers CI to break: https://app.circleci.com/pipelines/github/huggingface/transformers/53886/workflows/522faf2e-a053-454c-94f8-a617fde33393/jobs/648597 Basically this code should return a dataset with only one column: `...
2022-12-15T22:27:53Z
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Fix remove columns from lazy dict
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fix typing and ExamplesIterable.shard_data_sources
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Currently images that are provided as ndarrays, but not in `uint8` format are going to loose data. Namely, for example in a depth image where the data is in float32 format, the type-casting to uint8 will basically make the whole image blank. `PIL.Image.fromarray` [does support mode `F`](https://pillow.readthedocs.io/e...
2023-01-26T18:46:45Z
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fix: image array should support other formats than uint8
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2023-01-26T18:39:36Z
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Make it possible to write Arrow files directly with `BeamWriter` rather than converting from Parquet to Arrow, which is sub-optimal, especially for big datasets for which Beam is primarily used.
2024-01-11T14:52:33Z
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Support for writing arrow files directly with BeamWriter
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2024-01-11T14:45:15Z
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Dataset.from_generator() crashes on simple example
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### Describe the bug Run model "GPT-J" with dataset "the_pile" fail. The fail out is as below: ![image](https://user-images.githubusercontent.com/52023469/207750127-118d9896-35f4-4ee9-90d4-d0ab9aae9c74.png) Looks like which is due to "http://eaidata.bmk.sh/data/enron_emails.jsonl.zst" unreachable . ### Steps to ...
2022-12-15T07:45:54Z
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2022-12-15T01:23:03Z
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Run 'GPT-J' failure due to download dataset fail (' ConnectionError: Couldn't reach http://eaidata.bmk.sh/data/enron_emails.jsonl.zst ' )
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[ "Thanks for reporting, @shaoyuta.\r\n\r\nWe have checked and yes, apparently there is an issue with the server hosting the data of the \"enron_emails\" subset of \"the_pile\" dataset: http://eaidata.bmk.sh/data/enron_emails.jsonl.zst\r\nIt seems to be down: The connection has timed out.\r\n\r\nPlease note that at t...
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### Describe the bug I am trying to do concatenate audios in a dataset e.g. `google/fleurs`. ```python print(dataset) # Dataset({ # features: ['path', 'audio'], # num_rows: 24 # }) def mapper_function(batch): # to merge every 3 audio # np.concatnate(audios[i: i+3]) for i in range(i, len(batc...
2023-07-21T14:30:51Z
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2022-12-14T18:13:55Z
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How concatenate `Audio` elements using batch mapping
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2023-07-21T14:30:51Z
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[ "You can try something like this ?\r\n```python\r\ndef mapper_function(batch):\r\n return {\"concatenated_audio\": [np.concatenate([audio[\"array\"] for audio in batch[\"audio\"]])]}\r\n\r\ndataset = dataset.map(\r\n mapper_function,\r\n batched=True,\r\n batch_size=3,\r\n remove_columns=list(dataset....
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As mentioned in https://github.com/huggingface/datasets/issues/3423, when using PyTorch DDP the dataset ends up with duplicated data. We already check for the PyTorch `worker_info` for single node, but we should also check for `torch.distributed.get_world_size()` and `torch.distributed.get_rank()`
2023-06-15T09:51:13Z
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2022-12-14T16:06:19Z
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IterableDataset returns duplicated data using PyTorch DDP
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2023-01-16T13:33:33Z
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[ "If you use huggingface trainer, you will find the trainer has wrapped a `IterableDatasetShard` to avoid duplication.\r\nSee:\r\nhttps://github.com/huggingface/transformers/blob/dfd818420dcbad68e05a502495cf666d338b2bfb/src/transformers/trainer.py#L835\r\n", "If you want to support it by datasets natively, maybe w...
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Checks type of names provided to ClassLabel to avoid easy and hard to debug errors (closes #5332 - see for discussion)
2022-12-22T16:35:49Z
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2022-12-13T23:04:06Z
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Raise error if ClassLabel names is not python list
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2022-12-22T16:32:49Z
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Thanks for your proposed fix, @freddyheppell.\r\n\r\nCurrently the CI fails because in a test we pass a `tuple` instead of a `list`. I would say we should accept `tuple` as a valid input type as well...\r\n\r\nWhat about checking for...
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Invoking `{load,save}_from_dict` results in resource leak warnings, this should fix. Introduces no significant logic changes.
2023-01-05T16:46:31Z
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Fix `fs.open` resource leaks
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2023-01-05T15:59:51Z
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[ "_The documentation is not available anymore as the PR was closed or merged._", "@mariosasko Sorry, I didn't check tests/style after doing a merge from the Git UI last week. Thx for fixing. \r\n\r\nFYI I'm getting \"Only those with [write access](https://docs.github.com/articles/what-are-the-different-access-perm...
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In https://github.com/huggingface/datasets/pull/5084 we make the torch formatting consistent with the map-style datasets formatting: a torch formatted iterable dataset will yield torch tensors. The previous behavior of the torch formatting for iterable dataset was simply to make the iterable dataset inherit from `to...
2023-01-04T12:45:40Z
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Support torch dataloader without torch formatting
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2022-12-15T19:15:54Z
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Need some more time to fix the tests, especially with pickle", "> And I actually don't quite understand the idea - what's the motivation behind making only IterableDataset compatible with torch DataLoader without setting the format...
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This PR cleans the `Filesystems` and `Logging` docstrings.
2022-12-14T17:25:58Z
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This PR cleans up the `Table` class docstrings :)
2022-12-13T18:17:56Z
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Clean up Table class docstrings
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2022-12-13T18:14:42Z
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### Feature request Hi, please consider using `Sequence` type annotation instead of `List` in function arguments such as in [`Dataset.from_parquet()`](https://github.com/huggingface/datasets/blob/main/src/datasets/arrow_dataset.py#L1088). It leads to type checking errors, see below. **How to reproduce** ```py ...
2024-01-20T19:57:17Z
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Consider using "Sequence" instead of "List"
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[ "Hi! Linking a comment to provide more info on the issue: https://stackoverflow.com/a/39458225. This means we should replace all (most of) the occurrences of `List` with `Sequence` in function signatures.\r\n\r\n@tranhd95 Would you be interested in submitting a PR?", "Hi all! I tried to reproduce this issue and d...
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### Feature request Hi there! It would be super cool if `Audio()`, and potentially other features, could read files from a remote file system. ### Motivation Large amounts of data is often stored in buckets. `load_from_disk` is able to retrieve data from cloud storage but to my knowledge actually copies the datas...
2022-12-12T13:37:14Z
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2022-12-12T13:22:13Z
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Support remote file systems for `Audio`
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[ "Just seen https://github.com/huggingface/datasets/issues/5281" ]
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### Describe the bug I try to define a custom configuration with a input_size attribute following the instructions by "Specifying several dataset configurations" in https://huggingface.co/docs/datasets/v1.2.1/add_dataset.html But when I load the dataset, I got an error "__init__() got an unexpected keyword argument...
2022-12-19T01:38:48Z
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2022-12-12T02:52:03Z
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__init__() got an unexpected keyword argument 'input_size'
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[ "Hi @J-shel, thanks for reporting.\r\n\r\nI think the issue comes from your call to `load_dataset`. As first argument, you should pass:\r\n- either the name of your dataset (\"mrf\") if this is already published on the Hub\r\n- or the path to the loading script of your dataset (\"path/to/your/local/mrf.py\").", "...
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### Describe the bug I'm not sure this is a bug or if it's just missing in the documentation, or i'm not doing something correctly, but I'm subclassing `DatasetBuilder` and getting the following error because on the `DatasetBuilder` class the `_prepare_split` method is abstract (as are the others we are required to im...
2022-12-20T18:20:57Z
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2022-12-12T01:38:54Z
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Do we need to implement `_prepare_split`?
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2022-12-12T16:48:56Z
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[ "Hi! `DatasetBuilder` is a parent class for concrete builders: `GeneratorBasedBuilder`, `ArrowBasedBuilder` and `BeamBasedBuilder`. When writing a builder script, these classes are the ones you should inherit from. And since all of them implement `_prepare_split`, you only have to implement the three methods mentio...
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Clean up for the docstrings in Loading methods!
2022-12-12T17:27:20Z
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This PR cleans up the remaining docstrings in Main Classes (`IterableDataset`, `IterableDatasetDict`, and `Features`).
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Clean up remaining Main Classes docstrings
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### Describe the bug For a project on a cluster we are several users to share the same cache for the datasets library. And we have a problem with the permissions on the data downloaded in the cache. Indeed, it seems that the data is downloaded by giving read and write permissions only to the user launching the com...
2022-12-09T17:21:26Z
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2022-12-09T15:46:27Z
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The data downloaded in the download folder of the cache does not respect `umask`
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[ "note, that `datasets` already did some of that umask fixing in the past and also at the hub - the recent work on the hub about the same: https://github.com/huggingface/huggingface_hub/pull/1220\r\n\r\nAlso I noticed that each file has a .json counterpart and the latter always has the correct perms:\r\n\r\n```\r\n-...
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(Fixes issue #5345)
2023-01-17T16:12:49Z
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2022-12-09T15:10:24Z
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Force soundfile to return float32 instead of the default float64
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[ "cc @polinaeterna", "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5347). All of your documentation changes will be reflected on that endpoint.", "Cool ! Feel free to add a comment in the code to explain that and we can merge :)", "I'm not sure if this is a good change ...
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Thanks to all of you, Datasets is just about to pass 15k stars! Since the last survey, a lot has happened: the [diffusers](https://github.com/huggingface/diffusers), [evaluate](https://github.com/huggingface/evaluate) and [skops](https://github.com/skops-dev/skops) libraries were born. `timm` joined the Hugging Face...
2023-06-02T20:24:44Z
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[Quick poll] Give your opinion on the future of the Hugging Face Open Source ecosystem!
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[ "As the survey is finished, can we close this issue, @LysandreJik ?", "Yes! I'll post a public summary on the forums shortly.", "Is the summary available? I would be interested in reading your findings." ]
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### Describe the bug When concatenating/interleaving different datasets, I stumble into an error because the features can't be aligned. After some investigation, I understood that the audio arrays had different dtypes, namely `float32` and `float64`. Consequently, the datasets cannot be merged. ### Steps to repro...
2023-02-10T14:39:28Z
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2022-12-09T11:05:11Z
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Wrong dtype for array in audio features
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[ "After some more investigation, this is due to [this line of code](https://github.com/huggingface/datasets/blob/main/src/datasets/features/audio.py#L279). The function `sf.read(file)` should be updated to `sf.read(file, dtype=\"float32\")`\r\n\r\nIndeed, the default value in soundfile is `float64` ([see here](https...
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This PR cleans up the docstrings for the other half of the methods in `Dataset` and finishes `DatasetDict`.
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Clean up Dataset and DatasetDict
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Dear all, I am fine-tuning T5 for Q&A task using the MedQuAD ([GitHub - abachaa/MedQuAD: Medical Question Answering Dataset of 47,457 QA pairs created from 12 NIH websites](https://github.com/abachaa/MedQuAD)) dataset. In the dataset, there are many long answers with thousands of words. I have used pytorch_lightning to...
2022-12-08T19:57:17Z
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T5 for Q&A produces truncated sentence
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### Describe the bug The emotion dataset gives a FileNotFoundError. The full error is: `FileNotFoundError: Couldn't find file at https://www.dropbox.com/s/1pzkadrvffbqw6o/train.txt?dl=1`. It was working yesterday (December 7, 2022), but stopped working today (December 8, 2022). ### Steps to reproduce the bug ...
2023-02-23T19:13:19Z
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Emotion dataset cannot be downloaded
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2022-12-09T10:46:11Z
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[ "Hi @cbarond there's already an open issue at https://github.com/dair-ai/emotion_dataset/issues/5, as the data seems to be missing now, so check that issue instead 👍🏻 ", "Thanks @cbarond for reporting and @alvarobartt for pointing to the issue we opened in the author's repo.\r\n\r\nIndeed, this issue was first ...
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After discussions in https://github.com/huggingface/datasets/pull/5335 we should remove this file that is not used anymore. We should update https://github.com/huggingface/hub-docs/blob/main/js/src/lib/interfaces/Types.ts instead.
2022-12-09T12:26:21Z
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Remove tasks.json
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This PR cleans up the docstrings for `DatasetInfo` and about half of the methods in `Dataset`.
2022-12-08T19:33:14Z
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Clean up DatasetInfo and Dataset docstrings
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This PR does the following: - Adds `Video` feature (Resolves #5225 ) - Adds `video-classification` task - Adds `videofolder` packaged module for easy loading of local video classification datasets TODO: - [ ] add tests - [ ] add docs
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Add Video feature, videofolder, and video-classification task
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2023-10-11T09:13:11Z
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5339). All of your documentation changes will be reflected on that endpoint.", "@lhoestq I think I need some serious help with the tests 😅...I started this locally but it got too time consuming.\n\nOne issue I remember running...
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### Describe the bug I am passing the following `prepare_dataset` function to `Dataset.map` (code is inspired from [here](https://github.com/huggingface/community-events/blob/main/whisper-fine-tuning-event/run_speech_recognition_seq2seq_streaming.py#L454)) ```python3 def prepare_dataset(batch): # load and res...
2022-12-10T00:39:29Z
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`map()` stops every 1000 steps
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2022-12-10T00:39:28Z
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[ "Hi !\r\n\r\n> It starts using all the cores (I am not sure why because I did not pass num_proc)\r\n\r\nThe tokenizer uses Rust code that is multithreaded. And maybe the `feature_extractor` might run some things in parallel as well - but I'm not super familiar with its internals.\r\n\r\n> then progress bar stops at...
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Webdataset is an efficient format for iterable datasets. It would be nice to support it in `datasets`, as discussed in https://github.com/rom1504/img2dataset/issues/234. In particular it would be awesome to be able to load one using `load_dataset` in streaming mode (either from a local directory, or from a dataset o...
2024-03-06T14:39:29Z
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2022-12-07T11:32:25Z
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Support webdataset format
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[ "I like the idea of having `webdataset` as an optional dependency to ensure our loader generates web datasets the same way as the main project.", "Webdataset is the one of the most popular dataset formats for large scale computer vision tasks. Upvote for this issue. ", "Any updates on this?", "We haven't had ...
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This PR solves #5325 ~Indeed we're using the typing for optional values as `Union[type, None]` as it's similar to how Python 3.10 handles optional values as `type | None`, instead of using `Optional[type]`.~ ~Do we want to start using `Union[type, None]` for type-hinting optional values or just keep on using `Op...
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Set `IterableDataset.map` param `batch_size` typing as optional
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2022-12-07T14:06:27Z
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5336). All of your documentation changes will be reflected on that endpoint.", "Hi @mariosasko, @lhoestq I was wondering whether we should include `batched` as a `pytest.mark` param for the functions testing `IterableDataset.ma...
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Context: * https://github.com/huggingface/datasets/issues/5255#issuecomment-1339107195 Cc: @osanseviero
2023-09-24T10:06:42Z
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2022-12-06T11:37:57Z
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Update tasks.json
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[ "_The documentation is not available anymore as the PR was closed or merged._", "I think the only place where we need to add it is here https://github.com/huggingface/hub-docs/blob/main/js/src/lib/interfaces/Types.ts\r\n\r\nAnd I think we can remove tasks.json completely from this repo", "Isn't tasks.json used ...
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As raised by @polinaeterna in #5324, some of the docstrings are a bit of a mess because it has both Markdown and Sphinx syntax. This PR fixes the docstring for `DatasetBuilder`. I'll start working on cleaning up the rest of the docstrings and removing the old Sphinx syntax (let me know if you prefer one big PR with...
2022-12-09T01:44:25Z
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2022-12-05T20:56:08Z
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Clean up docstrings
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Thanks ! Let us know if we can help :)\r\n\r\nSmall pref for having multiple PRs", "Awesome, thanks! Sorry this one is a little big, I'll open some smaller ones next :)" ]
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Otherwise, get_dataset_infos doesn't work on gated or private datasets, even with the correct token.
2022-12-06T08:25:17Z
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fix: 🐛 pass the token to get the list of config names
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2022-12-06T08:22:49Z
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### Describe the bug If a numpy array is passed to the names argument of ClassLabel, creating a dataset with those features causes an error. ### Steps to reproduce the bug https://colab.research.google.com/drive/1cV_es1PWZiEuus17n-2C-w0KEoEZ68IX TLDR: If I define my classes as: ``` my_classes = np.array(['on...
2022-12-22T16:32:50Z
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Passing numpy array to ClassLabel names causes ValueError
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2022-12-22T16:32:50Z
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[ "Should `datasets` allow `ClassLabel` input parameter to be an `np.array` even though internally we need to cast it to a Python list? @lhoestq @mariosasko ", "Hi! No, I don't think so. The `names` parameter is [annotated](https://github.com/huggingface/datasets/blob/582236640b9109988e5f7a16a8353696ffa09a16/src/d...
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will solve https://github.com/huggingface/datasets/issues/5209 and https://github.com/huggingface/datasets/issues/5151 and many other... Config parameters for packaged builders are parsed from `“builder_config”` field in README.md file (separate firs-level field, not part of “dataset_info”), example: ```yaml --- ...
2023-07-24T15:49:54Z
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Support for multiple configs in packaged modules via metadata yaml info
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2023-07-13T13:27:56Z
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[ "_The documentation is not available anymore as the PR was closed or merged._", "feel free to merge `main` into your PR to fix the CI :)", "Let me see if I can fix the pattern thing ^^'", "Hmm I think it would be easier to specify the `data_files` in the end, because having a split pattern like `{split}-...` ...
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Based on feedback from [here](https://github.com/huggingface/datasets/issues/5317#issuecomment-1334108824), this PR adds a note to the `imagefolder` loading and creating docs that `imagefolder` is designed for small scale image datasets.
2022-12-06T17:20:04Z
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Clarify imagefolder is for small datasets
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[ "_The documentation is not available anymore as the PR was closed or merged._", "I think it's also reasonable to add the same note to the AudioFolder decription", "Thank you ! I think \"regular\" is more appropriate than \"small\". It can easily scale to a few thousands of images - just not millions x)", "Rep...
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This PR reverts the triggering event for building documentation introduced by: - #5250 Fix #5326.
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Fix docs building for main
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[ "_The documentation is not available anymore as the PR was closed or merged._", "EDIT\r\nAt least the docs for ~~main~~ PR branch are now built:\r\n- https://github.com/huggingface/datasets/actions/runs/3594847760/jobs/6053620813", "Build documentation for main branch was triggered after this PR being merged: h...
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will fix #5315
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Avoid unwanted behaviour when splits from script and metadata are not matching because of outdated metadata
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5327). All of your documentation changes will be reflected on that endpoint." ]
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Since: - #5250 - Commit: 703b84311f4ead83c7f79639f2dfa739295f0be6 the docs for main branch are no longer built. The change introduced only triggers the docs building for releases.
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### Feature request Dataset.map(...) allows batch_size to be None. It would be nice if IterableDataset did too. ### Motivation Although it may seem a bit of a spurious request given that `IterableDataset` is meant for larger than memory datasets, but there are a couple of reasons why this might be nice. One is th...
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map(...batch_size=None) for IterableDataset
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[ "Hi! I agree it makes sense for `IterableDataset.map` to support the `batch_size=None` case. This should be super easy to fix.", "@mariosasko as this is something simple maybe I can include it as part of https://github.com/huggingface/datasets/pull/5311? Let me know :+1:", "#self-assign", "Feel free to close ...
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While I was working on https://github.com/huggingface/datasets/pull/5313 I've noticed that we have a mess in how we annotate types and format args and return values in the code. And some of it is displayed in the [Reference section](https://huggingface.co/docs/datasets/package_reference/builder_classes) of the document...
2024-01-23T16:21:54Z
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2022-12-01T15:34:53Z
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Fix docstrings and types in documentation that appears on the website
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[ "I agree we have a mess with docstrings...", "Ok, I believe we've cleaned up most of the old syntax we were using for the user-facing docs! There are still a couple of `:obj:`'s and `:class:` floating around in the docstrings we don't expose that I'll track down :)", "Hi @polinaeterna @albertvillanova @stevhliu...
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### Describe the bug Loading certain splits () of the taskmaster-2 dataset fails because of a DuplicatedKeysError. This occurs for the following domains: `'hotels', 'movies', 'music', 'sports'`. The domains `'flights', 'food-ordering', 'restaurant-search'` load fine. Output: ### Steps to reproduce the bug ``` ...
2022-12-01T16:26:06Z
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Duplicated Keys in Taskmaster-2 Dataset
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[ "Thanks for reporting, @liaeh.\r\n\r\nWe are having a look at it. ", "I have transferred the discussion to the Community tab of the dataset: https://huggingface.co/datasets/taskmaster2/discussions/1" ]
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Currently `download_and_extract` doesn't throw an error when it is used with files with `.tar` extension in streaming mode because `_get_extraction_protocol` doesn't do it (like it does for `tar.gz` and `tgz`). `_get_extraction_protocol` returns formatted url as if we support tar protocol but we don't. That means tha...
2022-12-14T16:37:16Z
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Raise error for `.tar` archives in the same way as for `.tar.gz` and `.tgz` in `_get_extraction_protocol`
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2022-12-14T16:33:30Z
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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As reported in https://discuss.huggingface.co/t/error-loading-wikipedia-dataset/26599/4 it's not possible to download a cached version of Wikipedia from the HF GCP cache I fixed it and added an integration test (runs in 10sec)
2022-12-01T16:10:09Z
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2022-12-01T14:39:06Z
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Fix loading from HF GCP cache
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Previously it was placed next to the archive to extract, but the archive can be in a read-only directory as noticed in https://github.com/huggingface/datasets/issues/5295 Therefore I moved the lock location to be next to the destination directory, which is required to have write permissions
2022-12-01T15:36:44Z
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[Extract] Place the lock file next to the destination directory
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Fix #5316.
2022-12-01T15:21:44Z
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Fix Text sample_by paragraph
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This fixes the problem of when the dataset_load function reads a function with "features" provided but some read batches don't have columns that later show up. For instance, the provided "features" requires columns A,B,C but only columns B,C show. This fixes this by adding the column A with nulls.
2022-12-12T19:06:42Z
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Origin/fix missing features error
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2022-12-04T05:49:39Z
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[ "_The documentation is not available anymore as the PR was closed or merged._", "please review :) @lhoestq @ola13 thankoo", "Thanks :) I just updated the test to make sure it works even when there's a column missing, and did a minor change to json.py to add the missing columns for the other kinds of JSON files ...
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### Describe the bug While testing image dataset creation, I'm seeing significant performance bottlenecks with imagefolders when scanning a directory structure with large number of images. ## Setup * Nested directories (5 levels deep) * 3M+ images * 1 `metadata.jsonl` file ## Performance Degradation Point...
2022-12-01T21:49:26Z
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`ImageFolder` performs poorly with large datasets
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[ "Hi ! ImageFolder is made for small scale datasets indeed. For large scale image datasets you better group your images in TAR archives or Arrow/Parquet files. This is true not just for ImageFolder loading performance, but also because having millions of files is not ideal for your filesystem or when moving the data...
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### Describe the bug I think [this line](https://github.com/huggingface/datasets/blob/main/src/datasets/packaged_modules/text/text.py#L96) is wrong and should be `batch = f.read(self.config.chunksize)`. Otherwise it will never terminate because even when `f` is finished reading, `batch` will still be truthy from the l...
2022-12-01T15:19:02Z
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2022-11-30T19:24:13Z
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Bug in sample_by="paragraph"
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[ "Thanks for reporting, @adampauls.\r\n\r\nWe are having a look at it. " ]
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### Describe the bug If you first create a custom dataset with a specific set of splits, generate metadata with `datasets-cli test ... --save_info`, then change your script to include more splits, it fails. That's what happened in https://huggingface.co/datasets/mrdbourke/food_vision_199_classes/discussions/2#6385f...
2022-12-02T07:02:53Z
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2022-11-30T18:02:15Z
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Adding new splits to a dataset script with existing old splits info in metadata's `dataset_info` fails
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[ "EDIT:\r\nI think in this case, the metadata files (either README or JSON) should not be read (i.e. `self.info.splits` should be None).\r\n\r\nOne idea: \r\n- I think ideally we should set this behavior when we pass `--save_info` to the CLI `test`\r\n- However, currently, the builder is unaware of this: `save_info`...
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https://github.com/huggingface/datasets/blob/main/metrics/seqeval/seqeval.py > import datasets predictions = [['O', 'O', 'B-MISC', 'I-MISC', 'I-MISC', 'I-MISC', 'O'], ['B-PER', 'I-PER', 'O']] references = [['O', 'O', 'O', 'B-MISC', 'I-MISC', 'I-MISC', 'O'], ['B-PER', 'I-PER', 'O']] seqeval = datasets.load_metri...
2023-07-21T14:40:31Z
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2022-11-30T14:01:03Z
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Datasets: classification_report() got an unexpected keyword argument 'suffix'
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[ "This seems similar to https://github.com/huggingface/datasets/issues/2512 Can you try to update seqeval ? ", "@JonathanAlis also note that the metrics are deprecated in our `datasets` library.\r\n\r\nPlease, use the new library 🤗 Evaluate instead: https://huggingface.co/docs/evaluate" ]
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We say that "the data is being downloaded progressively" which is not true, it's just streamed, so I fixed it. Probably I missed some other places where it is written? Also changed docstrings for `StreamingDownloadManager`'s `download` and `extract` to reflect the same, as these docstrings are displayed in the docu...
2022-12-01T14:55:30Z
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2022-11-29T18:00:28Z
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Fix description of streaming in the docs
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2022-12-01T14:00:34Z
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From discussions in https://github.com/huggingface/datasets/issues/5189, for tabular data it doesn't really make sense to have to do ```python df = load_dataset(...)["train"].to_pandas() ``` because many datasets are not split. In this PR I added `to_pandas` to `DatasetDict` which returns the DataFrame: If th...
2023-09-24T10:06:19Z
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Add DatasetDict.to_pandas
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[ "The current implementation is what I had in mind, i.e. concatenate all splits by default.\r\n\r\nHowever, I think most tabular datasets would come as a single split. So for that usecase, it wouldn't change UX if we raise when there are more than one splits.\r\n\r\nAnd for multiple splits, the user either passes a ...
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## Description As suggested by @lhoestq in #3888, we should be adding the param `features` to `IterableDataset.map` so that the features can be preserved (not turned into `None` as that's the default behavior) whenever the user passes those as param, so as to be consistent with `Dataset.map`, as it provides the `fea...
2022-12-06T15:45:02Z
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Add `features` param to `IterableDataset.map`
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2022-12-06T15:42:04Z
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This PR implements a string representation of `xPath`, which is valid for local paths (also windows) and remote URLs. Additionally, some `os.path` methods are fixed for remote URLs on Windows machines. Now, on Windows machines: ```python In [2]: str(xPath("C:\\dir\\file.txt")) Out[2]: 'C:\\dir\\file.txt' In [...
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Support xPath for Windows pathnames
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Ensure the file stream is closed in `ArrowWriter.finalize` before raising the `SchemaInferenceError` to avoid the `PermissionError` on Windows in `incomplete_dir`'s `shutil.rmtree`.
2022-12-07T12:55:20Z
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Close stream in `ArrowWriter.finalize` before inference error
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2022-12-07T12:52:15Z
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Add support for the `topdown` parameter in `xwalk` when `fsspec>=2022.11.0` is installed.
2022-12-09T12:58:55Z
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Support `topdown` parameter in `xwalk`
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2022-12-09T12:55:59Z
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[ "_The documentation is not available anymore as the PR was closed or merged._", "I like the `kwargs` approach, thanks!" ]
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Use the correct dataset type in the `from_generator` docs (example with sharding).
2022-11-28T15:30:37Z
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2022-11-28T15:27:26Z
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### Describe the bug I have created a feature dictionary to describe my datasets' column types, to use when loading the dataset, following [the doc](https://huggingface.co/docs/datasets/main/en/about_dataset_features). It crashes at dataset load. ### Steps to reproduce the bug ```python # Creating features task_...
2022-11-28T08:11:45Z
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Can't use custom feature description when loading a dataset
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[ "Forgot to actually convert the feature dict to a Feature object. Closing." ]
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### Describe the bug The dataset https://huggingface.co/datasets/joelito/mc4_legal works for languages like bg with a single data file, but not for languages with multiple files like de. It shows zero rows for the de dataset. joelniklaus@Joels-MacBook-Pro ~/N/P/C/L/p/m/mc4_legal (main) [1]> python test_mc4_legal....
2022-11-28T07:22:42Z
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Dataset joelito/mc4_legal does not work with multiple files
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2022-11-28T07:22:42Z
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[ "Thanks for reporting @JoelNiklaus.\r\n\r\nPlease note that since we moved all dataset loading scripts to the Hub, the issues and pull requests relative to specific datasets are directly handled on the Hub, in their Community tab. I'm transferring this issue there: https://huggingface.co/datasets/joelito/mc4_legal/...
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### Describe the bug When I use the function ```timit = load_dataset('timit_asr', data_dir=data_dir)```, it only loads train split, not test split. I tried to change the directory and filename to lower case to upper case for the test split, but it does not work at all. ```python DatasetDict({ train: Datase...
2023-02-10T16:33:21Z
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2022-11-26T10:18:22Z
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timit_asr doesn't load the test split.
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[ "The [timit_asr.py](https://huggingface.co/datasets/timit_asr/blob/main/timit_asr.py) script iterates over the WAV files per split directory using this:\r\n```python\r\nwav_paths = sorted(Path(data_dir).glob(f\"**/{split}/**/*.wav\"))\r\nwav_paths = wav_paths if wav_paths else sorted(Path(data_dir).glob(f\"**/{spli...
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Skip the dataset verifications (split and checksum verifications, duplicate keys check) by default unless a dataset is being tested (`datasets-cli test/run_beam`). The main goal is to avoid running the checksum check in the default case due to how expensive it can be for large datasets. PS: Maybe we should deprecate...
2023-02-13T16:50:42Z
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2022-11-25T18:39:09Z
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Skip dataset verifications by default
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2023-02-13T16:43:47Z
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[ "_The documentation is not available anymore as the PR was closed or merged._", "100% agree that the checksum verification is overkill and not super useful. But I think this PR would also disable the check on num_examples no ?\r\n \r\nAs a user I would like to know if the dataset I'm loading changed significantly...
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Clarify in the docstrings what happens when `use_auth_token` is `None` and deprecate the `use_auth_token` param in `download_and_prepare`.
2022-12-09T14:20:15Z
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Improve `use_auth_token` docstring and deprecate `use_auth_token` in `download_and_prepare`
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2022-12-09T14:17:20Z
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...instead of a DatasetDict. ```python # now supported ds = load_dataset("squad") ds[0] for example in ds: pass # still works ds["train"] ds["validation"] # new ds.splits # Dict[str, Dataset] | None # soon to be supported (not in this PR) ds = load_dataset("dataset_with_no_splits") ds[0] f...
2023-09-24T10:06:15Z
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Return a split Dataset in load_dataset
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5301). All of your documentation changes will be reflected on that endpoint.", "Just noticed that now we have to deal with indexed & split datasets. The remaining tests are failing because one should be able to get an indexed d...
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Use the same `num_proc` value for data download and generation. Additionally, do not set `num_proc` to 16 in `DownloadManager` by default (`num_proc` now has to be specified explicitly).
2022-12-07T12:55:39Z
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Use same `num_proc` for dataset download and generation
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2022-12-07T12:52:51Z
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[ "_The documentation is not available anymore as the PR was closed or merged._", "I noticed this bug the other day and was going to look into it! \"Where are these processes coming from?\" ;-)" ]
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This PR fixes a bug in `xopen` function for Windows pathnames. Fix #5298.
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Fix xopen for Windows pathnames
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Currently, `xopen` function has a bug with local Windows pathnames: From its implementation: ```python def xopen(file: str, mode="r", *args, **kwargs): file = _as_posix(PurePath(file)) main_hop, *rest_hops = file.split("::") if is_local_path(main_hop): return open(file, mode, *args, **kwarg...
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Bug in xopen with Windows pathnames
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This PR fixes a bug in `xjoin` function with Windows pathnames. Fix #5296.
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Currently, `xjoin` function has a bug with local Windows pathnames: instead of returning the OS-dependent join pathname, it always returns it in POSIX format. ```python from datasets.download.streaming_download_manager import xjoin path = xjoin("C:\\Users\\USERNAME", "filename.txt") ``` Join path should be: ...
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2022-11-25T13:29:33Z
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Bug in xjoin with Windows pathnames
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### Describe the bug Hi, `load_dataset()` does not work .zip files located on a read-only directory. Looks like it's because Dataset creates a lock file in the [same directory](https://github.com/huggingface/datasets/blob/df4bdd365f2abb695f113cbf8856a925bc70901b/src/datasets/utils/extract.py) as the .zip file. ...
2023-07-21T14:39:09Z
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2022-11-25T03:59:43Z
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Extractions failed when .zip file located on read-only path (e.g., SageMaker FastFile mode)
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[ "Hi ! Thanks for reporting. Indeed the lock file should be placed in a directory with write permission (e.g. in the directory where the archive is extracted).", "I opened https://github.com/huggingface/datasets/pull/5320 to fix this - it places the lock file in the cache directory instead of trying to put in next...
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This PR extends the support in streaming mode for datasets that use `pathlib.Path.with_suffix`. Fix #5293.
2022-11-29T07:09:08Z
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2022-11-24T18:04:38Z
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Support streaming datasets with pathlib.Path.with_suffix
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