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https://api.github.com/repos/huggingface/datasets/issues/4429
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Update builder docstring for deprecated/added arguments
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This PR updates the builder docstring with deprecated/added directives for arguments name/config_name. Follow up of: - #4414 - huggingface/doc-builder#233 First merge: - #4432
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Errors when building dummy data if you use nested _URLS
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2022-06-07T09:24:09Z
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## Describe the bug When making dummy data with the `datasets-cli dummy_data` tool, an error will be raised if you use a nested _URLS in your dataset script. Traceback (most recent call last): File "/home/name/LCCC/datasets/src/datasets/commands/datasets_cli.py", line 43, in <module> main() File "/hom...
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Add HF.co for PRs/Issues for specific datasets
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As in https://github.com/huggingface/transformers/pull/17485, issues and PR for datasets under a namespace have to be on the HF Hub
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Add loading variable number of columns for different splits
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**Is your feature request related to a problem? Please describe.** The original dataset `blended_skill_talk` consists of different sets of columns for the different splits: (test/valid) splits have additional data column `label_candidates` that the (train) doesn't have. When loading such data, an exception occurs at ...
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Make extensions case-insensitive in timit_asr dataset
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Related to #4422.
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Fix DuplicatedKeysError in timit_asr dataset
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Fix #4422.
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Add new dataset MMChat
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Hi, I am adding a new dataset MMChat. It seems that all tests are passed
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Cannot load timit_asr data set
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## Describe the bug I am trying to load the timit_asr data set. I have tried with a copy from the LDC, and a copy from deepai. In both cases they fail with a "duplicate key" error. With the LDC version I have to convert the file extensions all to upper-case before I can load it at all. ## Steps to reproduce the bug...
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Add extractor for bzip2-compressed files
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This change enables loading bzipped datasets, just like any other compressed dataset.
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Metric evaluation problems in multi-node, shared file system
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2022-05-30T13:24:05Z
2023-07-11T09:33:18Z
2023-07-11T09:33:17Z
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## Describe the bug Metric evaluation fails in multi-node within a shared file system, because the master process cannot find the lock files from other nodes. (This issue was originally mentioned in the transformers repo https://github.com/huggingface/transformers/issues/17412) ## Steps to reproduce the bug 1. c...
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Update `unittest` assertions over tuples from `assertEqual` to `assertTupleEqual`
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**Is your feature request related to a problem? Please describe.** So this is more a readability improvement rather than a proposal, wouldn't it be better to use `assertTupleEqual` over the tuples rather than `assertEqual`? As `unittest` added that function in `v3.1`, as detailed at https://docs.python.org/3/library...
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how to convert a dict generator into a huggingface dataset.
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2022-09-16T14:44:19Z
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### Link _No response_ ### Description Hey there, I have used seqio to get a well distributed mixture of samples from multiple dataset. However the resultant output from seqio is a python generator dict, which I cannot produce back into huggingface dataset. The generator contains all the samples needed for ...
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Add LCCC dataset
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Hi, I am trying to add a new dataset lccc. All tests are passed.
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Update `dataset_infos.json` with new split info in `Dataset.push_to_hub` to avoid verification error
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Update `dataset_infos.json` when pushing splits one by one via `Dataset.push_to_hub` to avoid the splits verification error. TODO: ~~- [ ] handle token + `{Audio, Image}.embed_storage`~~ - [x] tests
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This PR renames the DatasetBuilder keyword argument `name` to `config_name` so that: - it avoids confusion with the attribute `DatasetBuilder.name`, which is different - it aligns with the Dataset property name `config_name`, defined in `DatasetInfoMixin.config_name` Other simpler possibility could be to rename it...
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Dataset Viewer issue for ett
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### Link https://huggingface.co/datasets/ett ### Description Timestamp is not JSON serializable. ``` Status code: 500 Exception: Status500Error Message: Type is not JSON serializable: Timestamp ``` ### Owner No
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Skip hidden files/directories in data files resolution and `iter_files`
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Fix #4115
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As explained at #4398, when calling `dataset.add_faiss_index` under certain conditions when calling a sequence of operations `cast_column`, `map`, and `remove_columns`, it fails as it's trying to look for already removed columns. So on, after testing some possible fixes, it seems that setting the dataset format righ...
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Remove Google Drive URL in spider dataset
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The `spider` dataset is distributed under the [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/legalcode) license. Fix #4401.
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Update: add using pcm bytes (#4323)
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2022-07-07T13:27:29Z
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first of all, please look #4323 why i can not use {"path","array","sampling_rate"} because sf.write(format="wav") and sf.read(BytesIO) is changed my pcm data value maybe, i think wav got header but, pcm is not. and variable naming, pcm data is "byte" type. so, "array" name is not fair i think so, i use scipy l...
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Update imagenet gate
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2022-05-25T20:45:11Z
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Dataset Viewer issue for conll2012_ontonotesv5
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2022-06-07T18:39:16Z
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### Link https://huggingface.co/datasets/conll2012_ontonotesv5 ### Description Dataset viewer outage. ### Owner No
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Improve language tag for PIAF dataset
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2022-05-25T19:41:55Z
2022-05-27T14:51:23Z
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Hi, As pointed out by @lhoestq in this discussion (https://huggingface.co/datasets/asi/wikitext_fr/discussions/1), it is not yet possible to edit datasets outside of a namespace with the Hub PR feature and that you have to go through GitHub. This modification should allow better referencing since only the xx lan...
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[TypeError: Couldn't cast array of type] Cannot process dataset in v2.2.2
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2022-05-25T18:56:43Z
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## Describe the bug I am trying to process the [conll2012_ontonotesv5](https://huggingface.co/datasets/conll2012_ontonotesv5) dataset in `datasets` v2.2.2 and am running into a type error when casting the features. ## Steps to reproduce the bug ```python import os from typing import ( List, Dict, ) f...
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Dataset should have a `.name` field
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**Is your feature request related to a problem? Please describe.** If building pipelines that can evaluate on more than one dataset, it would be nice to be able to log results of things like `Evaluating on {dataset.name}` or `results for {dataset.name} are: {results}` Without some way of concisely identifying a dat...
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Uncomment logging deactivation for ArrowBasedBuilder
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Skip identical files in `push_to_hub` instead of overwriting
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Skip identical files instead of overwriting them to save bandwidth and circumvent (user-side/server-side) errors, which can arise when working with large datasets due to long-lasting HTTP connections, by repeating calls to `push_to_hub` to resume an upload. To be able to check if an upload can be resumed, this PR mo...
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"NonMatchingChecksumError" when importing 'spider' dataset
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## Describe the bug When importing 'spider' dataset [https://huggingface.co/datasets/spider] an error occurs ## Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset('spider') ``` ## Expected results Dataset object ## Actual results NonMatchingChecksumError: Check...
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4,400
load dataset wikitext-2-raw-v1 failed. Could not reach wikitext-2-raw-v1.py.
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2022-05-25T03:10:44Z
2022-10-24T06:10:27Z
2022-05-25T03:26:36Z
NONE
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## Describe the bug Could not reach wikitext-2-raw-v1.py ## Steps to reproduce the bug ```python from datasets import load_dataset load_dataset("wikitext-2-raw-v1") ``` ## Expected results Download `wikitext-2-raw-v1` dataset successfully. ## Actual results ``` File "load_datasets.py", line 13, in <m...
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I_kwDODunzps5KUuvL
4,399
LocalDatasetModuleFactoryWithoutScript extracts invalid builder name
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2022-05-24T18:03:01Z
2022-09-12T15:30:43Z
2022-09-12T15:30:43Z
CONTRIBUTOR
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## Describe the bug Trying to load a local dataset raises an error indicating that the config builder has to have a name. No error should be reported, since the call is completly valid. ## Steps to reproduce the bug ```python load_dataset("./data/some-dataset/", name="some-name") ``` ## Expected results The...
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I_kwDODunzps5KTp_9
4,398
Calling `cast_column`/`remove_columns` and a sequence of `map` operations ends up making `faiss` fail with `ValueError`
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2022-05-24T14:41:34Z
2022-06-14T16:01:56Z
2022-06-14T16:01:56Z
MEMBER
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First of all, sorry in advance for the unclear title, but this bug is weird to explain (at least for me), so I tried my best to summarize all the information in this issue. ## Describe the bug Calling a certain combination of operations over a 🤗 `Dataset` and then trying to calculate the `faiss` index with `.add...
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4,397
Fix dependency on dill version
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2022-10-26T08:45:37Z
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We had to make a hotfix by pinning dill: - #4380 because from version 0.3.5, our custom `save_function` pickling function was raising an exception: - #4379 This PR fixes this by implementing our custom `save_function` depending on the version of dill. CC: @anivegesana This PR needs first being merged: -...
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4,396
Fix URL in gem dataset for totto config
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2022-05-23T17:16:12Z
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As commented in: - https://github.com/huggingface/datasets/issues/4386#issuecomment-1134902372 CC: @StevenTang1998
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4,395
Add Pascal VOC dataset
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2022-05-23T16:34:05Z
2023-09-24T09:37:05Z
2022-10-03T09:36:56Z
CONTRIBUTOR
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This PR adds the Pascal VOC dataset in the same way TFDS has it added. I believe we can iterate on this dataset and in future versions include more data, such as segmentation masks, but for now I think it is a good idea to just add it the same way as TFDS to get a solid first version out there.
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4,394
trainer became extremely slow after reload dataset by `load_from_disk`
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2022-05-23T14:04:37Z
2023-11-23T07:40:30Z
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## Describe the bug Due to memory problem, I need to save my tokenized datasets locally by CPU and reload it by multi GPU for running training script. However, after I reload it by `load_from_disk` and start training, the speed is extremely slow. It says I need about 1500 hours with 8 A100 cards. Before this, I can ru...
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Update CI deprecated legacy image
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Now our CI still uses a deprecated legacy image: > You’re using a [deprecated Docker convenience image.](https://discuss.circleci.com/t/legacy-convenience-image-deprecation/41034) Upgrade to a next-gen Docker convenience image. This PR updates to next-generation convenience image. Related to: - #2955
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remove int documentation from logging docs
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Removes the `int` documentation from the [logging section](https://huggingface.co/docs/datasets/package_reference/logging_methods#levels) of the docs.
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Refactor column mappings for question answering datasets
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This PR tweaks the keys in the metadata that are used to define the column mapping for question answering datasets. This is needed in order to faithfully reconstruct column names like `answers.text` and `answers.answer_start` from the keys in AutoTrain. As observed in https://github.com/huggingface/datasets/pull/436...
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Since Python 3.8, the typing module: - raises an AttributeError when trying to access `__args__` on any type, e.g.: `List.__args__` - provides the `get_args` function instead: `get_args(List)` This PR implements a fix for Python >=3.8 whereas maintaining backward compatibility.
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Fix bug in gem dataset for wiki_auto_asset_turk config
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This PR fixes some URLs. Fix #4386.
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Now the builder name attribute is set from from the builder class name. This PR sets the builder name attribute from the module name instead. Some motivating reasons: - The dataset ID is relevant and unique among all datasets and this is directly related to the repository name, i.e., the name of the directory conta...
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device/google/accessory/adk2012 - Git at Google
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"git clone https://android.googlesource.com/device/google/accessory/adk2012" https://android.googlesource.com/device/google/accessory/adk2012/#:~:text=git%20clone%20https%3A//android.googlesource.com/device/google/accessory/adk2012
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Bug for wiki_auto_asset_turk from GEM
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## Describe the bug The script of wiki_auto_asset_turk for GEM may be out of date. ## Steps to reproduce the bug ```python import datasets datasets.load_dataset('gem', 'wiki_auto_asset_turk') ``` ## Actual results ``` Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home/...
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Test dill
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Regression test for future releases of `dill`. Related to #4379.
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Refactor download
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This PR performs a refactoring of the download functionalities, by proposing a modular solution and moving them to their own package "download". Some motivating arguments: - understandability: from a logical partitioning of the library, it makes sense to have all download functionalities grouped together instead of sc...
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## Describe the L L ## Expected L A clear and concise lmll Specify the actual results or traceback. ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: - Platform: - Python version: - PyArrow version:
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## Adding a Dataset - **Name:** *name of the dataset* - **Description:** *short description of the dataset (or link to social media or blog post)* - **Paper:** *link to the dataset paper if available* - **Data:** *link to the Github repository or current dataset location* - **Motivation:** *what are some good reasons t...
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Bug in caching 2 datasets both with the same builder class name
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## Describe the bug The two datasets `mteb/mtop_intent` and `mteb/mtop_domain `use both the same cache folder `.cache/huggingface/datasets/mteb___mtop`. So if you first load `mteb/mtop_intent` then datasets will not load `mteb/mtop_domain`. If you delete this cache folder and flip the order how you load the two datas...
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Pin dill
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Hotfix #4379. CC: @sgugger
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Latest dill release raises exception
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2022-05-21T15:53:26Z
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## Describe the bug As reported by @sgugger, latest dill release is breaking things with Datasets. ``` ______________ ExamplesTests.test_run_speech_recognition_seq2seq _______________ self = <multiprocess.pool.ApplyResult object at 0x7fa5981a1cd0>, timeout = None def get(self, timeout=None): s...
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Tidy up license metadata for google_wellformed_query, newspop, sick
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2022-05-24T13:50:23Z
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Amend three licenses on datasets to fit naming convention (lower case, cc licenses include sub-version number). I think that's it - everything else on datasets looks great & super-searchable now!
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Fix checksum and bug in irc_disentangle dataset
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There was a bug in filepath segment: - wrong: `jkkummerfeld-irc-disentanglement-fd379e9` - right: `jkkummerfeld-irc-disentanglement-35f0a40` Also there was a bug in the checksum of the downloaded file. This PR fixes these issues. Fix partially #4376.
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irc_disentagle viewer error
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the dataviewer shows this message for "ubuntu" - "train", "test", and "validation" splits: ``` Server error Status code: 400 Exception: ValueError Message: Cannot seek streaming HTTP file ``` it appears to give the same message for the "channel_two" data as well. I get a Checksums error when usi...
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Support DataLoader with num_workers > 0 in streaming mode
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### Issue It's currently not possible to properly stream a dataset using multiple `torch.utils.data.DataLoader` workers: - the `TorchIterableDataset` can't be pickled and passed to the subprocesses: https://github.com/huggingface/datasets/issues/3950 - streaming extension is failing: https://github.com/huggingfa...
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extremely slow processing when using a custom dataset
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## processing a custom dataset loaded as .txt file is extremely slow, compared to a dataset of similar volume from the hub I have a large .txt file of 22 GB which i load into HF dataset `lang_dataset = datasets.load_dataset("text", data_files="hi.txt")` further i use a pre-processing function to clean the d...
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Remove links in docs to old dataset viewer
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Remove the links in the docs to the no longer maintained dataset viewer.
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Check if dataset features match before push in `DatasetDict.push_to_hub`
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Fix #4211
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Add missing language tags for udhr dataset
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Related to #4362.
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Add redirect to dataset script in the repo structure page
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Following https://github.com/huggingface/hub-docs/pull/146 I added a redirection to the dataset scripts documentation in the repository structure page.
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Add long answer candidates to natural questions dataset
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2022-07-26T20:30:41Z
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This is a modification of the Natural Questions dataset to include missing information specifically related to long answer candidates. (See here: https://github.com/google-research-datasets/natural-questions#long-answer-candidates). This information is important to ensure consistent comparison with prior work. It does ...
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Remove config names as yaml keys
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Many datasets have dots in their config names. However it causes issues with the YAML tags of the dataset cards since we can't have dots in YAML keys. I fix this, I removed the tags separations per config name completely, and have a single flat YAML for all configurations. Dataset search doesn't use this info anywa...
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TypeError: __init__() missing 1 required positional argument: 'scheme'
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Remove dots in config names
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20+ datasets have dots in their config names. However it causes issues with the YAML tags of the dataset cards since we can't have dots in YAML keys. This is related to https://github.com/huggingface/datasets/pull/2362 (internal https://github.com/huggingface/moon-landing/issues/946). Also removing the dots in th...
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Support complex feature types as `features` in packaged loaders
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This PR adds `table_cast` to the packaged loaders to fix casting to the `Image`/`Audio`, `ArrayND` and `ClassLabel` types. If these types are not present in the `builder.config.features` dictionary, the built-in `pa.Table.cast` is used for better performance. Additionally, this PR adds `cast_storage` to `ClassLabel` to...
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The dataset preview is not available for this split.
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I have uploaded the corpus developed by our lab in the speech domain to huggingface [datasets](https://huggingface.co/datasets/Roh/ryanspeech). You can read about the companion paper accepted in interspeech 2021 [here](https://arxiv.org/abs/2106.08468). The dataset works fine but I can't make the dataset preview work. ...
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Update dataset_infos for UDHN/udhr dataset
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Checksum update to `udhr` for issue #4361
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`udhr` doesn't load, dataset checksum mismatch
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## Describe the bug Loading `udhr` fails due to a checksum mismatch for some source files. Looks like both of the source files on unicode.org have changed: size + checksum in datasets repo: ``` (hfdev) leon@blade:~/datasets/datasets/udhr$ jq .default.download_checksums < dataset_infos.json { "https://unicode...
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Fix example in opus_ubuntu, Add license info
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This PR * fixes a typo in the example for the`opus_ubuntu` dataset where it's mistakenly referred to as `ubuntu` * adds the declared license info for this corpus' origin * adds an example instance * updates the data origin type
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Fix Version equality
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I think `Version` equality should align with other similar cases in Python, like: ```python In [1]: "a" == 5, "a" == None Out[1]: (False, False) In [2]: "a" != 5, "a" != None Out[2]: (True, True) ``` With this PR, we will get: ```python In [3]: Version("1.0.0") == 5, Version("1.0.0") == None Out[3]: (Fals...
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4,358
Missing dataset tags and sections in some dataset cards
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Summary of CircleCI errors for different dataset metadata: - **BoolQ**: missing 8 required positional arguments: 'annotations_creators', 'language_creators', 'licenses', 'multilinguality', 'size_categories', 'source_datasets', 'task_categories', and 'task_ids' - **Conllpp**: expected some content in section `Citati...
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Fix warning in push_to_hub
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Fix warning: ``` FutureWarning: 'shard_size' was renamed to 'max_shard_size' in version 2.1.1 and will be removed in 2.4.0. ```
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Fix dataset builder default version
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Currently, when using a custom config (subclass of `BuilderConfig`), default version set at the builder level is ignored: we must set default version in the custom config class. However, when loading a dataset with `config_kwargs` (for a configuration not present in `BUILDER_CONFIGS`), the default version set in the...
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Fix warning in upload_file
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Fix warning: ``` FutureWarning: Pass path_or_fileobj='...' as keyword args. From version 0.7 passing these as positional arguments will result in an error ```
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Problems with WMT dataset
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2022-07-11T14:54:02Z
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## Describe the bug I am trying to load WMT15 dataset and to define which data-sources to use for train/validation/test splits, but unfortunately it seems that the official documentation at [https://huggingface.co/datasets/wmt15#:~:text=Versions%20exists%20for,wmt_translate%22%2C%20config%3Dconfig)](https://huggingfac...
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Don't strip proceeding hyphen
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Closes #4320.
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When using `dataset.map()` if passed `Features` types do not match what is returned from the mapped function, execution does not except in an obvious way
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## Describe the bug Recently I was trying to using `.map()` to preprocess a dataset. I defined the expected Features and passed them into `.map()` like `dataset.map(preprocess_data, features=features)`. My expected `Features` keys matched what came out of `preprocess_data`, but the types i had defined for them did not...
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Add optional progress bar for .save_to_disk(..) and .load_from_disk(..) when working with remote filesystems
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2022-05-14T11:30:42Z
2022-12-14T18:22:59Z
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CONTRIBUTOR
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**Is your feature request related to a problem? Please describe.** When working with large datasets stored on remote filesystems(such as s3), the process of uploading a dataset could take really long time. For instance: I was uploading a re-processed version of wmt17 en-ru to my s3 bucket and it took like 35 minutes(a...
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4,350
Add a new metric: CTC_Consistency
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2022-05-13T17:31:19Z
2022-05-19T10:23:04Z
2022-05-19T10:23:03Z
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Add CTC_Consistency metric Do I also need to modify the `test_metric_common.py` file to make it run on test?
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4,349
Dataset.map()'s fails at any value of parameter writer_batch_size
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2022-05-13T16:55:12Z
2022-06-02T12:51:11Z
2022-05-14T15:08:08Z
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## Describe the bug If the the value of `writer_batch_size` is less than the total number of instances in the dataset it will fail at that same number of instances. If it is greater than the total number of instances, it fails on the last instance. Context: I am attempting to fine-tune a pre-trained HuggingFace tr...
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`inspect` functions can't fetch dataset script from the Hub
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2022-06-09T10:26:06Z
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The `inspect_dataset` and `inspect_metric` functions are unable to retrieve a dataset or metric script from the Hub and store it locally at the specified `local_path`: ```py >>> from datasets import inspect_dataset >>> inspect_dataset('rotten_tomatoes', local_path='path/to/my/local/folder') FileNotFoundError: C...
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Support remote cache_dir
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2022-05-25T16:35:23Z
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This PR implements complete support for remote `cache_dir`. Before, the support was just partial. This is useful to create datasets using Apache Beam (parallel data processing) builder with `cache_dir` in a remote bucket, e.g., for Wikipedia dataset.
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GH Action to build documentation never ends
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2022-05-13T11:22:00Z
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## Describe the bug See: https://github.com/huggingface/datasets/runs/6418035586?check_suite_focus=true I finally forced the cancel of the workflow.
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Fix never ending GH Action to build documentation
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There was an unclosed code block introduced by: - #4313 https://github.com/huggingface/datasets/pull/4313/files#diff-f933ce41f71c6c0d1ce658e27de62cbe0b45d777e9e68056dd012ac3eb9324f7R538 This causes the "Make documentation" step in the "Build documentation" workflow to never finish. - I think this issue should...
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Fix docstring in DatasetDict::shuffle
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2022-05-13T08:06:00Z
2022-05-25T09:23:43Z
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I think due to #1626, the docstring contained this error ever since `seed` was added.
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Metrics documentation is not accessible in the datasets doc UI
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2022-05-13T07:46:30Z
2022-06-03T08:50:25Z
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CONTRIBUTOR
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**Is your feature request related to a problem? Please describe.** Search for a metric name like "seqeval" yields no results on https://huggingface.co/docs/datasets/master/en/index . One needs to go look in `datasets/metrics/README.md` to find the doc. Even in the `README.md`, it can be hard to understand what the met...
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Fix failing CI on Windows for sari and wiki_split metrics
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This PR adds `sacremoses` as explicit tests dependency (required by sari and wiki_split metrics). Before, this library was installed as a third-party dependency, but this is no longer the case for Windows. Fix #4341.
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Failing CI on Windows for sari and wiki_split metrics
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## Describe the bug Our CI is failing from yesterday on Windows for metrics: sari and wiki_split ``` FAILED tests/test_metric_common.py::LocalMetricTest::test_load_metric_sari - ... FAILED tests/test_metric_common.py::LocalMetricTest::test_load_metric_wiki_split ``` See: https://app.circleci.com/pipelines/githu...
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Fix irc_disentangle dataset script
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updated extracted dataset's repo's latest commit hash (included in tarball's name), and updated the related data_infos.json
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Dataset loader for the MSLR2022 shared task
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This PR adds a dataset loader for the [MSLR2022 Shared Task](https://github.com/allenai/mslr-shared-task). Both the MS^2 and Cochrane datasets can be loaded with this dataloader: ```python from datasets import load_dataset ms2 = load_dataset("mslr2022", "ms2") cochrane = load_dataset("mslr2022", "cochrane") ``...
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Eval metadata Batch 4: Tweet Eval, Tweets Hate Speech Detection, VCTK, Weibo NER, Wisesight Sentiment, XSum, Yahoo Answers Topics, Yelp Polarity, Yelp Review Full
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Adding evaluation metadata for: - Tweet Eval - Tweets Hate Speech Detection - VCTK - Weibo NER - Wisesight Sentiment - XSum - Yahoo Answers Topics - Yelp Polarity - Yelp Review Full
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Eval metadata batch 3: Reddit, Rotten Tomatoes, SemEval 2010, Sentiment 140, SMS Spam, Snips, SQuAD, SQuAD v2, Timit ASR
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Adding evaluation metadata for: - Reddit - Rotten Tomatoes - SemEval 2010 - Sentiment 140 - SMS Spam - Snips - SQuAD - SQuAD v2 - Timit ASR
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Eval metadata batch 2 : Health Fact, Jigsaw Toxicity, LIAR, LJ Speech, MSRA NER, Multi News, NCBI Disease, Poem Sentiment
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Adding evaluation metadata for : - Health Fact - Jigsaw Toxicity - LIAR - LJ Speech - MSRA NER - Multi News - NCBI Diseas - Poem Sentiment
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Eval metadata batch 1: BillSum, CoNLL2003, CoNLLPP, CUAD, Emotion, GigaWord, GLUE, Hate Speech 18, Hate Speech
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Adding evaluation metadata for: - BillSum - CoNLL2003 - CoNLLPP - CUAD - Emotion - GigaWord - GLUE - Hate Speech 18 - Hate Speech Offensive
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