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Fix: conll2003 - fix empty example
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As reported in https://huggingface.co/datasets/conll2003/discussions/2#62c45a14f93fc97e8260532f, there was an extra empty example at the end of the dataset
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Concurrency bug when using same cache among several jobs
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## Describe the bug I used to see this bug with an older version of the datasets. It seems to persist. This is my concrete scenario: I launch several evaluation jobs on a cluster in which I share the file system and I share the cache directory used by huggingface libraries. The evaluation jobs read the same *.csv files. If my jobs get all scheduled pretty much at the same time, there are all kinds of weird concurrency errors. Sometime it crashes silently. This time I got lucky that it crashed with a stack trace that I can share and maybe you get to the bottom of this. If you don't have a similar setup available, it may be hard to reproduce as you really need two jobs accessing the same file at the same time to see this type of bug. ## Steps to reproduce the bug I'm running a modified version of `run_glue.py` script adapted to my use case. I've seen the same problem when running some glue datasets as well (so it's not specific to loading the datasets from csv files). ## Expected results No crash, concurrent access to the (intermediate) files just fine. ## Actual results Crashes due to races/concurrency bugs. ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: Linux-4.18.0-348.23.1.el8_5.x86_64-x86_64-with-glibc2.10 - Python version: 3.8.5 - PyArrow version: 8.0.0 - Pandas version: 1.1.0 Stack trace that I just got with the crash (I've obfuscated some names, it should still be quite informative): ``` Running tokenizer on dataset: 0%| | 0/3 [00:00<?, ?ba/s] Traceback (most recent call last): File "../../src/models//run_*******.py", line 600, in <module> main() File "../../src/models//run_*******.py", line 444, in main raw_datasets = raw_datasets.map( File "/*******//envs/tr-crt/lib/python3.8/site-packages/datasets/dataset_dict.py", line 770, in map { File "/*******//envs/tr-crt/lib/python3.8/site-packages/datasets/dataset_dict.py", line 771, in <dictcomp> k: dataset.map( File "/*******//envs/tr-crt/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 2376, in map return self._map_single( File "/*******/envs/tr-crt/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 551, in wrapper out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) File "/*******//envs/tr-crt/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 518, in wrapper out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) File "/*******/envs/tr-crt/lib/python3.8/site-packages/datasets/fingerprint.py", line 458, in wrapper out = func(self, *args, **kwargs) File "/*******//envs/tr-crt/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 2776, in _map_single buf_writer, writer, tmp_file = init_buffer_and_writer() File "/*******//envs/tr-crt/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 2696, in init_buffer_and_writer tmp_file = tempfile.NamedTemporaryFile("wb", dir=os.path.dirname(cache_file_name), delete=False) File "/*******//envs/tr-crt/lib/python3.8/tempfile.py", line 541, in NamedTemporaryFile (fd, name) = _mkstemp_inner(dir, prefix, suffix, flags, output_type) File "/*******//envs/tr-crt/lib/python3.8/tempfile.py", line 250, in _mkstemp_inner fd = _os.open(file, flags, 0o600) FileNotFoundError: [Errno 2] No such file or directory: '/*******/cache-transformers//transformers/csv/default-ef9cd184210742a7/0.0.0/51cce309a08df9c4d82ffd9363bbe090bf173197fc01a71b034e8594995a1a58/tmps8l6j5yc' ``` As I ran 100s of experiments last year for an empirical paper, I ran into this type of bugs several times. I found several bandaid/work-arounds, e.g., run one job first that caches the dataset => eliminate concurrency; OR use unique caches => eliminate concurrency (but increase storage space), etc. and it all works fine. I'd like to help you fixing this bug as it's really annoying to always apply the work arounds. Let me know what other info from my side could help you figure out the issue. Thanks for your help!
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Fix _resolve_single_pattern_locally on Windows with multiple drives
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Currently, when `_resolve_single_pattern_locally` is called from a different drive than the one in `pattern`, it raises an exception: ``` _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\io\parquet.py:35: in __init__ **kwargs, C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\builder.py:287: in __init__ sanitize_patterns(data_files), base_path=base_path, use_auth_token=use_auth_token C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\data_files.py:761: in from_local_or_remote if not isinstance(patterns_for_key, DataFilesList) C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\data_files.py:723: in from_local_or_remote data_files = resolve_patterns_locally_or_by_urls(base_path, patterns, allowed_extensions) C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\data_files.py:321: in resolve_patterns_locally_or_by_urls for path in _resolve_single_pattern_locally(base_path, pattern, allowed_extensions): C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\data_files.py:239: in _resolve_single_pattern_locally for filepath in glob_iter C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\data_files.py:242: in <listcomp> os.path.relpath(filepath, base_path), os.path.relpath(pattern, base_path) _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ path = 'C:\\Users\\runneradmin\\AppData\\Local\\Temp\\pytest-of-runneradmin\\pytest-0\\popen-gw0\\data6\\dataset.parquet' start = '/' ... E ValueError: path is on mount 'C:', start on mount 'D:' ``` This PR makes sure that `base_path` is in the same drive as `pattern`.
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Transfer CI to GitHub Actions
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This PR transfers CI from CircleCI to GitHub Actions. The implementation in GitHub Actions tries to be as faithful as possible to the implementation in CircleCI and get the same output results (exceptions below). **IMPORTANT NOTE**: The fast-fail policy (described below) is not finally implemented, so that: - we can continue merging PRs with CI in red because of some random error returned by the Hub - it is not annoying for maintainers to have to relaunch failed CI jobs See comments here: https://github.com/huggingface/datasets/pull/4659#discussion_r918802348 Differences in the implementation in GitHub Actions compared to the CircleCI one: - This PR introduces some *fail-fast* mechanisms to significantly reduce the total time CI is running, both because of environmental impact and because CI in GitHub Actions billing depends on the minutes per month running time (see [About billing for GitHub Actions](https://docs.github.com/en/billing/managing-billing-for-github-actions/about-billing-for-github-actions)): - All tests *depend* on `check_code_quality` job: only if `check_code_quality` passes, then the other test jobs are launched - The tests are implemented with a matrix strategy (cross-product: OS and PyArrow versions) and fail-fast: if any of the 4 processes fails, the others are cancelled - OS dependencies for Linux (see table below) | OS dependencies | Passed tests | Skipped tests | | --- | ---: | ---: | | libsndfile1-dev | 4786 | 3119 | | libsndfile1 | 4786 | 3119 | | libsndfile1, sox | 4788 | 3117 | - This PR replaces `libsndfile1-dev` with `libsndfile1`: the same number of passing tests but less packages installed - This PR adds `sox`: required by MP3 tests (2 more tests are passed: 4788 instead of 4786) - For tests using PyArrow 6, this PR uses 6.0.1 instead of 6.0.0 TO DO: - [ ] Remove old CircleCI CI: kept for the moment to compare stability and performance Close #4658. ## Comparison between CircleCI and GitHub Actions | | | CircleCI | GitHub Actions | | --- | --- | ---: | ---: | | Ubuntu, pyarrow-latest |||| || Passed tests | 4786 | 4788 | || Duration | 11m 0s | 10m 10s | | Windows, pyarrow-latest |||| || Passed tests | 4783 | 4783 | || Duration | 29m 59s | 22m 56s |
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Let's try CI tests using GitHub Actions to see if they are more stable than on CircleCI.
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4,657
Add SQuAD2.0 Dataset
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2022-07-07T03:19:36Z
2022-07-12T16:14:52Z
2022-07-12T16:14:52Z
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## Adding a Dataset - **Name:** *SQuAD2.0* - **Description:** *Stanford Question Answering Dataset (SQuAD) is a reading comprehension dataset, consisting of questions posed by crowdworkers on a set of Wikipedia articles, where the answer to every question is a segment of text, or span, from the corresponding reading passage, or the question might be unanswerable.* - **Paper:** *https://aclanthology.org/P18-2124.pdf* - **Data:** *https://rajpurkar.github.io/SQuAD-explorer/* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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4,656
Add Amazon-QA Dataset
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2022-07-07T03:15:11Z
2022-07-14T02:20:12Z
2022-07-14T02:20:12Z
NONE
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## Adding a Dataset - **Name:** *Amazon-QA* - **Description:** *The dataset is .jsonl format, where each line in the file is a json string that corresponds to a question, existing answers to the question and the extracted review snippets (relevant to the question).* - **Paper:** *https://github.com/amazonqa/amazonqa/tree/master/paper* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/amazon-qa.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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4,655
Simple Wikipedia
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2022-07-07T02:51:26Z
2022-07-14T02:16:33Z
2022-07-14T02:16:33Z
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## Adding a Dataset - **Name:** *Simple Wikipedia* - **Description:** *Two different versions of the data set now exist. Both were generated by aligning Simple English Wikipedia and English Wikipedia. A complete description of the extraction process can be found in "Simple English Wikipedia: A New Simplification Task", William Coster and David Kauchak (2011).* - **Paper:** *https://aclanthology.org/P11-2117/* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/SimpleWiki.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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4,654
Add Quora Question Triplets Dataset
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2022-07-07T02:43:42Z
2022-07-14T02:13:50Z
2022-07-14T02:13:50Z
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## Adding a Dataset - **Name:** *Quora Question Triplets* - **Description:** *This dataset consists of over 400,000 lines of potential question duplicate pairs. Each line contains IDs for each question in the pair, the full text for each question, and a binary value that indicates whether the line truly contains a duplicate pair.* - **Paper:** - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/quora_duplicates_triplets.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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4,653
Add Altlex dataset
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2022-07-07T02:23:02Z
2022-07-14T02:12:39Z
2022-07-14T02:12:39Z
NONE
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## Adding a Dataset - **Name:** *Altlex* - **Description:** *Git repository for software associated with the 2016 ACL paper "Identifying Causal Relations Using Parallel Wikipedia Articles.”* - **Paper:** *https://aclanthology.org/P16-1135.pdf* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/altlex.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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4,652
Add Sentence Compression Dataset
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2022-07-07T02:13:46Z
2022-07-14T02:11:48Z
2022-07-14T02:11:48Z
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## Adding a Dataset - **Name:** *Sentence Compression* - **Description:** *Large corpus of uncompressed and compressed sentences from news articles.* - **Paper:** *https://www.aclweb.org/anthology/D13-1155/* - **Data:** *https://github.com/google-research-datasets/sentence-compression/tree/master/data* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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4,651
Add Flickr 30k Dataset
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2022-07-07T01:59:08Z
2022-07-14T02:09:45Z
2022-07-14T02:09:45Z
NONE
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## Adding a Dataset - **Name:** *Flickr 30k* - **Description:** *To produce the denotation graph, we have created an image caption corpus consisting of 158,915 crowd-sourced captions describing 31,783 images. This is an extension of our previous Flickr 8k Dataset. The new images and captions focus on people involved in everyday activities and events.* - **Paper:** *https://transacl.org/ojs/index.php/tacl/article/view/229/33* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/flickr30k_captions.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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4,650
Add SPECTER dataset
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2022-07-07T01:41:32Z
2022-07-14T02:07:49Z
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## Adding a Dataset - **Name:** *SPECTER* - **Description:** *SPECTER: Document-level Representation Learning using Citation-informed Transformers* - **Paper:** *https://doi.org/10.18653/v1/2020.acl-main.207* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/specter_train_triples.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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4,649
Add PAQ dataset
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2022-07-07T01:29:42Z
2022-07-14T02:06:27Z
2022-07-14T02:06:27Z
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## Adding a Dataset - **Name:** *PAQ* - **Description:** *This repository contains code and models to support the research paper PAQ: 65 Million Probably-Asked Questions and What You Can Do With Them* - **Paper:** *https://arxiv.org/abs/2102.07033* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/PAQ_pairs.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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4,648
Add WikiAnswers dataset
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2022-07-07T01:06:37Z
2022-07-14T02:03:40Z
2022-07-14T02:03:40Z
NONE
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## Adding a Dataset - **Name:** *WikiAnswers* - **Description:** *The WikiAnswers corpus contains clusters of questions tagged by WikiAnswers users as paraphrases. Each cluster optionally contains an answer provided by WikiAnswers users.* - **Paper:** *https://dl.acm.org/doi/10.1145/2623330.2623677* - **Data:** *https://github.com/afader/oqa#wikianswers-corpus* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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1,296,311,270
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4,647
Add Reddit dataset
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2022-07-06T19:49:18Z
2022-07-06T19:49:18Z
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NONE
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## Adding a Dataset - **Name:** *Reddit comments (2015-2018)* - **Description:** *Reddit is an American social news aggregation website, where users can post links, and take part in discussions on these posts. These threaded discussions provide a large corpus, which is converted into a conversational dataset using the tools in this directory.* - **Paper:** *https://arxiv.org/abs/1904.06472* - **Data:** *https://github.com/PolyAI-LDN/conversational-datasets/tree/master/reddit* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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4,645
Set HF_SCRIPTS_VERSION to main
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2022-07-06T15:43:21Z
2022-07-06T15:56:21Z
2022-07-06T15:45:05Z
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After renaming "master" to "main", the CI fails with ``` AssertionError: 'https://raw.githubusercontent.com/huggingface/datasets/main/datasets/_dummy/_dummy.py' not found in "Couldn't find a dataset script at /home/circleci/datasets/_dummy/_dummy.py or any data file in the same directory. Couldn't find '_dummy' on the Hugging Face Hub either: FileNotFoundError: Couldn't find file at https://raw.githubusercontent.com/huggingface/datasets/master/datasets/_dummy/_dummy.py" ``` This is because in the CI we were still using `HF_SCRIPTS_VERSION=master`. I changed it to "main"
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4,644
[Minor fix] Typo correction
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2022-07-06T15:37:02Z
2022-07-06T15:56:32Z
2022-07-06T15:45:16Z
CONTRIBUTOR
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recieve -> receive
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Rename master to main
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2022-07-06T13:34:30Z
2022-07-06T15:36:46Z
2022-07-06T15:25:08Z
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This PR renames mentions of "master" by "main" in the code base for several cases: - set the default dataset script version to "main" if the local installation of `datasets` is a dev installation - update URLs to this github repository to use "main" - update the DVC benchmark - update the github workflows - update docstrings - update tests to compare the changes in dataset cards against "main"
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I_kwDODunzps5NO4vz
4,642
Streaming issue for ccdv/pubmed-summarization
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2022-07-06T12:13:07Z
2022-07-06T14:17:34Z
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### Link https://huggingface.co/datasets/ccdv/pubmed-summarization ### Description This was reported by a [user of AutoTrain Evaluate](https://huggingface.co/spaces/autoevaluate/model-evaluator/discussions/7). It seems like streaming doesn't work due to the way the dataset loading script is defined? ``` Status code: 400 Exception: FileNotFoundError Message: https://huggingface.co/datasets/ccdv/pubmed-summarization/resolve/main/train.zip/train.txt ``` ### Owner No
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4,641
Dataset Viewer issue for kmfoda/booksum
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2022-07-06T10:38:16Z
2022-07-06T13:25:28Z
2022-07-06T11:58:06Z
MEMBER
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### Link https://huggingface.co/datasets/kmfoda/booksum ### Description A [user of AutoTrain Evaluate](https://huggingface.co/spaces/autoevaluate/model-evaluator/discussions/9) discovered this dataset cannot be streamed due to: ``` Status code: 400 Exception: ClientResponseError Message: 401, message='Unauthorized', url=URL('https://huggingface.co/datasets/kmfoda/booksum/resolve/47953f583d6967f086cb16a2f4d2346e9834024d/test.csv') ``` I'm not sure why it says "Unauthorized" since it's just a bunch of CSV files in a repo ### Owner No
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PR_kwDODunzps4660rI
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Support all split in streaming mode
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2022-07-06T08:56:38Z
2022-07-06T15:19:55Z
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Fix #4637.
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Add HaGRID -- HAnd Gesture Recognition Image Dataset
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2022-07-06T07:41:32Z
2022-07-06T07:41:32Z
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## Adding a Dataset - **Name:** HaGRID -- HAnd Gesture Recognition Image Dataset - **Description:** We introduce a large image dataset HaGRID (HAnd Gesture Recognition Image Dataset) for hand gesture recognition (HGR) systems. You can use it for image classification or image detection tasks. Proposed dataset allows to build HGR systems, which can be used in video conferencing services (Zoom, Skype, Discord, Jazz etc.), home automation systems, the automotive sector, etc. - **Paper:** https://arxiv.org/abs/2206.08219 - **Data:** https://github.com/hukenovs/hagrid Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/master/ADD_NEW_DATASET.md).
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The speechocean762 dataset
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2022-07-06T06:17:30Z
2022-10-03T09:34:36Z
2022-10-03T09:34:36Z
NONE
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[speechocean762](https://www.openslr.org/101/) is a non-native English corpus for pronunciation scoring tasks. It is free for both commercial and non-commercial use. I believe it will be easier to use if it could be available on Hugging Face.
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The "all" split breaks streaming
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2022-07-05T21:56:49Z
2022-07-15T13:59:30Z
null
CONTRIBUTOR
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## Describe the bug Not sure if this is a bug or just the way streaming works, but setting `streaming=True` did not work when setting `split="all"` ## Steps to reproduce the bug The following works: ```python ds = load_dataset('super_glue', 'wsc.fixed', split='all') ``` The following throws `ValueError: Bad split: all. Available splits: ['train', 'validation', 'test']`: ```python ds = load_dataset('super_glue', 'wsc.fixed', split='all', streaming=True) ``` ## Expected results An iterator over all splits. ## Actual results I had to do the following to achieve the desired result: ```python from itertools import chain ds = load_dataset('super_glue', 'wsc.fixed', streaming=True) it = chain.from_iterable(ds.values()) ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: Linux-4.15.0-176-generic-x86_64-with-glibc2.31 - Python version: 3.10.5 - PyArrow version: 8.0.0 - Pandas version: 1.4.3
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Add info in docs about behavior of download_config.num_proc
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2022-07-05T17:01:00Z
2022-07-28T10:40:32Z
2022-07-28T10:40:32Z
CONTRIBUTOR
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**Is your feature request related to a problem? Please describe.** I went to override `download_config.num_proc` and was confused about what was happening under the hood. It would be nice to have the behavior documented a bit better so folks know what's happening when they use it. **Describe the solution you'd like** - Add note about how the default number of workers is 16. Related code: https://github.com/huggingface/datasets/blob/7bcac0a6a0fc367cc068f184fa132b8de8dfa11d/src/datasets/download/download_manager.py#L299-L302 - Add note that if the number of workers is higher than the number of files to download, it won't use multiprocessing. **Describe alternatives you've considered** maybe it would also be nice to set `num_proc` = `num_files` when `num_proc` > `num_files`. **Additional context** ...
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Dataset Viewer issue for vadis/sv-ident
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2022-07-05T15:48:13Z
2022-07-06T07:13:33Z
2022-07-06T07:12:14Z
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### Link https://huggingface.co/datasets/vadis/sv-ident/viewer/default/validation ### Description Error message when loading validation split in the viewer: ``` Status code: 400 Exception: Status400Error Message: The split cache is empty. ``` ### Owner _No response_
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4,634
Can't load the Hausa audio dataset
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2022-07-05T14:47:36Z
2022-09-13T14:07:32Z
2022-09-13T14:07:32Z
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common_voice_train = load_dataset("common_voice", "ha", split="train+validation")
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[data_files] Only match separated split names
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2022-07-05T14:18:11Z
2022-07-18T13:20:29Z
2022-07-18T13:07:33Z
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As reported in https://github.com/huggingface/datasets/issues/4477, the current pattern matching to infer which file goes into which split is too permissive. For example a file "contest.py" would be considered part of a test split (it contains "test") and "seqeval.py" as well (it contains "eval"). In this PR I made the pattern matching more robust by only matching split names **between separators**. The supported separators are dots, dashes, spaces and underscores. I updated the docs accordingly. One detail about the tests: I had to update one test because it was using `PurePath.match` as a reference for globbing, but it doesn't support the `[..]` glob pattern. Therefore I added a `mock_fs` context manager that can be used to easily define a dummy filesystem with certain files in it and run pattern matching tests. Its code comes mostly from test_streaming_download_manager.py Close https://github.com/huggingface/datasets/issues/4477
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'sort' method sorts one column only
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2022-07-05T11:25:26Z
2022-07-07T12:06:32Z
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The 'sort' method changes the order of one column only (the one defined by the argument 'column'), thus creating a mismatch between a sample fields. I would expect it to change the order of the samples as a whole, based on the 'column' order.
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Update WinoBias README
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2022-07-04T20:24:40Z
2022-07-07T13:23:32Z
2022-07-07T13:11:47Z
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I'm adding some information about Winobias that I got from the paper :smile: I think this makes it a bit clearer!
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fix(dataset_wrappers): Fixes access to fsspec.asyn in torch_iterable_dataset.py.
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2022-07-04T18:26:55Z
2022-07-05T15:19:52Z
2022-07-05T15:08:21Z
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Fix #4612. Apparently, newest `fsspec` versions do not allow access to attribute-based modules if they are not imported, such as `fsspec.async`. Thus, @mariosasko suggested to add the missing part to the module import to allow for its access.
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Rename repo default branch to main
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2022-07-04T17:16:10Z
2022-07-06T15:49:57Z
2022-07-06T15:49:57Z
MEMBER
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Rename repository default branch to `main` (instead of current `master`). Once renamed, users will have to manually update their local repos: - [ ] Upstream: ``` git branch -m master main git fetch upstream main git branch -u upstream/main main git remote set-head upstream -a ``` - [ ] Origin: Rename fork default branch as well at: https://github.com/USERNAME/lam/settings/branches Then: ``` git fetch origin main git remote set-head origin -a ``` CC: @sgugger
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Fix time type `_arrow_to_datasets_dtype` conversion
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2022-07-04T16:20:15Z
2022-07-07T14:08:38Z
2022-07-07T13:57:12Z
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Fix #4620 The issue stems from the fact that `pa.array([time_data]).type` returns `DataType(time64[unit])`, which doesn't expose the `unit` attribute, instead of `Time64Type(time64[unit])`. I believe this is a bug in PyArrow. Luckily, the both types have the same `str()`, so in this PR I call `pa.type_for_alias(str(type))` to convert them both to the `Time64Type(time64[unit])` format. cc @severo
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1,293,287,798
PR_kwDODunzps46zfNa
4,627
fixed duplicate calculation of spearmanr function in metrics wrapper.
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2022-07-04T15:02:01Z
2022-07-07T12:41:09Z
2022-07-07T12:41:09Z
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During _compute, the scipy.stats spearmanr function was called twice, redundantly, once for calculating the score and once for calculating the p-value, under the conditional branch where return_pvalue=True. I adjusted the _compute function to execute the spearmanr function once, store the results tuple in a temporary variable, and then pass the indexed contents to the expected keys of the returned dictionary.
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I_kwDODunzps5NFYZN
4,626
Add non-commercial licensing info for datasets for which we removed tags
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2022-07-04T14:32:43Z
2022-07-08T14:27:29Z
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We removed several YAML tags saying that certain datasets can't be used for commercial purposes: https://github.com/huggingface/datasets/pull/4613#discussion_r911919753 Reason for this is that we only allow tags that are part of our [supported list of licenses](https://github.com/huggingface/datasets/blob/84fc3ad73c85de4eda5d152dfede7671491449cb/src/datasets/utils/resources/standard_licenses.tsv) We should update the Licensing Information section of the concerned dataset cards, now that the non-commercial tag doesn't exist anymore for certain datasets
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Unpack `dl_manager.iter_files` to allow parallization
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2022-07-04T13:16:58Z
2022-07-05T11:11:54Z
2022-07-05T11:00:48Z
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Iterate over data files outside `dl_manager.iter_files` to allow parallelization in streaming mode. (The issue reported [here](https://discuss.huggingface.co/t/dataset-only-have-n-shard-1-when-has-multiple-shards-in-repo/19887)) PS: Another option would be to override `FilesIterable.__getitem__` to make it indexable and check for that type in `_shard_kwargs` and `n_shards,` but IMO this solution adds too much unnecessary complexity.
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4,624
Remove all paperswithcode_id: null
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2022-07-04T12:11:32Z
2022-07-04T13:22:00Z
2022-07-04T13:10:38Z
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On the Hub there is a validation error on the `paperswithcode_id` tag when the value is `null`: <img width="686" alt="image" src="https://user-images.githubusercontent.com/42851186/177151825-93d341c5-25bd-41ab-96c2-c0b516d51c68.png"> We've been using `null` to specify that we checked on pwc but the dataset doesn't exist there. To have the validation working again we can simply remove all the `paperswithcode_id: null`. cc @julien-c
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4,623
Loading MNIST as Pytorch Dataset
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2022-07-04T11:33:10Z
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## Describe the bug Conversion of MNIST dataset to pytorch fails with bug ## Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset("mnist", split="train") dataset.set_format('torch') dataset[0] print() ``` ## Expected results Expect to see torch tensors image and label ## Actual results Traceback (most recent call last): File "C:\Program Files\JetBrains\PyCharm 2020.3.3\plugins\python\helpers\pydev\pydevd.py", line 1491, in _exec pydev_imports.execfile(file, globals, locals) # execute the script File "C:\Program Files\JetBrains\PyCharm 2020.3.3\plugins\python\helpers\pydev\_pydev_imps\_pydev_execfile.py", line 18, in execfile exec(compile(contents+"\n", file, 'exec'), glob, loc) File "C:/Users/chapm/PycharmProjects/multiviewdata/multiviewdata/huggingface/mnist.py", line 13, in <module> dataset[0] File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\arrow_dataset.py", line 2154, in __getitem__ return self._getitem( File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\arrow_dataset.py", line 2139, in _getitem formatted_output = format_table( File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\formatting\formatting.py", line 532, in format_table return formatter(pa_table, query_type=query_type) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\formatting\formatting.py", line 281, in __call__ return self.format_row(pa_table) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\formatting\torch_formatter.py", line 58, in format_row return self.recursive_tensorize(row) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\formatting\torch_formatter.py", line 54, in recursive_tensorize return map_nested(self._recursive_tensorize, data_struct, map_list=False) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\utils\py_utils.py", line 356, in map_nested mapped = [ File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\utils\py_utils.py", line 357, in <listcomp> _single_map_nested((function, obj, types, None, True, None)) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\utils\py_utils.py", line 309, in _single_map_nested return {k: _single_map_nested((function, v, types, None, True, None)) for k, v in pbar} File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\utils\py_utils.py", line 309, in <dictcomp> return {k: _single_map_nested((function, v, types, None, True, None)) for k, v in pbar} File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\utils\py_utils.py", line 293, in _single_map_nested return function(data_struct) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\formatting\torch_formatter.py", line 51, in _recursive_tensorize return self._tensorize(data_struct) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\formatting\torch_formatter.py", line 38, in _tensorize if np.issubdtype(value.dtype, np.integer): AttributeError: 'bytes' object has no attribute 'dtype' python-BaseException ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: Windows-10-10.0.22579-SP0 - Python version: 3.9.2 - PyArrow version: 8.0.0 - Pandas version: 1.4.1
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Fix ImageFolder with parameters drop_metadata=True and drop_labels=False (when metadata.jsonl is present)
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2022-07-04T11:23:20Z
2022-07-15T14:37:23Z
2022-07-15T14:24:24Z
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Will fix #4621 ImageFolder raises `KeyError: 'label'` with params `drop_metadata=True` and `drop_labels=False` (if there is at least one metadata.jsonl file a data directory). This happens because metadata files are collected inside `analyze()` function regardless of `drop_metadata` value. And then the following condition doesn't pass: https://github.com/huggingface/datasets/blob/master/src/datasets/packaged_modules/imagefolder/imagefolder.py#L167 So I suggest to double check it inside `analyze()` not to collect metadata files if they are not needed. (and labels too, to be consistent) --- Also, I added a test to check if labels are inferred correctly from directories names in general (because we didn't have it) :)
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4,621
ImageFolder raises an error with parameters drop_metadata=True and drop_labels=False when metadata.jsonl is present
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2022-07-04T11:21:44Z
2022-07-15T14:24:24Z
2022-07-15T14:24:24Z
CONTRIBUTOR
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## Describe the bug If you pass `drop_metadata=True` and `drop_labels=False` when a `data_dir` contains at least one `matadata.jsonl` file, you will get a KeyError. This is probably not a very useful case but we shouldn't get an error anyway. Asking users to move metadata files manually outside `data_dir` or pass features manually (when there is a tool that can infer them automatically) don't look like a good idea to me either. ## Steps to reproduce the bug ### Clone an example dataset from the Hub ```bash git clone https://huggingface.co/datasets/nateraw/test-imagefolder-metadata ``` ### Try to load it ```python from datasets import load_dataset ds = load_dataset("test-imagefolder-metadata", drop_metadata=True, drop_labels=False) ``` or even just ```python ds = load_dataset("test-imagefolder-metadata", drop_metadata=True) ``` as `drop_labels=False` is a default value. ## Expected results A DatasetDict object with two features: `"image"` and `"label"`. ## Actual results ``` Traceback (most recent call last): File "/home/polina/workspace/datasets/debug.py", line 18, in <module> ds = load_dataset( File "/home/polina/workspace/datasets/src/datasets/load.py", line 1732, in load_dataset builder_instance.download_and_prepare( File "/home/polina/workspace/datasets/src/datasets/builder.py", line 704, in download_and_prepare self._download_and_prepare( File "/home/polina/workspace/datasets/src/datasets/builder.py", line 1227, in _download_and_prepare super()._download_and_prepare(dl_manager, verify_infos, check_duplicate_keys=verify_infos) File "/home/polina/workspace/datasets/src/datasets/builder.py", line 793, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/home/polina/workspace/datasets/src/datasets/builder.py", line 1218, in _prepare_split example = self.info.features.encode_example(record) File "/home/polina/workspace/datasets/src/datasets/features/features.py", line 1596, in encode_example return encode_nested_example(self, example) File "/home/polina/workspace/datasets/src/datasets/features/features.py", line 1165, in encode_nested_example { File "/home/polina/workspace/datasets/src/datasets/features/features.py", line 1165, in <dictcomp> { File "/home/polina/workspace/datasets/src/datasets/utils/py_utils.py", line 249, in zip_dict yield key, tuple(d[key] for d in dicts) File "/home/polina/workspace/datasets/src/datasets/utils/py_utils.py", line 249, in <genexpr> yield key, tuple(d[key] for d in dicts) KeyError: 'label' ``` ## Environment info `datasets` master branch - `datasets` version: 2.3.3.dev0 - Platform: Linux-5.14.0-1042-oem-x86_64-with-glibc2.17 - Python version: 3.8.12 - PyArrow version: 6.0.1 - Pandas version: 1.4.1
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I_kwDODunzps5NDoe2
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Data type is not recognized when using datetime.time
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2022-07-04T08:13:38Z
2022-07-07T13:57:11Z
2022-07-07T13:57:11Z
CONTRIBUTOR
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## Describe the bug Creating a dataset from a pandas dataframe with `datetime.time` format generates an error. ## Steps to reproduce the bug ```python import pandas as pd from datetime import time from datasets import Dataset df = pd.DataFrame({"feature_name": [time(1, 1, 1)]}) dataset = Dataset.from_pandas(df) ``` ## Expected results The dataset should be created. ## Actual results ``` Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 823, in from_pandas return cls(table, info=info, split=split) File "/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 679, in __init__ inferred_features = Features.from_arrow_schema(arrow_table.schema) File "/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/features/features.py", line 1551, in from_arrow_schema obj = {field.name: generate_from_arrow_type(field.type) for field in pa_schema} File "/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/features/features.py", line 1551, in <dictcomp> obj = {field.name: generate_from_arrow_type(field.type) for field in pa_schema} File "/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/features/features.py", line 1315, in generate_from_arrow_type return Value(dtype=_arrow_to_datasets_dtype(pa_type)) File "/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/features/features.py", line 83, in _arrow_to_datasets_dtype return f"time64[{arrow_type.unit}]" AttributeError: 'pyarrow.lib.DataType' object has no attribute 'unit' ``` ## Environment info - `datasets` version: 2.3.3.dev0 - Platform: Linux-5.13.0-1031-aws-x86_64-with-glibc2.31 - Python version: 3.9.6 - PyArrow version: 7.0.0 - Pandas version: 1.4.2
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1,292,107,275
I_kwDODunzps5NA_4L
4,619
np arrays get turned into native lists
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2022-07-02T17:54:57Z
2022-07-03T20:27:07Z
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## Describe the bug When attaching an `np.array` field, it seems that it automatically gets turned into a list (see below). Why is this happening? Could it lose precision? Is there a way to make sure this doesn't happen? ## Steps to reproduce the bug ```python >>> import datasets, numpy as np >>> dataset = datasets.load_dataset("glue", "mrpc")["validation"] Reusing dataset glue (...) 100%|███████████████████████████████████████████████| 3/3 [00:00<00:00, 1360.61it/s] >>> dataset2 = dataset.map(lambda x: {"tmp": np.array([0.5])}, batched=False) 100%|██████████████████████████████████████████| 408/408 [00:00<00:00, 10819.97ex/s] >>> dataset2[0]["tmp"] [0.5] >>> type(dataset2[0]["tmp"]) <class 'list'> ``` ## Expected results `dataset2[0]["tmp"]` should be an `np.ndarray`. ## Actual results It's a list. ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: mac, though I'm pretty sure it happens on a linux machine too - Python version: 3.9.7 - PyArrow version: 6.0.1
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I_kwDODunzps5NA4yR
4,618
contribute data loading for object detection datasets with yolo data format
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2022-07-02T15:21:59Z
2022-07-21T14:10:44Z
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**Is your feature request related to a problem? Please describe.** At the moment, HF datasets loads [image classification datasets](https://huggingface.co/docs/datasets/image_process) out-of-the-box. There could be a data loader for loading standard object detection datasets ([original discussion here](https://huggingface.co/datasets/jalFaizy/detect_chess_pieces/discussions/2)) **Describe the solution you'd like** I wrote a [custom script](https://huggingface.co/datasets/jalFaizy/detect_chess_pieces/blob/main/detect_chess_pieces.py) to load dataset which has YOLO data format. **Describe alternatives you've considered** The script can either be a standalone dataset builder, or a modified version of `ImageFolder` **Additional context** I would be happy to contribute to this, but I would do it at a very slow pace (maybe a month or two) as I have my exams approaching 😄
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4,615
Fix `embed_storage` on features inside lists/sequences
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2022-07-01T11:52:08Z
2022-07-08T12:13:10Z
2022-07-08T12:01:36Z
CONTRIBUTOR
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Add a dedicated function for embed_storage to always preserve the embedded/casted arrays (and to have more control over `embed_storage` in general). Fix #4591 ~~(Waiting for #4608 to be merged to mark this PR as ready for review - required for fixing `xgetsize` in private repos)~~ Done!
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4,614
Ensure ConcatenationTable.cast uses target_schema metadata
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2022-07-01T10:22:08Z
2022-07-19T13:48:45Z
2022-07-19T13:36:24Z
CONTRIBUTOR
null
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Currently, `ConcatenationTable.cast` does not use target_schema metadata when casting subtables. This causes an issue when using cast_column and the underlying table is a ConcatenationTable. Code example of where issue arrises: ``` from datasets import Dataset, Image column1 = [0, 1] image_paths = ['/images/image1.jpg', '/images/image2.jpg'] ds = Dataset.from_dict({"column1": column1}) ds = ds.add_column("image", image_paths) ds.cast_column("image", Image()) # Fails here ``` Output ``` ... TypeError: Couldn't cast array of type string to {'bytes': Value(dtype='binary', id=None), 'path': Value(dtype='string', id=None)} ```
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1,291,181,193
PR_kwDODunzps46skd6
4,613
Align/fix license metadata info
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2022-07-01T09:50:50Z
2022-07-01T12:53:57Z
2022-07-01T12:42:47Z
MEMBER
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false
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fix bad "other-*" licenses and add the corresponding "license_details" when relevant
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I_kwDODunzps5M8tzU
4,612
Release 2.3.0 broke custom iterable datasets
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2022-07-01T06:46:07Z
2022-07-05T15:08:21Z
2022-07-05T15:08:21Z
NONE
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null
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## Describe the bug Trying to iterate examples from custom iterable dataset fails to bug introduced in `torch_iterable_dataset.py` since the release of 2.3.0. ## Steps to reproduce the bug ```python next(iter(custom_iterable_dataset)) ``` ## Expected results `next(iter(custom_iterable_dataset))` should return examples from the dataset ## Actual results ``` /usr/local/lib/python3.7/dist-packages/datasets/formatting/dataset_wrappers/torch_iterable_dataset.py in _set_fsspec_for_multiprocess() 16 See https://github.com/fsspec/gcsfs/issues/379 17 """ ---> 18 fsspec.asyn.iothread[0] = None 19 fsspec.asyn.loop[0] = None 20 AttributeError: module 'fsspec' has no attribute 'asyn' ``` ## Environment info - `datasets` version: 2.3.0 - Platform: Linux-5.4.188+-x86_64-with-Ubuntu-18.04-bionic - Python version: 3.7.13 - PyArrow version: 8.0.0 - Pandas version: 1.3.5
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PR_kwDODunzps46rxIX
4,611
Preserve member order by MockDownloadManager.iter_archive
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2022-07-01T05:48:20Z
2022-07-01T16:59:11Z
2022-07-01T16:48:28Z
MEMBER
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Currently, `MockDownloadManager.iter_archive` yields paths to archive members in an order given by `path.rglob("*")`, which migh not be the same order as in the original archive. See issue in: - https://github.com/huggingface/datasets/pull/4579#issuecomment-1172135027 This PR fixes the order of the members yielded by `MockDownloadManager.iter_archive` so that it is the same as in the original archive.
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4,610
codeparrot/github-code failing to load
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2022-06-30T20:24:48Z
2022-07-05T14:24:13Z
2022-07-05T09:19:56Z
NONE
null
null
null
## Describe the bug codeparrot/github-code fails to load with a `TypeError: get_patterns_in_dataset_repository() missing 1 required positional argument: 'base_path'` ## Steps to reproduce the bug ```python from datasets import load_dataset ``` ## Expected results loaded dataset object ## Actual results ```python [3]: dataset = load_dataset("codeparrot/github-code") No config specified, defaulting to: github-code/all-all Downloading and preparing dataset github-code/all-all to /home/bebr/.cache/huggingface/datasets/codeparrot___github-code/all-all/0.0.0/a55513bc0f81db773f9896c7aac225af0cff5b323bb9d2f68124f0a8cc3fb817... --------------------------------------------------------------------------- TypeError Traceback (most recent call last) Input In [3], in <cell line: 1>() ----> 1 dataset = load_dataset("codeparrot/github-code") File ~/miniconda3/envs/fastapi-kube/lib/python3.10/site-packages/datasets/load.py:1679, in load_dataset(path, name, data_dir, data_files, split, cache_dir, features, download_config, download_mode, ignore_verifications, keep_in_memory, save_infos, revision, use_auth_token, task, streaming, **config_kwargs) 1676 try_from_hf_gcs = path not in _PACKAGED_DATASETS_MODULES 1678 # Download and prepare data -> 1679 builder_instance.download_and_prepare( 1680 download_config=download_config, 1681 download_mode=download_mode, 1682 ignore_verifications=ignore_verifications, 1683 try_from_hf_gcs=try_from_hf_gcs, 1684 use_auth_token=use_auth_token, 1685 ) 1687 # Build dataset for splits 1688 keep_in_memory = ( 1689 keep_in_memory if keep_in_memory is not None else is_small_dataset(builder_instance.info.dataset_size) 1690 ) File ~/miniconda3/envs/fastapi-kube/lib/python3.10/site-packages/datasets/builder.py:704, in DatasetBuilder.download_and_prepare(self, download_config, download_mode, ignore_verifications, try_from_hf_gcs, dl_manager, base_path, use_auth_token, **download_and_prepare_kwargs) 702 logger.warning("HF google storage unreachable. Downloading and preparing it from source") 703 if not downloaded_from_gcs: --> 704 self._download_and_prepare( 705 dl_manager=dl_manager, verify_infos=verify_infos, **download_and_prepare_kwargs 706 ) 707 # Sync info 708 self.info.dataset_size = sum(split.num_bytes for split in self.info.splits.values()) File ~/miniconda3/envs/fastapi-kube/lib/python3.10/site-packages/datasets/builder.py:1221, in GeneratorBasedBuilder._download_and_prepare(self, dl_manager, verify_infos) 1220 def _download_and_prepare(self, dl_manager, verify_infos): -> 1221 super()._download_and_prepare(dl_manager, verify_infos, check_duplicate_keys=verify_infos) File ~/miniconda3/envs/fastapi-kube/lib/python3.10/site-packages/datasets/builder.py:771, in DatasetBuilder._download_and_prepare(self, dl_manager, verify_infos, **prepare_split_kwargs) 769 split_dict = SplitDict(dataset_name=self.name) 770 split_generators_kwargs = self._make_split_generators_kwargs(prepare_split_kwargs) --> 771 split_generators = self._split_generators(dl_manager, **split_generators_kwargs) 773 # Checksums verification 774 if verify_infos and dl_manager.record_checksums: File ~/.cache/huggingface/modules/datasets_modules/datasets/codeparrot--github-code/a55513bc0f81db773f9896c7aac225af0cff5b323bb9d2f68124f0a8cc3fb817/github-code.py:169, in GithubCode._split_generators(self, dl_manager) 162 def _split_generators(self, dl_manager): 164 hfh_dataset_info = HfApi(datasets.config.HF_ENDPOINT).dataset_info( 165 _REPO_NAME, 166 timeout=100.0, 167 ) --> 169 patterns = datasets.data_files.get_patterns_in_dataset_repository(hfh_dataset_info) 170 data_files = datasets.data_files.DataFilesDict.from_hf_repo( 171 patterns, 172 dataset_info=hfh_dataset_info, 173 ) 175 files = dl_manager.download_and_extract(data_files["train"]) TypeError: get_patterns_in_dataset_repository() missing 1 required positional argument: 'base_path' ``` ## Environment info - `datasets` version: 2.3.2 - Platform: Linux-5.18.7-arch1-1-x86_64-with-glibc2.35 - Python version: 3.10.5 - PyArrow version: 8.0.0 - Pandas version: 1.4.2
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librispeech dataset has to download whole subset when specifing the split to use
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2022-06-30T16:38:24Z
2022-07-12T21:44:32Z
2022-07-12T21:44:32Z
NONE
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## Describe the bug librispeech dataset has to download whole subset when specifing the split to use ## Steps to reproduce the bug see below # Sample code to reproduce the bug ``` !pip install datasets from datasets import load_dataset raw_dataset = load_dataset("librispeech_asr", "clean", split="train.100") ``` ## Expected results The split "train.clean.100" is downloaded. ## Actual results All four splits in "clean" subset is downloaded. ## Environment info - `datasets` version: 2.3.2 - Platform: Linux-5.4.188+-x86_64-with-Ubuntu-18.04-bionic - Python version: 3.7.13 - PyArrow version: 6.0.1 - Pandas version: 1.3.5
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4,608
Fix xisfile, xgetsize, xisdir, xlistdir in private repo
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2022-06-30T15:23:21Z
2022-07-06T12:45:59Z
2022-07-06T12:34:19Z
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`xisfile` is working in a private repository when passing a chained URL to a file inside an archive, e.g. `zip://a.txt::https://huggingface/datasets/username/dataset_name/resolve/main/data.zip`. However it's not working when passing a simple file `https://huggingface/datasets/username/dataset_name/resolve/main/data.zip`. This is because the authentication headers are not passed correctly in this case. This is causing dataset streaming to fail in private parquet repositories, as noted in https://github.com/huggingface/datasets/issues/4605 I fixed `xisfile` and the other functions that behave the same way: xgetsize, xisdir and xlistdir TODO: - [x] tests fix https://github.com/huggingface/datasets/issues/4605
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4,607
Align more metadata with other repo types (models,spaces)
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2022-06-30T13:52:12Z
2022-07-01T12:00:37Z
2022-07-01T11:49:14Z
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see also associated PR on the `datasets-tagging` Space: https://huggingface.co/spaces/huggingface/datasets-tagging/discussions/2 (to merge after this one is merged)
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I_kwDODunzps5M5RzO
4,606
evaluation result changes after `datasets` version change
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2022-06-30T12:43:26Z
2022-07-04T17:47:32Z
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## Describe the bug evaluation result changes after `datasets` version change ## Steps to reproduce the bug 1. Train a model on WikiAnn 2. reload the ckpt -> test accuracy becomes same as eval accuracy 3. such behavior is gone after downgrading `datasets` https://colab.research.google.com/drive/1kYz7-aZRGdayaq-gDTt30tyEgsKlpYOw?usp=sharing ## Expected results evaluation result shouldn't change before/after `datasets` version changes ## Actual results evaluation result changes before/after `datasets` version changes ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: colab - Python version: 3.7.13 - PyArrow version: 6.0.1 Q. How could the evaluation result change before/after `datasets` version changes?
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Dataset Viewer issue for boris/gis_filtered
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2022-06-30T12:23:34Z
2022-07-06T12:34:19Z
2022-07-06T12:34:19Z
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### Link https://huggingface.co/datasets/boris/gis_filtered/viewer/boris--gis_filtered/train ### Description When I try to access this from the website I get this error: Status code: 400 Exception: ClientResponseError Message: 401, message='Unauthorized', url=URL('https://huggingface.co/datasets/boris/gis_filtered/resolve/80b805053ce61d4eb487b6b8d9095d775c2c466e/data/train/0000.parquet') If I try to load with code I also get the same issue: ```python dataset2_train=load_dataset("boris/gis_filtered", use_auth_token=os.environ["HF_TOKEN"],split="train",streaming=True) dataset2_validation=load_dataset("boris/gis_filtered", use_auth_token=os.environ["HF_TOKEN"], split="validation",streaming=True) ``` ### Owner No
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Update CI Windows orb
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2022-06-30T11:00:31Z
2022-06-30T13:33:11Z
2022-06-30T13:22:26Z
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This PR tries to fix recurrent random CI failures on Windows. After 2 runs, it seems to have fixed the issue. Fix #4603.
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CI fails recurrently and randomly on Windows
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2022-06-30T10:59:58Z
2022-06-30T13:22:25Z
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As reported by @lhoestq, The windows CI is currently flaky: some dependencies like `aiobotocore`, `multiprocess` and `seqeval` sometimes fail to install. In particular it seems that building the wheels fail. Here is an example of logs: ``` Building wheel for seqeval (setup.py): started Running command 'C:\tools\miniconda3\envs\py37\python.exe' -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\\Users\\circleci\\AppData\\Local\\Temp\\pip-install-h55pfgbv\\seqeval_d6cdb9d23ff6490b98b6c4bcaecb516e\\setup.py'"'"'; __file__='"'"'C:\\Users\\circleci\\AppData\\Local\\Temp\\pip-install-h55pfgbv\\seqeval_d6cdb9d23ff6490b98b6c4bcaecb516e\\setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' bdist_wheel -d 'C:\Users\circleci\AppData\Local\Temp\pip-wheel-x3cc8ym6' No parent package detected, impossible to derive `name` running bdist_wheel running build running build_py package init file 'seqeval\__init__.py' not found (or not a regular file) package init file 'seqeval\metrics\__init__.py' not found (or not a regular file) C:\tools\miniconda3\envs\py37\lib\site-packages\setuptools\command\install.py:37: SetuptoolsDeprecationWarning: setup.py install is deprecated. Use build and pip and other standards-based tools. setuptools.SetuptoolsDeprecationWarning, installing to build\bdist.win-amd64\wheel running install running install_lib warning: install_lib: 'build\lib' does not exist -- no Python modules to install running install_egg_info running egg_info creating UNKNOWN.egg-info writing UNKNOWN.egg-info\PKG-INFO writing dependency_links to UNKNOWN.egg-info\dependency_links.txt writing top-level names to UNKNOWN.egg-info\top_level.txt writing manifest file 'UNKNOWN.egg-info\SOURCES.txt' reading manifest file 'UNKNOWN.egg-info\SOURCES.txt' writing manifest file 'UNKNOWN.egg-info\SOURCES.txt' Copying UNKNOWN.egg-info to build\bdist.win-amd64\wheel\.\UNKNOWN-0.0.0-py3.7.egg-info running install_scripts creating build\bdist.win-amd64\wheel\UNKNOWN-0.0.0.dist-info\WHEEL creating 'C:\Users\circleci\AppData\Local\Temp\pip-wheel-x3cc8ym6\UNKNOWN-0.0.0-py3-none-any.whl' and adding 'build\bdist.win-amd64\wheel' to it adding 'UNKNOWN-0.0.0.dist-info/METADATA' adding 'UNKNOWN-0.0.0.dist-info/WHEEL' adding 'UNKNOWN-0.0.0.dist-info/top_level.txt' adding 'UNKNOWN-0.0.0.dist-info/RECORD' removing build\bdist.win-amd64\wheel Building wheel for seqeval (setup.py): finished with status 'done' Created wheel for seqeval: filename=UNKNOWN-0.0.0-py3-none-any.whl size=963 sha256=67eb93a6e1ff4796c5882a13f9fa25bb0d3d103796e2525f9cecf3b2ef26d4b1 Stored in directory: c:\users\circleci\appdata\local\pip\cache\wheels\05\96\ee\7cac4e74f3b19e3158dce26a20a1c86b3533c43ec72a549fd7 WARNING: Built wheel for seqeval is invalid: Wheel has unexpected file name: expected 'seqeval', got 'UNKNOWN' ```
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Upgrade setuptools in windows CI
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2022-06-30T10:48:41Z
2022-06-30T12:57:38Z
2022-06-30T12:46:17Z
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The windows CI is currently flaky: some dependencies like aiobotocore, multiprocess and seqeval sometimes fail to install. In particular it seems that building the wheels fail. Here is an example of logs ``` Building wheel for seqeval (setup.py): started Running command 'C:\tools\miniconda3\envs\py37\python.exe' -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\\Users\\circleci\\AppData\\Local\\Temp\\pip-install-h55pfgbv\\seqeval_d6cdb9d23ff6490b98b6c4bcaecb516e\\setup.py'"'"'; __file__='"'"'C:\\Users\\circleci\\AppData\\Local\\Temp\\pip-install-h55pfgbv\\seqeval_d6cdb9d23ff6490b98b6c4bcaecb516e\\setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' bdist_wheel -d 'C:\Users\circleci\AppData\Local\Temp\pip-wheel-x3cc8ym6' No parent package detected, impossible to derive `name` running bdist_wheel running build running build_py package init file 'seqeval\__init__.py' not found (or not a regular file) package init file 'seqeval\metrics\__init__.py' not found (or not a regular file) C:\tools\miniconda3\envs\py37\lib\site-packages\setuptools\command\install.py:37: SetuptoolsDeprecationWarning: setup.py install is deprecated. Use build and pip and other standards-based tools. setuptools.SetuptoolsDeprecationWarning, installing to build\bdist.win-amd64\wheel running install running install_lib warning: install_lib: 'build\lib' does not exist -- no Python modules to install running install_egg_info running egg_info creating UNKNOWN.egg-info writing UNKNOWN.egg-info\PKG-INFO writing dependency_links to UNKNOWN.egg-info\dependency_links.txt writing top-level names to UNKNOWN.egg-info\top_level.txt writing manifest file 'UNKNOWN.egg-info\SOURCES.txt' reading manifest file 'UNKNOWN.egg-info\SOURCES.txt' writing manifest file 'UNKNOWN.egg-info\SOURCES.txt' Copying UNKNOWN.egg-info to build\bdist.win-amd64\wheel\.\UNKNOWN-0.0.0-py3.7.egg-info running install_scripts creating build\bdist.win-amd64\wheel\UNKNOWN-0.0.0.dist-info\WHEEL creating 'C:\Users\circleci\AppData\Local\Temp\pip-wheel-x3cc8ym6\UNKNOWN-0.0.0-py3-none-any.whl' and adding 'build\bdist.win-amd64\wheel' to it adding 'UNKNOWN-0.0.0.dist-info/METADATA' adding 'UNKNOWN-0.0.0.dist-info/WHEEL' adding 'UNKNOWN-0.0.0.dist-info/top_level.txt' adding 'UNKNOWN-0.0.0.dist-info/RECORD' removing build\bdist.win-amd64\wheel Building wheel for seqeval (setup.py): finished with status 'done' Created wheel for seqeval: filename=UNKNOWN-0.0.0-py3-none-any.whl size=963 sha256=67eb93a6e1ff4796c5882a13f9fa25bb0d3d103796e2525f9cecf3b2ef26d4b1 Stored in directory: c:\users\circleci\appdata\local\pip\cache\wheels\05\96\ee\7cac4e74f3b19e3158dce26a20a1c86b3533c43ec72a549fd7 WARNING: Built wheel for seqeval is invalid: Wheel has unexpected file name: expected 'seqeval', got 'UNKNOWN' ``` hopefully this fixes the issue
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Upgrade pip in WIN CI
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2022-06-30T10:25:42Z
2022-06-30T10:54:25Z
2022-06-30T10:43:38Z
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The windows CI is currently flaky: some dependencies like aiobotocore, multiprocess and seqeval sometimes fail to install. In particular it seems that building the wheels fail. Here is an example of logs ``` Building wheel for seqeval (setup.py): started Running command 'C:\tools\miniconda3\envs\py37\python.exe' -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\\Users\\circleci\\AppData\\Local\\Temp\\pip-install-h55pfgbv\\seqeval_d6cdb9d23ff6490b98b6c4bcaecb516e\\setup.py'"'"'; __file__='"'"'C:\\Users\\circleci\\AppData\\Local\\Temp\\pip-install-h55pfgbv\\seqeval_d6cdb9d23ff6490b98b6c4bcaecb516e\\setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' bdist_wheel -d 'C:\Users\circleci\AppData\Local\Temp\pip-wheel-x3cc8ym6' No parent package detected, impossible to derive `name` running bdist_wheel running build running build_py package init file 'seqeval\__init__.py' not found (or not a regular file) package init file 'seqeval\metrics\__init__.py' not found (or not a regular file) C:\tools\miniconda3\envs\py37\lib\site-packages\setuptools\command\install.py:37: SetuptoolsDeprecationWarning: setup.py install is deprecated. Use build and pip and other standards-based tools. setuptools.SetuptoolsDeprecationWarning, installing to build\bdist.win-amd64\wheel running install running install_lib warning: install_lib: 'build\lib' does not exist -- no Python modules to install running install_egg_info running egg_info creating UNKNOWN.egg-info writing UNKNOWN.egg-info\PKG-INFO writing dependency_links to UNKNOWN.egg-info\dependency_links.txt writing top-level names to UNKNOWN.egg-info\top_level.txt writing manifest file 'UNKNOWN.egg-info\SOURCES.txt' reading manifest file 'UNKNOWN.egg-info\SOURCES.txt' writing manifest file 'UNKNOWN.egg-info\SOURCES.txt' Copying UNKNOWN.egg-info to build\bdist.win-amd64\wheel\.\UNKNOWN-0.0.0-py3.7.egg-info running install_scripts creating build\bdist.win-amd64\wheel\UNKNOWN-0.0.0.dist-info\WHEEL creating 'C:\Users\circleci\AppData\Local\Temp\pip-wheel-x3cc8ym6\UNKNOWN-0.0.0-py3-none-any.whl' and adding 'build\bdist.win-amd64\wheel' to it adding 'UNKNOWN-0.0.0.dist-info/METADATA' adding 'UNKNOWN-0.0.0.dist-info/WHEEL' adding 'UNKNOWN-0.0.0.dist-info/top_level.txt' adding 'UNKNOWN-0.0.0.dist-info/RECORD' removing build\bdist.win-amd64\wheel Building wheel for seqeval (setup.py): finished with status 'done' Created wheel for seqeval: filename=UNKNOWN-0.0.0-py3-none-any.whl size=963 sha256=67eb93a6e1ff4796c5882a13f9fa25bb0d3d103796e2525f9cecf3b2ef26d4b1 Stored in directory: c:\users\circleci\appdata\local\pip\cache\wheels\05\96\ee\7cac4e74f3b19e3158dce26a20a1c86b3533c43ec72a549fd7 WARNING: Built wheel for seqeval is invalid: Wheel has unexpected file name: expected 'seqeval', got 'UNKNOWN' ``` I tried to update pip and re-run the CI several times and I couldn't re-experience this issue for now, so I think upgrading pip may solve the issue
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Remove multiple config section
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2022-06-29T19:09:21Z
2022-07-04T17:41:20Z
2022-07-04T17:29:41Z
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This PR removes docs for a future feature and redirects to #4578 instead. See this [discussion](https://huggingface.slack.com/archives/C034N0A7H09/p1656107063801969) for more details :)
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Smooth-BLEU bug fixed
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2022-06-29T14:51:42Z
2022-09-23T07:42:40Z
2022-09-23T07:42:40Z
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Hi, the current implementation of smooth-BLEU contains a bug: it smoothes unigrams as well. Consequently, when both the reference and translation consist of totally different tokens, it anyway returns a non-zero value (please see the attached image). This however contradicts the source paper suggesting the smooth-BLEU _(Chin-Yew Lin, Franz Josef Och. ORANGE: a method for evaluating automatic evaluation metrics for machine translation. COLING 2004.)_ : > Add one count to the n-gram hit and total ngram count for n > 1. Therefore, for candidate translations with less than n words, they can still get a positive smoothed BLEU score from shorter n-gram matches; however if nothing matches then they will get zero scores. This pull request aims at fixing this bug. I made a pull request in the target repository `tensorflow/nmt`, which implements this script, yet the last commit there is dating 19.02.2019 and I doubt whether this will be fixed promptly. Yet, this bug is critical, for instance for summarization datasets with short summaries (e.g. AESLC), since smoothing needs to be applied there. Therefore, the easiest solution that I found is to fork the repo and download this script directly from the forked fixed repo. Kind, Akim Tsvigun <img width="516" alt="Снимок экрана 2022-06-29 в 17 49 27" src="https://user-images.githubusercontent.com/36672861/176466935-ac579e6d-6a93-4111-ab41-9b33056e7d47.png">
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Host financial_phrasebank data on the Hub
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Fix #4597.
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Streaming issue for financial_phrasebank
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2022-06-29T12:45:43Z
2022-07-01T09:29:36Z
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### Link https://huggingface.co/datasets/financial_phrasebank/viewer/sentences_allagree/train ### Description As reported by a community member using [AutoTrain Evaluate](https://huggingface.co/spaces/autoevaluate/model-evaluator/discussions/5#62bc217436d0e5d316a768f0), there seems to be a problem streaming this dataset: ``` Server error Status code: 400 Exception: Exception Message: Give up after 5 attempts with ConnectionError ``` ### Owner No
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1,288,381,735
I_kwDODunzps5MyyUn
4,596
Dataset Viewer issue for universal_dependencies
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2022-06-29T08:50:29Z
2022-09-07T11:29:28Z
2022-09-07T11:29:27Z
NONE
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### Link https://huggingface.co/datasets/universal_dependencies ### Description invalid json response body at https://datasets-server.huggingface.co/splits?dataset=universal_dependencies reason: Unexpected token I in JSON at position 0 ### Owner _No response_
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1,288,275,976
I_kwDODunzps5MyYgI
4,595
Dataset Viewer issue with False positive PII redaction
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2022-06-29T07:15:57Z
2022-06-29T08:29:41Z
2022-06-29T08:27:49Z
CONTRIBUTOR
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### Link https://huggingface.co/datasets/cakiki/rosetta-code ### Description Hello, I just noticed an entry being redacted that shouldn't have been: `RootMeanSquare@Range[10]` is being displayed as `[email protected][10]` ### Owner _No response_
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I_kwDODunzps5MxmOH
4,594
load_from_disk suggests incorrect fix when used to load DatasetDict
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2022-06-29T01:40:01Z
2022-06-29T04:03:44Z
2022-06-29T04:03:44Z
NONE
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Edit: Please feel free to remove this issue. The problem was not the error message but the fact that the DatasetDict.load_from_disk does not support loading nested splits, i.e. if one of the splits is itself a DatasetDict. If nesting splits is an antipattern, perhaps the load_from_disk function can throw a warning indicating that?
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Fix error message when using load_from_disk to load DatasetDict
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2022-06-29T01:34:27Z
2022-06-29T04:01:59Z
2022-06-29T04:01:39Z
NONE
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Issue #4594 Issue: When `datasets.load_from_disk` is wrongly used to load a `DatasetDict`, the error message suggests using `datasets.load_from_disk`, which is the same function that generated the error. Fix: The appropriate function which should be suggested instead is `datasets.dataset_dict.load_from_disk`. Changes: Change the suggestion to say "Please use `datasets.dataset_dict.load_from_disk` instead."
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1,288,029,377
I_kwDODunzps5MxcTB
4,592
Issue with jalFaizy/detect_chess_pieces when running datasets-cli test
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2022-06-29T00:15:54Z
2022-06-29T10:30:03Z
2022-06-29T07:49:27Z
NONE
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### Link https://huggingface.co/datasets/jalFaizy/detect_chess_pieces ### Description I am trying to write a appropriate data loader for [a custom dataset](https://huggingface.co/datasets/jalFaizy/detect_chess_pieces) using [this script](https://huggingface.co/datasets/jalFaizy/detect_chess_pieces/blob/main/detect_chess_pieces.py) When I run the command `$ datasets-cli test "D:\workspace\HF\detect_chess_pieces" --save_infos --all_configs` It gives the following error ``` Using custom data configuration default Traceback (most recent call last): File "c:\users\faiza\anaconda3\lib\runpy.py", line 194, in _run_module_as_main return _run_code(code, main_globals, None, File "c:\users\faiza\anaconda3\lib\runpy.py", line 87, in _run_code exec(code, run_globals) File "C:\Users\faiza\anaconda3\Scripts\datasets-cli.exe\__main__.py", line 7, in <module> File "c:\users\faiza\anaconda3\lib\site-packages\datasets\commands\datasets_cli.py", line 39, in main service.run() File "c:\users\faiza\anaconda3\lib\site-packages\datasets\commands\test.py", line 132, in run for j, builder in enumerate(get_builders()): File "c:\users\faiza\anaconda3\lib\site-packages\datasets\commands\test.py", line 125, in get_builders yield builder_cls( File "c:\users\faiza\anaconda3\lib\site-packages\datasets\builder.py", line 1148, in __init__ super().__init__(*args, **kwargs) File "c:\users\faiza\anaconda3\lib\site-packages\datasets\builder.py", line 306, in __init__ info = self.get_exported_dataset_info() File "c:\users\faiza\anaconda3\lib\site-packages\datasets\builder.py", line 405, in get_exported_dataset_info return self.get_all_exported_dataset_infos().get(self.config.name, DatasetInfo()) File "c:\users\faiza\anaconda3\lib\site-packages\datasets\builder.py", line 390, in get_all_exported_dataset_infos return DatasetInfosDict.from_directory(cls.get_imported_module_dir()) File "c:\users\faiza\anaconda3\lib\site-packages\datasets\info.py", line 309, in from_directory dataset_infos_dict = { File "c:\users\faiza\anaconda3\lib\site-packages\datasets\info.py", line 310, in <dictcomp> config_name: DatasetInfo.from_dict(dataset_info_dict) File "c:\users\faiza\anaconda3\lib\site-packages\datasets\info.py", line 272, in from_dict return cls(**{k: v for k, v in dataset_info_dict.items() if k in field_names}) File "<string>", line 20, in __init__ File "c:\users\faiza\anaconda3\lib\site-packages\datasets\info.py", line 160, in __post_init__ templates = [ File "c:\users\faiza\anaconda3\lib\site-packages\datasets\info.py", line 161, in <listcomp> template if isinstance(template, TaskTemplate) else task_template_from_dict(template) File "c:\users\faiza\anaconda3\lib\site-packages\datasets\tasks\__init__.py", line 43, in task_template_from_dict return template.from_dict(task_template_dict) AttributeError: 'NoneType' object has no attribute 'from_dict' ``` My assumption is that there is some kind of issue in how the "task_templates" are read, because even if I keep them as None, or not include the argument at all, the same error occurs ### Owner Yes
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Can't push Images to hub with manual Dataset
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2022-06-29T00:01:23Z
2022-07-08T12:01:36Z
2022-07-08T12:01:35Z
CONTRIBUTOR
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## Describe the bug If I create a dataset including an 'Image' feature manually, when pushing to hub decoded images are not pushed, instead it looks for image where image local path is/used to be. This doesn't (at least didn't used to) happen with imagefolder. I want to build dataset manually because it is complicated. This happens even though the dataset is looking like decoded images: ![image](https://user-images.githubusercontent.com/15624271/176322689-2cc819cf-9d5c-4a8f-9f3d-83ae8ec06f20.png) and I use `embed_external_files=True` while `push_to_hub` (same with false) ## Steps to reproduce the bug ```python from PIL import Image from datasets import Image as ImageFeature from datasets import Features,Dataset #manually create dataset feats=Features( { "images": [ImageFeature()], #same even if explicitly ImageFeature(decode=True) "input_image": ImageFeature(), } ) test_data={"images":[[Image.open("test.jpg"),Image.open("test.jpg"),Image.open("test.jpg")]], "input_image":[Image.open("test.jpg")]} test_dataset=Dataset.from_dict(test_data,features=feats) print(test_dataset) test_dataset.push_to_hub("ceyda/image_test_public",private=False,token="",embed_external_files=True) # clear cache rm -r ~/.cache/huggingface # remove "test.jpg" # remove to see that it is looking for image on the local path test_dataset=load_dataset("ceyda/image_test_public",use_auth_token="") print(test_dataset) print(test_dataset['train'][0]) ``` ## Expected results should be able to push image bytes if dataset has `Image(decode=True)` ## Actual results errors because it is trying to decode file from the non existing local path. ``` ----> print(test_dataset['train'][0]) File ~/.local/lib/python3.8/site-packages/datasets/arrow_dataset.py:2154, in Dataset.__getitem__(self, key) 2152 def __getitem__(self, key): # noqa: F811 2153 """Can be used to index columns (by string names) or rows (by integer index or iterable of indices or bools).""" -> 2154 return self._getitem( 2155 key, 2156 ) File ~/.local/lib/python3.8/site-packages/datasets/arrow_dataset.py:2139, in Dataset._getitem(self, key, decoded, **kwargs) 2137 formatter = get_formatter(format_type, features=self.features, decoded=decoded, **format_kwargs) 2138 pa_subtable = query_table(self._data, key, indices=self._indices if self._indices is not None else None) -> 2139 formatted_output = format_table( 2140 pa_subtable, key, formatter=formatter, format_columns=format_columns, output_all_columns=output_all_columns 2141 ) 2142 return formatted_output File ~/.local/lib/python3.8/site-packages/datasets/formatting/formatting.py:532, in format_table(table, key, formatter, format_columns, output_all_columns) 530 python_formatter = PythonFormatter(features=None) 531 if format_columns is None: ... -> 3068 fp = builtins.open(filename, "rb") 3069 exclusive_fp = True 3071 try: FileNotFoundError: [Errno 2] No such file or directory: 'test.jpg' ``` ## Environment info - `datasets` version: 2.3.2 - Platform: Linux-5.4.0-1074-azure-x86_64-with-glibc2.29 - Python version: 3.8.10 - PyArrow version: 8.0.0 - Pandas version: 1.4.2
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Generalize meta_path json file creation in load.py [#4540]
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2022-06-28T21:48:06Z
2022-07-08T14:55:13Z
2022-07-07T13:17:45Z
CONTRIBUTOR
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# What does this PR do? ## Summary *In function `_copy_script_and_other_resources_in_importable_dir`, using string split when generating `meta_path` throws error in the edge case raised in #4540.* ## Additions - ## Changes - Changed meta_path to use `os.path.splitext` instead of using `str.split` to generalize code. ## Deletions - ## Issues Addressed : Fixes #4540
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Permission denied: '/home/.cache' when load_dataset with local script
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Host head_qa data on the Hub and fix NonMatchingChecksumError
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This PR: - Hosts head_qa data on the Hub instead of Google Drive - Fixes NonMatchingChecksumError Fix https://huggingface.co/datasets/head_qa/discussions/1
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Validate new_fingerprint passed by user
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Users can pass the dataset fingerprint they want in `map` and other dataset transforms. However the fingerprint is used to name cache files so we need to make sure it doesn't contain bad characters as mentioned in https://github.com/huggingface/datasets/issues/1718, and that it's not too long
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Host pn_summary data on the Hub instead of Google Drive
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Fix #4581.
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Host multi_news data on the Hub instead of Google Drive
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Host data files of multi_news dataset on the Hub. They were on Google Drive. Fix #4580.
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Add binary classification task IDs
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As a precursor to aligning the task IDs in `datasets` and AutoTrain, we need a way to distinguish binary vs multiclass vs multilabel classification. This PR adds binary classification to the task IDs to enable this. Related AutoTrain issue: https://github.com/huggingface/autonlp-backend/issues/597 cc @abhishekkrthakur @SBrandeis
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<code> implementation of FLAC support using torchaudio
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2022-06-28T05:47:02Z
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I had added Audio FLAC support with torchaudio given that Librosa and SoundFile can give problems. Also, FLAC is been used as audio from https://mlcommons.org/en/peoples-speech/
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add_column should preserve _indexes
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2022-06-27T22:35:47Z
2022-07-06T15:19:54Z
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https://github.com/huggingface/datasets/issues/3769#issuecomment-1167146126 doing `.add_column("x",x_data)` also removed any `_indexes` on the dataset, decided this shouldn't be the case. This was because `add_column` was creating a new `Dataset(...)` and wasn't possible to pass indexes on init. with this PR now can pass 'indexes' on init through `IndexableMixin` - [x] Added test
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Dataset Viewer issue for pn_summary
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2022-06-27T20:56:12Z
2022-06-28T14:42:03Z
2022-06-28T14:42:03Z
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### Link https://huggingface.co/datasets/pn_summary/viewer/1.0.0/validation ### Description Getting an index error on the `validation` and `test` splits: ``` Server error Status code: 400 Exception: IndexError Message: list index out of range ``` ### Owner No
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Dataset Viewer issue for multi_news
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2022-06-27T20:25:25Z
2022-06-28T14:08:48Z
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MEMBER
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### Link https://huggingface.co/datasets/multi_news ### Description Not sure what the index error is referring to here: ``` Status code: 400 Exception: IndexError Message: list index out of range ``` ### Owner No
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Support streaming cfq dataset
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Support streaming cfq dataset.
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[Multi Configs] Use directories to differentiate between subsets/configurations
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2022-06-27T16:55:11Z
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Currently to define several subsets/configurations of your dataset, you need to use a dataset script. However it would be nice to have a no-code way to to this. For example we could specify different configurations of a dataset (for example, if a dataset contains different languages) with one directory per configuration. These structures are not supported right now, but would be nice to have: ``` my_dataset_repository/ ├── README.md ├── en/ │ ├── train.csv │ └── test.csv └── fr/ ├── train.csv └── test.csv ``` Or with one directory per split: ``` my_dataset_repository/ ├── README.md ├── en/ │ ├── train/ │ │ ├── shard_0.csv │ │ └── shard_1.csv │ └── test/ │ ├── shard_0.csv │ └── shard_1.csv └── fr/ ├── train/ │ ├── shard_0.csv │ └── shard_1.csv └── test/ ├── shard_0.csv └── shard_1.csv ``` cc @stevhliu @albertvillanova
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Add authentication tip to `load_dataset`
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2022-06-27T12:05:34Z
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Add an authentication tip similar to the one in transformers' `PreTrainedModel.from_pretrained` to `load_dataset`/`load_dataset_builder`.
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Include `metadata.jsonl` in resolved data files
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Include `metadata.jsonl` in resolved data files. Fix #4548 @lhoestq ~~https://github.com/huggingface/datasets/commit/d94336d30eef17fc9abc67f67fa1c139661f4e75 adds support for metadata files placed at the root, and https://github.com/huggingface/datasets/commit/4d20618ea7a19bc143ddc5fdff9d79e671fcbb95 accounts for nested metadata files also, but this results in more complex code. Let me know which one of these two approaches you prefer.~~ Maybe https://github.com/huggingface/datasets/commit/d94336d30eef17fc9abc67f67fa1c139661f4e75 is good enough for now (for the sake of simplicity). https://github.com/huggingface/datasets/commit/4d20618ea7a19bc143ddc5fdff9d79e671fcbb95 breaks the imagefolder tests due to duplicates in the resolved metadata files. One way to fix this would be to resolve the metadata pattern only on parent directories, but this adds even more logic to `_get_data_files_patterns`, so not sure if this is what we should do.
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Problem about wmt17 zh-en dataset
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2022-06-27T08:35:42Z
2022-08-23T10:01:02Z
2022-08-23T10:00:21Z
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It seems that in subset casia2015, some samples are like `{'c[hn]':'xxx', 'en': 'aa'}`. So when using `data = load_dataset('wmt17', "zh-en")` to load the wmt17 zh-en dataset, which will raise the exception: ``` Traceback (most recent call last): File "train.py", line 78, in <module> data = load_dataset(args.dataset, "zh-en") File "/usr/local/lib/python3.7/dist-packages/datasets/load.py", line 1684, in load_dataset use_auth_token=use_auth_token, File "/usr/local/lib/python3.7/dist-packages/datasets/builder.py", line 705, in download_and_prepare dl_manager=dl_manager, verify_infos=verify_infos, **download_and_prepare_kwargs File "/usr/local/lib/python3.7/dist-packages/datasets/builder.py", line 1221, in _download_and_prepare super()._download_and_prepare(dl_manager, verify_infos, check_duplicate_keys=verify_infos) File "/usr/local/lib/python3.7/dist-packages/datasets/builder.py", line 793, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/usr/local/lib/python3.7/dist-packages/datasets/builder.py", line 1215, in _prepare_split num_examples, num_bytes = writer.finalize() File "/usr/local/lib/python3.7/dist-packages/datasets/arrow_writer.py", line 533, in finalize self.write_examples_on_file() File "/usr/local/lib/python3.7/dist-packages/datasets/arrow_writer.py", line 410, in write_examples_on_file self.write_batch(batch_examples=batch_examples) File "/usr/local/lib/python3.7/dist-packages/datasets/arrow_writer.py", line 503, in write_batch arrays.append(pa.array(typed_sequence)) File "pyarrow/array.pxi", line 230, in pyarrow.lib.array File "pyarrow/array.pxi", line 110, in pyarrow.lib._handle_arrow_array_protocol File "/usr/local/lib/python3.7/dist-packages/datasets/arrow_writer.py", line 198, in __arrow_array__ out = cast_array_to_feature(out, type, allow_number_to_str=not self.trying_type) File "/usr/local/lib/python3.7/dist-packages/datasets/table.py", line 1675, in wrapper return func(array, *args, **kwargs) File "/usr/local/lib/python3.7/dist-packages/datasets/table.py", line 1846, in cast_array_to_feature return array_cast(array, feature(), allow_number_to_str=allow_number_to_str) File "/usr/local/lib/python3.7/dist-packages/datasets/table.py", line 1675, in wrapper return func(array, *args, **kwargs) File "/usr/local/lib/python3.7/dist-packages/datasets/table.py", line 1756, in array_cast raise TypeError(f"Couldn't cast array of type\n{array.type}\nto\n{pa_type}") TypeError: Couldn't cast array of type struct<c[hn]: string, en: string, zh: string> to struct<en: string, zh: string> ``` So the solution of this problem is to change the original array manually: ``` if 'c[hn]' in str(array.type): py_array = array.to_pylist() data_list = [] for vo in py_array: tmp = { 'en': vo['en'], } if 'zh' not in vo: tmp['zh'] = vo['c[hn]'] else: tmp['zh'] = vo['zh'] data_list.append(tmp) array = pa.array(data_list, type=pa.struct([ pa.field('en', pa.string()), pa.field('zh', pa.string()), ])) ``` Therefore, maybe a correct version of original casia2015 file need to be updated
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Support streaming mlsum dataset
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2022-06-27T07:37:03Z
2022-07-21T13:37:30Z
2022-07-21T12:40:00Z
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Support streaming mlsum dataset. This PR: - pins `fsspec` min version with fixed BlockSizeError: `fsspec[http]>=2021.11.1` - https://github.com/fsspec/filesystem_spec/pull/830 - unpins `s3fs==2021.08.1` to align it with `fsspec` requirement: `s3fs>=2021.11.1` > s3fs 2021.8.1 requires fsspec==2021.08.1 - see discussion: https://github.com/huggingface/datasets/pull/2858/files#r700027326 - updates the following requirements to be compatible with the previous ones and one with each other: - `aiobotocore==1.4.2` to `aiobotocore>=2.0.1` (required by s3fs>=2021.11.1) - `boto3==1.17.106` to `boto3>=1.19.8` (to be compatible with aiobotocore>=2.0.1) - `botocore==1.20.106` to `botocore>=1.22.8` (to be compatible with aiobotocore and boto3) Fix #4572.
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Fix evaluation metadata for ncbi_disease
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This PR fixes the task in the evaluation metadata and removes the metrics info as we've decided this is not a great way to propagate this information downstream.
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Dataset Viewer issue for mlsum
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2022-06-26T20:24:17Z
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### Link https://huggingface.co/datasets/mlsum/viewer/de/train ### Description There's seems to be a problem with the download / streaming of this dataset: ``` Server error Status code: 400 Exception: BadZipFile Message: File is not a zip file ``` ### Owner No
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Dataset Viewer issue for gsarti/flores_101
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2022-06-26T11:19:09Z
2022-09-08T08:16:38Z
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MEMBER
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### Link https://huggingface.co/datasets/gsarti/flores_101 ### Description It seems like streaming isn't supported for this dataset: ``` Server Error Status code: 400 Exception: NotImplementedError Message: Extraction protocol for TAR archives like 'https://dl.fbaipublicfiles.com/flores101/dataset/flores101_dataset.tar.gz' is not implemented in streaming mode. Please use `dl_manager.iter_archive` instead. ``` ### Owner No
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Dataset sharding non-contiguous?
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2022-06-26T08:34:05Z
2022-06-30T11:00:47Z
2022-06-26T14:36:20Z
CONTRIBUTOR
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## Describe the bug I'm not sure if this is a bug; more likely normal behavior but i wanted to double check. Is it normal that `datasets.shard` does not produce chunks that, when concatenated produce the original ordering of the sharded dataset? This might be related to this pull request (https://github.com/huggingface/datasets/pull/4466) but I have to admit I did not properly look into the changes made. ## Steps to reproduce the bug ```python max_shard_size = convert_file_size_to_int('300MB') dataset_nbytes = dataset.data.nbytes num_shards = int(dataset_nbytes / max_shard_size) + 1 num_shards = max(num_shards, 1) print(f"{num_shards=}") for shard_index in range(num_shards): shard = dataset.shard(num_shards=num_shards, index=shard_index) shard.to_parquet(f"tokenized/tokenized-{shard_index:03d}.parquet") os.listdir('tokenized/') ``` ## Expected results I expected the shards to match the order of the data of the original dataset; i.e. `dataset[10]` being the same as `shard_1[10]` for example ## Actual results Only the first element is the same; i.e. `dataset[0]` is the same as `shard_1[0]` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: Linux-4.15.0-176-generic-x86_64-with-glibc2.31 - Python version: 3.10.4 - PyArrow version: 8.0.0 - Pandas version: 1.4.2
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Dataset Viewer issue for sst2
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2022-06-26T07:32:54Z
2022-06-27T06:37:48Z
2022-06-27T06:37:48Z
MEMBER
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### Link https://huggingface.co/datasets/sst2 ### Description Not sure what is causing this, however it seems that `load_dataset("sst2")` also hangs (even though it downloads the files without problem): ``` Status code: 400 Exception: Exception Message: Give up after 5 attempts with ConnectionError ``` ### Owner No
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XNLI cache reload is very slow
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2022-06-25T16:43:56Z
2022-07-04T14:29:40Z
2022-07-04T14:29:40Z
CONTRIBUTOR
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### Reproduce Using `2.3.3.dev0` `from datasets import load_dataset` `load_dataset("xnli", "en")` Turn off Internet `load_dataset("xnli", "en")` I cancelled the second `load_dataset` eventually cuz it took super long. It would be great to have something to specify e.g. `only_load_from_cache` and avoid the library trying to download when there is no Internet. If I leave it running it works but takes way longer than when there is Internet. I would expect loading from cache to take the same amount of time regardless of whether there is Internet. ``` --------------------------------------------------------------------------- gaierror Traceback (most recent call last) /opt/conda/lib/python3.7/site-packages/urllib3/connection.py in _new_conn(self) 174 conn = connection.create_connection( --> 175 (self._dns_host, self.port), self.timeout, **extra_kw 176 ) /opt/conda/lib/python3.7/site-packages/urllib3/util/connection.py in create_connection(address, timeout, source_address, socket_options) 71 ---> 72 for res in socket.getaddrinfo(host, port, family, socket.SOCK_STREAM): 73 af, socktype, proto, canonname, sa = res /opt/conda/lib/python3.7/socket.py in getaddrinfo(host, port, family, type, proto, flags) 751 addrlist = [] --> 752 for res in _socket.getaddrinfo(host, port, family, type, proto, flags): 753 af, socktype, proto, canonname, sa = res gaierror: [Errno -3] Temporary failure in name resolution During handling of the above exception, another exception occurred: KeyboardInterrupt Traceback (most recent call last) /tmp/ipykernel_33/3594208039.py in <module> ----> 1 load_dataset("xnli", "en") /opt/conda/lib/python3.7/site-packages/datasets/load.py in load_dataset(path, name, data_dir, data_files, split, cache_dir, features, download_config, download_mode, ignore_verifications, keep_in_memory, save_infos, revision, use_auth_token, task, streaming, **config_kwargs) 1673 revision=revision, 1674 use_auth_token=use_auth_token, -> 1675 **config_kwargs, 1676 ) 1677 /opt/conda/lib/python3.7/site-packages/datasets/load.py in load_dataset_builder(path, name, data_dir, data_files, cache_dir, features, download_config, download_mode, revision, use_auth_token, **config_kwargs) 1494 download_mode=download_mode, 1495 data_dir=data_dir, -> 1496 data_files=data_files, 1497 ) 1498 /opt/conda/lib/python3.7/site-packages/datasets/load.py in dataset_module_factory(path, revision, download_config, download_mode, force_local_path, dynamic_modules_path, data_dir, data_files, **download_kwargs) 1182 download_config=download_config, 1183 download_mode=download_mode, -> 1184 dynamic_modules_path=dynamic_modules_path, 1185 ).get_module() 1186 elif path.count("/") == 1: # community dataset on the Hub /opt/conda/lib/python3.7/site-packages/datasets/load.py in __init__(self, name, revision, download_config, download_mode, dynamic_modules_path) 506 self.dynamic_modules_path = dynamic_modules_path 507 assert self.name.count("/") == 0 --> 508 increase_load_count(name, resource_type="dataset") 509 510 def download_loading_script(self, revision: Optional[str]) -> str: /opt/conda/lib/python3.7/site-packages/datasets/load.py in increase_load_count(name, resource_type) 166 if not config.HF_DATASETS_OFFLINE and config.HF_UPDATE_DOWNLOAD_COUNTS: 167 try: --> 168 head_hf_s3(name, filename=name + ".py", dataset=(resource_type == "dataset")) 169 except Exception: 170 pass /opt/conda/lib/python3.7/site-packages/datasets/utils/file_utils.py in head_hf_s3(identifier, filename, use_cdn, dataset, max_retries) 93 return http_head( 94 hf_bucket_url(identifier=identifier, filename=filename, use_cdn=use_cdn, dataset=dataset), ---> 95 max_retries=max_retries, 96 ) 97 /opt/conda/lib/python3.7/site-packages/datasets/utils/file_utils.py in http_head(url, proxies, headers, cookies, allow_redirects, timeout, max_retries) 445 allow_redirects=allow_redirects, 446 timeout=timeout, --> 447 max_retries=max_retries, 448 ) 449 return response /opt/conda/lib/python3.7/site-packages/datasets/utils/file_utils.py in _request_with_retry(method, url, max_retries, base_wait_time, max_wait_time, timeout, **params) 366 tries += 1 367 try: --> 368 response = requests.request(method=method.upper(), url=url, timeout=timeout, **params) 369 success = True 370 except (requests.exceptions.ConnectTimeout, requests.exceptions.ConnectionError) as err: /opt/conda/lib/python3.7/site-packages/requests/api.py in request(method, url, **kwargs) 59 # cases, and look like a memory leak in others. 60 with sessions.Session() as session: ---> 61 return session.request(method=method, url=url, **kwargs) 62 63 /opt/conda/lib/python3.7/site-packages/requests/sessions.py in request(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json) 527 } 528 send_kwargs.update(settings) --> 529 resp = self.send(prep, **send_kwargs) 530 531 return resp /opt/conda/lib/python3.7/site-packages/requests/sessions.py in send(self, request, **kwargs) 643 644 # Send the request --> 645 r = adapter.send(request, **kwargs) 646 647 # Total elapsed time of the request (approximately) /opt/conda/lib/python3.7/site-packages/requests/adapters.py in send(self, request, stream, timeout, verify, cert, proxies) 448 decode_content=False, 449 retries=self.max_retries, --> 450 timeout=timeout 451 ) 452 /opt/conda/lib/python3.7/site-packages/urllib3/connectionpool.py in urlopen(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw) 708 body=body, 709 headers=headers, --> 710 chunked=chunked, 711 ) 712 /opt/conda/lib/python3.7/site-packages/urllib3/connectionpool.py in _make_request(self, conn, method, url, timeout, chunked, **httplib_request_kw) 384 # Trigger any extra validation we need to do. 385 try: --> 386 self._validate_conn(conn) 387 except (SocketTimeout, BaseSSLError) as e: 388 # Py2 raises this as a BaseSSLError, Py3 raises it as socket timeout. /opt/conda/lib/python3.7/site-packages/urllib3/connectionpool.py in _validate_conn(self, conn) 1038 # Force connect early to allow us to validate the connection. 1039 if not getattr(conn, "sock", None): # AppEngine might not have `.sock` -> 1040 conn.connect() 1041 1042 if not conn.is_verified: /opt/conda/lib/python3.7/site-packages/urllib3/connection.py in connect(self) 356 def connect(self): 357 # Add certificate verification --> 358 self.sock = conn = self._new_conn() 359 hostname = self.host 360 tls_in_tls = False /opt/conda/lib/python3.7/site-packages/urllib3/connection.py in _new_conn(self) 173 try: 174 conn = connection.create_connection( --> 175 (self._dns_host, self.port), self.timeout, **extra_kw 176 ) 177 KeyboardInterrupt: ```
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Add evaluation data for amazon_reviews_multi
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Document link #load_dataset_enhancing_performance points to nowhere
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2022-06-25T01:18:19Z
2022-06-29T20:29:54Z
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## Describe the bug A clear and concise description of what the bug is. ![image](https://user-images.githubusercontent.com/11674033/175752806-5b066b92-9d28-4771-9112-5c8606f07741.png) The [load_dataset_enhancing_performance](https://huggingface.co/docs/datasets/v2.3.2/en/package_reference/main_classes#load_dataset_enhancing_performance) link [here](https://huggingface.co/docs/datasets/v2.3.2/en/package_reference/main_classes#datasets.Dataset.load_from_disk.keep_in_memory) points to nowhere, I guess it should point to https://huggingface.co/docs/datasets/v2.3.2/en/cache#improve-performance?
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Add UFSC OCPap dataset
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2022-06-24T20:07:54Z
2022-07-06T19:03:02Z
2022-07-06T19:03:02Z
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## Adding a Dataset - **Name:** UFSC OCPap: Papanicolaou Stained Oral Cytology Dataset (v4) - **Description:** The UFSC OCPap dataset comprises 9,797 labeled images of 1200x1600 pixels acquired from 5 slides of cancer diagnosed and 3 healthy of oral brush samples, from distinct patients. - **Paper:** https://dx.doi.org/10.2139/ssrn.4119212 - **Data:** https://data.mendeley.com/datasets/dr7ydy9xbk/1 - **Motivation:** real data of pap stained oral cytology samples Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/master/ADD_NEW_DATASET.md).
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Support streaming bookcorpus dataset
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Support streaming bookcorpus dataset.
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Support streaming allocine dataset
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Support streaming allocine dataset. Fix #4562.
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Dataset Viewer issue for allocine
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2022-06-24T13:50:38Z
2022-06-27T06:39:32Z
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### Link https://huggingface.co/datasets/allocine ### Description Not sure if this is a problem with `bz2` compression, but I thought these datasets could be streamed: ``` Status code: 400 Exception: AttributeError Message: 'TarContainedFile' object has no attribute 'readable' ``` ### Owner No
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Add evaluation data to acronym_identification
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Add evaluation metadata to imagenet-1k
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