datasets 2.6.0 on Python PyPI

Important

[GH->HF] Remove all dataset scripts from github by @lhoestq in #4974
- all the dataset scripts and dataset cards are now on https://hf.co/datasets
- we invite users and contributors to open discussions or pull requests on the Hugging Face Hub from now on

Datasets features

Add ability to read-write to SQL databases. by @Dref360 in #4928

Read from sqlite file:

from datasets import Dataset
dataset = Dataset.from_sql("data_table", "sqlite:///sqlite_file.db")

Allow connection objects in from_sql + small doc improvement by @mariosasko in #5091

from datasets import Dataset
from sqlite3 import connect
con = connect(...)
dataset = Dataset.from_sql("SELECT text FROM table WHERE length(text) > 100 LIMIT 10", con)

Image & Audio formatting for numpy/torch/tf/jax by @lhoestq in #5072

return numpy/torch/tf/jax tensors with

from datasets import load_dataset
ds = load_dataset("imagenet-1k").with_format("torch")  # or numpy/tf/jax
ds[0]["image"]

Added IterableDataset.from_generator by @hamid-vakilzadeh in #5052
Fast dataset iter by @mariosasko in #5030
- speed up by a factor of 2 using the Arrow Table reader
Dataset infos in yaml by @lhoestq in #4926
- you can now specify the feature types and number of samples in the dataset card, see https://huggingface.co/docs/datasets/dataset_card
Add kwargs to Dataset.from_generator by @mariosasko in #5049
Support converters in CsvBuilder by @mariosasko in #5057
Restore saved format state in load_from_disk by @asofiaoliveira in #5073

Dataset changes

Update: hendrycks_test - support streaming by @albertvillanova in #5041
Update: swiss judgment prediction by @JoelNiklaus in #5019
- Update swiss judgment prediction by @JoelNiklaus in #5042
Fix: xcsr - fix languages of X-CSQA configs by @albertvillanova in #5022
Fix: sbu_captions - fix URLs by @donglixp in #5020
Fix: xcsr - fix string features by @albertvillanova in #5024
Fix: hendrycks_test - fix NonMatchingChecksumError by @albertvillanova in #5040
Fix: cats_vs_dogs - fix number of samples by @lhoestq in #5047
Fix: lex_glue - fix bug with labels of eurlex config of lex_glue dataset by @iliaschalkidis in #5048
Fix: msr_sqa - fix dataset generation by @Timothyxxx in #3715

Dataset cards

Add description to hellaswag dataset by @julien-c in #4810
Add deprecation warning to multilingual_librispeech dataset card by @albertvillanova in #5010
Update languages in aeslc dataset card by @apergo-ai in #3357
Update license to bookcorpus dataset card by @meg-huggingface in #3526
Update paper link in medmcqa dataset card by @monk1337 in #4290
Add oversampling strategy iterable datasets interleave by @ylacombe in #5036
Fix license/citation information of squadshifts dataset card by @albertvillanova in #5054

General improvements and bug fixes

Fix missing use_auth_token in streaming docstrings by @albertvillanova in #5003
Add some note about running the transformers ci before a release by @lhoestq in #5007
Remove license tag file and validation by @albertvillanova in #5004
Re-apply input columns change by @mariosasko in #5008
patch CI_HUB_TOKEN_PATH with Path instead of str by @Wauplin in #5026
Fix typo in error message by @severo in #5027
Fix import in ClassLabel docstring example by @alvarobartt in #5029
Remove redundant code from some dataset module factories by @albertvillanova in #5033
Fix typos in load docstrings and comments by @albertvillanova in #5035
Prefer split patterns from directories over split patterns from filenames by @polinaeterna in #4985
Fix tar extraction vuln by @lhoestq in #5016
Support hfh 0.10 implicit auth by @lhoestq in #5031
Fix flatten_indices with empty indices mapping by @mariosasko in #5043
Improve CI performance speed of PackagedDatasetTest by @albertvillanova in #5037
Revert task removal in folder-based builders by @mariosasko in #5051
Fix backward compatibility for dataset_infos.json by @lhoestq in #5055
Fix typo by @stevhliu in #5059
Fix CI hfh token warning by @albertvillanova in #5062
Mark CI tests as xfail when 502 error by @albertvillanova in #5058
Fix passed download_config in HubDatasetModuleFactoryWithoutScript by @albertvillanova in #5077
Fix CONTRIBUTING once dataset scripts transferred to Hub by @albertvillanova in #5067
Fix header level in Audio docs by @stevhliu in #5078
Support DEFAULT_CONFIG_NAME when no BUILDER_CONFIGS by @albertvillanova in #5071
Support streaming gzip.open by @albertvillanova in #5066
adding keep in memory by @Mustapha-AJEGHRIR in #5082
refactor: replace AssertionError with more meaningful exceptions (#5074) by @galbwe in #5079
fix: update exception throw from OSError to EnvironmentError in `push… by @rahulXs in #5076
Align signature of list_repo_files with latest hfh by @albertvillanova in #5063
Align signature of create/delete_repo with latest hfh by @albertvillanova in #5064
Fix filter with empty indices by @Mouhanedg56 in #5087
Fix tutorial (#5093) by @riccardobucco in #5095
Use HTML relative paths for tiles in the docs by @lewtun in #5092
Fix loading how to guide (#5102) by @riccardobucco in #5104
url encode hub url (#5099) by @riccardobucco in #5103
Free the "hf" filesystem protocol for hffs by @lhoestq in #5101
Fix task template reload from dict by @lhoestq in #5106

New Contributors

@Wauplin made their first contribution in #5026
@donglixp made their first contribution in #5020
@Timothyxxx made their first contribution in #3715
@hamid-vakilzadeh made their first contribution in #5052
@Mustapha-AJEGHRIR made their first contribution in #5082
@galbwe made their first contribution in #5079
@rahulXs made their first contribution in #5076
@Mouhanedg56 made their first contribution in #5087
@riccardobucco made their first contribution in #5095
@asofiaoliveira made their first contribution in #5073

Full Changelog: 2.5.1...2.6.0