1.16.0

Datasets Changes

• New: riddle_sense by @ziyiwu9494 in #3161
• New: Multi-Lingual LibriSpeech by @patrickvonplaten in #3198
• New: XCSR by @yangxqiao in #3074
• New: CMU Hinglish DoG by @Ishan-Kumar2 in #3149
• New: Multidoc2dial by @sivasankalpp in #3205
• New: IndoNLI by @afaji in #3307
• Update: DaNE - updated URL for download by @MalteHB in #3203
• Update: xcopa - (fix checksum issues + add translated data) by @mariosasko in #3254
• Update: tatoeba - update to v2021-07-22 by @KoichiYasuoka in #3225
• Update: KILT - update metadata JSON by @albertvillanova in #3276
• Update: Covost 2 - update download instructions by @patrickvonplaten in #3281
• Update: Common Voice, OpenSLR, LibriSpeech ASR, Vivos - make several audio datasets streamable by @lhoestq in #3290
• Fix: tuple_ie - fix download url by @mariosasko in #3213
• Fix: id_newspapers_2018 - fix streaming by @lhoestq in #3249
• Fix: bookcorpusopen - fix RAM usage by @lhoestq in #3280
• Fix: Scielo - fix ConnectionError by @mariosasko in #3260
• Fix: tatoeba - fix URLs for a subset of xtreme by @mariosasko in #3321

Datasets Features

• Push to hub capabilities for Dataset and DatasetDict by @LysandreJik in #3098:
  • upload your dataset to the Hugging face Hub with the push_to_hub() method !
  • See documentation here
• 200+ datasets now support streaming:
  • Stream TAR-based dataset using iter_archive by @lhoestq in #3110
  • Stream from Google Drive and other hosts by @lhoestq in #3248
  • Support Audio feature in streaming mode by @albertvillanova in #3133
  • Support Audio feature for TAR archives in sequential access by @albertvillanova in #3129
• Resolve data_files by split name automatically by @lhoestq in #3221
  • It takes into account the file names to know which file goes into which split
  • See documentation here
• Filter method for batched=True by @thomasw21 in #3244
• Adding with_rank arg to pass process rank to map by @TevenLeScao in #3314

Dataset Cards

• Add full tagset to conll2003 README by @BramVanroy in #3230
• Fix some contact information formats by @lhoestq in #3274
• Add wikipedia tags by @lhoestq in #3301
• Updating details of IRC disentanglement data by @jkkummerfeld in #3259

Metrics Changes

• New: OpenAI's pass@k code evaluation metric by @lvwerra in #2916
• Update: BLEURT - options to use updated bleurt checkpoints by @jaehlee in #3235
• Update: CER - update to support latest release by @mariosasko in #3252
• Update: WER - update to the documentation by @wooters in #3278

Documentation

• Add docs for to_tf_dataset by @stevhliu in #3175
• Small updates to to_tf_dataset documentation by @Rocketknight1 in #3215
• Update link to Datasets Tagging app in Spaces by @albertvillanova in #3194
• Improve repository structure docs by @lhoestq in #3233
• Swap descriptions of v1 and raw-v1 configs of WikiText dataset and fix metadata by @albertvillanova in #3241
• Add docs for audio processing by @stevhliu in #3222
• Add push_to_hub docs by @lhoestq in #3319

Additional improvements and bug fixes

• Catch token invalid error in CI by @lhoestq in #3200
• Pin keras version until TF fixes its release by @albertvillanova in #3208
• Fix disable_nullable default value to False by @lhoestq in #3211
• Fix code quality in riddle_sense dataset by @albertvillanova in #3218
• Better error msg if len(predictions) doesn't match len(references) in metrics by @mariosasko in #3160
• Use huggingface_hub.HfApi to list datasets/metrics by @mariosasko in #3121
• Pin version exclusion for tensorflow incompatible with keras by @albertvillanova in #3216
• Group tests in multiprocessing workers by test file by @albertvillanova in #3231
• Fix load_from_disk temporary directory by @lhoestq in #3245
• [tiny] fix typo in stream docs by @nollied in #3246
• Avoid PyArrow type optimization if it fails by @mariosasko in #3234
• Remove redundant isort module placement by @mariosasko in #3243
• asserts replaced by exception for text classification task with test. by @manisnesan in #3256
• Add os.listdir for streaming by @lhoestq in #3270
• asserts replaced with exception for image classification task, csv, json by @manisnesan in #3262
• Force data files extraction if download_mode='force_redownload' by @mariosasko in #3275
• Minor Typo Fix - Precision to Recall by @SebastinSanty in #3279
• Decode audio from remote by @lhoestq in #3271
• Fix build_docs CI by @lhoestq in #3286
• Allow datasets with indices table when concatenating along axis=1 by @mariosasko in #3288
• f-string formatting by @Mehdi2402 in #3277
• Unpin markdown for build_docs now that it's fixed by @lhoestq in #3289
• Pin version exclusion for Markdown by @albertvillanova in #3293
• Use f-strings in the dataset scripts by @Carlosbogo in #3291
• fix old_val typo in f-string by @Mehdi2402 in #3302
• asserts replaced with exception for fingerprint.py, search.py, arrow_writer.py and metric.py by @Ishan-Kumar2 in #3305
• fix: files counted twice in inferred structure by @borisdayma in #3309
• Finish transition to PyArrow 3.0.0 by @mariosasko in #3318
• Removing query params for dynamic URL caching by @anton-l in #3315

Citation

• Update BibTeX entry by @albertvillanova in #3223
• Fix paper BibTeX citation with proceedings reference by @albertvillanova in #3226
• Add CITATION file by @albertvillanova in #3228
• Fix URL in CITATION file by @albertvillanova in #3229

Deprecations

• Deprecate prepare_module by @albertvillanova in #3166

Full Changelog: 1.15.1...1.16.0