chore(deps): update dependency datasets to v2 - autoclosed #3

renovate · 2022-08-31T19:21:17Z

This PR contains the following updates:

Package	Change	Age	Adoption	Passing	Confidence
datasets	`==1.11.0` -> `==2.21.0`

Release Notes

huggingface/datasets (datasets)

`v2.21.0`

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Features

Support pyarrow large_list by @albertvillanova in https://github.com/huggingface/datasets/pull/7019

Support Polars round trip:

import polars as pl
from datasets import Dataset

df1 = pl.from_dict({"col_1": [[1, 2], [3, 4]]}
df2 = Dataset.from_polars(df).to_polars()
assert df1.equals(df2)

Important

Remove default trust_remote_code=True by @lhoestq in https://github.com/huggingface/datasets/pull/6954
- datasets with a python loading script now require passing trust_remote_code=True to be used

Datasets features

[Resumable IterableDataset] Add IterableDataset state_dict by @lhoestq in https://github.com/huggingface/datasets/pull/6658

checkpoint and resume an iterable dataset (e.g. when streaming):

>>> iterable_dataset = Dataset.from_dict({"a": range(6)}).to_iterable_dataset(num_shards=3)
>>> for idx, example in enumerate(iterable_dataset):
...     print(example)
...     if idx == 2:
...         state_dict = iterable_dataset.state_dict()
...         print("checkpoint")
...         break
>>> iterable_dataset.load_state_dict(state_dict)
>>> print(f"restart from checkpoint")
>>> for example in iterable_dataset:
...     print(example)

Returns:

{'a': 0}
{'a': 1}
{'a': 2}
checkpoint
restart from checkpoint
{'a': 3}
{'a': 4}
{'a': 5}

General improvements and bug fixes

Add docs about the CLI by @albertvillanova in https://github.com/huggingface/datasets/pull/6831
Remove token arg from CLI examples by @albertvillanova in https://github.com/huggingface/datasets/pull/6839
Allow deleting a subset/config from a no-script dataset by @albertvillanova in https://github.com/huggingface/datasets/pull/6820
Fix line-endings in tests on Windows by @albertvillanova in https://github.com/huggingface/datasets/pull/6857
Fix CI by temporarily pinning huggingface-hub < 0.23.0 by @albertvillanova in https://github.com/huggingface/datasets/pull/6861
Fix dataset name for community Hub script-datasets by @albertvillanova in https://github.com/huggingface/datasets/pull/6855
Update tqdm >= 4.66.3 to fix vulnerability by @albertvillanova in https://github.com/huggingface/datasets/pull/6870
Fix download for dict of dicts of URLs by @albertvillanova in https://github.com/huggingface/datasets/pull/6871
Set dev version by @albertvillanova in https://github.com/huggingface/datasets/pull/6873
Shorten long logs by @lhoestq in https://github.com/huggingface/datasets/pull/6875
Support jax 0.4.27 in CI tests by @albertvillanova in https://github.com/huggingface/datasets/pull/6885
Close gzipped files properly by @lhoestq in https://github.com/huggingface/datasets/pull/6893
Make CLI convert_to_parquet not raise error if no rights to create script branch by @albertvillanova in https://github.com/huggingface/datasets/pull/6902
Fix YAML error in README files appearing on GitHub by @albertvillanova in https://github.com/huggingface/datasets/pull/6898
Document that to_json defaults to JSON Lines by @albertvillanova in https://github.com/huggingface/datasets/pull/6895
Require Pillow >= 9.4.0 to avoid AttributeError when loading image dataset by @albertvillanova in https://github.com/huggingface/datasets/pull/6883
Create function to convert to parquet by @albertvillanova in https://github.com/huggingface/datasets/pull/6878
Update features.py to avoid bfloat16 unsupported error by @skaulintel in https://github.com/huggingface/datasets/pull/6607
Fix decoding multi part extension by @lhoestq in https://github.com/huggingface/datasets/pull/6904
Use pandas ujson in JSON loader to improve performance by @albertvillanova in https://github.com/huggingface/datasets/pull/6874
Update requests >=2.32.1 to fix vulnerability by @albertvillanova in https://github.com/huggingface/datasets/pull/6909
Fix wrong type hints in data_files by @albertvillanova in https://github.com/huggingface/datasets/pull/6910
Remove dead code for non-dict data_files from packaged modules by @albertvillanova in https://github.com/huggingface/datasets/pull/6911
Support fsspec 2024.5.0 by @albertvillanova in https://github.com/huggingface/datasets/pull/6921
Remove torchaudio remnants from code by @albertvillanova in https://github.com/huggingface/datasets/pull/6922
[WebDataset] Add .pth support for torch tensors by @lhoestq in https://github.com/huggingface/datasets/pull/6920
Unpin hfh by @lhoestq in https://github.com/huggingface/datasets/pull/6876
Preserve JSON column order and support list of strings field by @albertvillanova in https://github.com/huggingface/datasets/pull/6914
[WebDataset] Support compressed files by @lhoestq in https://github.com/huggingface/datasets/pull/6931
update ci user by @lhoestq in https://github.com/huggingface/datasets/pull/6933
Revert ci user by @lhoestq in https://github.com/huggingface/datasets/pull/6934
Fix NonMatchingSplitsSizesError/ExpectedMoreSplits when passing data_dir/data_files in no-code Hub datasets by @albertvillanova in https://github.com/huggingface/datasets/pull/6925
Set dev version by @albertvillanova in https://github.com/huggingface/datasets/pull/6944
Update yanked version of minimum requests requirement by @albertvillanova in https://github.com/huggingface/datasets/pull/6945
Re-enable import sorting disabled by flake8:noqa directive when using ruff linter by @albertvillanova in https://github.com/huggingface/datasets/pull/6946
Update dataset_dict.py by @Arunprakash-A in https://github.com/huggingface/datasets/pull/6932
Update process.mdx: Code Listings Fixes by @FadyMorris in https://github.com/huggingface/datasets/pull/6928
Fix small typo by @marcenacp in https://github.com/huggingface/datasets/pull/6955
update docs on N-dim arrays by @lhoestq in https://github.com/huggingface/datasets/pull/6956
Fix typos in docs by @albertvillanova in https://github.com/huggingface/datasets/pull/6957
Validate config name and data_files in packaged modules by @albertvillanova in https://github.com/huggingface/datasets/pull/6915
Add support for categorical/dictionary types by @EthanSteinberg in https://github.com/huggingface/datasets/pull/6892
feat(ci): add trufflehog secrets detection by @McPatate in https://github.com/huggingface/datasets/pull/6960
Better error handling in dataset_module_factory by @Wauplin in https://github.com/huggingface/datasets/pull/6959
Move info_utils errors to exceptions module by @albertvillanova in https://github.com/huggingface/datasets/pull/6952
fix(ci): remove unnecessary permissions by @McPatate in https://github.com/huggingface/datasets/pull/6962

New Contributors

@skaulintel made their first contribution in https://github.com/huggingface/datasets/pull/6607
@Arunprakash-A made their first contribution in https://github.com/huggingface/datasets/pull/6932
@FadyMorris made their first contribution in https://github.com/huggingface/datasets/pull/6928
@marcenacp made their first contribution in https://github.com/huggingface/datasets/pull/6955
@EthanSteinberg made their first contribution in https://github.com/huggingface/datasets/pull/6892
@McPatate made their first contribution in https://github.com/huggingface/datasets/pull/6960

Full Changelog: huggingface/datasets@2.19.0...2.20.0

`v2.19.2`

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Bug fixes

Make CLI convert_to_parquet not raise error if no rights to create script branch by @albertvillanova in https://github.com/huggingface/datasets/pull/6902
Require Pillow >= 9.4.0 to avoid AttributeError when loading image dataset by @albertvillanova in https://github.com/huggingface/datasets/pull/6883
Update requests >=2.32.1 to fix vulnerability by @albertvillanova in https://github.com/huggingface/datasets/pull/6909
Fix NonMatchingSplitsSizesError/ExpectedMoreSplits when passing data_dir/data_files in no-code Hub datasets by @albertvillanova in https://github.com/huggingface/datasets/pull/6925

Full Changelog: huggingface/datasets@2.19.1...2.19.2

`v2.19.1`

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Bug fixes

Fix download for dict of dicts of URLs by @albertvillanova in https://github.com/huggingface/datasets/pull/6871

Full Changelog: huggingface/datasets@2.19.0...2.19.1

`v2.19.0`

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Dataset Features

Add Polars compatibility by @psmyth94 in https://github.com/huggingface/datasets/pull/6531

convert to a Polars dataframe using .to_polars();

import polars as pl
from datasets import load_dataset
ds = load_dataset("DIBT/10k_prompts_ranked", split="train")
ds.to_polars() \
    .groupby("topic") \
    .agg(pl.len(), pl.first()) \
    .sort("len", descending=True)

Use Polars formatting to return Polars objects when accessing a dataset:
```
ds = ds.with_format("polars")
ds[:10].group_by("kind").len()
```

Add fsspec support for to_json, to_csv, and to_parquet by @alvarobartt in https://github.com/huggingface/datasets/pull/6096

Save on HF in any file format:

ds.to_json("hf://datasets/username/my_json_dataset/data.jsonl")
ds.to_csv("hf://datasets/username/my_csv_dataset/data.csv")
ds.to_parquet("hf://datasets/username/my_parquet_dataset/data.parquet")

Add mode parameter to Image feature by @mariosasko in https://github.com/huggingface/datasets/pull/6735
- Set images to be read in a certain mode like "RGB"
```
dataset = dataset.cast_column("image", Image(mode="RGB"))
```
Add CLI function to convert script-dataset to Parquet by @albertvillanova in https://github.com/huggingface/datasets/pull/6795
- run command to open a PR in script-based dataset to convert it to Parquet:
  datasets-cli convert_to_parquet <dataset_id>
Add Dataset.take and Dataset.skip by @lhoestq in https://github.com/huggingface/datasets/pull/6813
- same as IterableDataset.take and IterableDataset.skip
```
ds = ds.take(10)  # take only the first 10 examples
```

General improvements and bug fixes

Bump huggingface-hub lower version to 0.21.2 by @albertvillanova in https://github.com/huggingface/datasets/pull/6713
fix CastError pickling by @lhoestq in https://github.com/huggingface/datasets/pull/6712
Expand no-code dataset info with datasets-server info by @mariosasko in https://github.com/huggingface/datasets/pull/6714
Fix sliced ConcatenationTable pickling with mixed schemas vertically by @lhoestq in https://github.com/huggingface/datasets/pull/6715
Fix concurrent script loading with force_redownload by @lhoestq in https://github.com/huggingface/datasets/pull/6718
get_dataset_default_config_name docstring by @lhoestq in https://github.com/huggingface/datasets/pull/6723
Deprecate Beam API and download from HF GCS bucket by @mariosasko in https://github.com/huggingface/datasets/pull/6474
Deprecate Pandas builder by @mariosasko in https://github.com/huggingface/datasets/pull/6730
Using a registry instead of calling globals for fetching feature types by @psmyth94 in https://github.com/huggingface/datasets/pull/6727
Update torch_formatter.py by @VarunNSrivastava in https://github.com/huggingface/datasets/pull/6402
Improve default patterns resolution by @mariosasko in https://github.com/huggingface/datasets/pull/6704
Transpose images with EXIF Orientation tag by @mariosasko in https://github.com/huggingface/datasets/pull/6739
Fix missing download_config in get_data_patterns by @lhoestq in https://github.com/huggingface/datasets/pull/6742
Allow null values in dict columns by @mariosasko in https://github.com/huggingface/datasets/pull/6743
Fix fsspec tqdm callback by @lhoestq in https://github.com/huggingface/datasets/pull/6749
chore(deps): bump fsspec by @shcheklein in https://github.com/huggingface/datasets/pull/6747
Fix offline mode with single config by @lhoestq in https://github.com/huggingface/datasets/pull/6741
Remove deprecated code by @Wauplin in https://github.com/huggingface/datasets/pull/6761
fixing the issue 6755(small typo) by @JINO-ROHIT in https://github.com/huggingface/datasets/pull/6767
remove_columns/rename_columns doc fixes by @mariosasko in https://github.com/huggingface/datasets/pull/6772
Fix CI by @mariosasko in https://github.com/huggingface/datasets/pull/6780
rename datasets-server to dataset-viewer by @severo in https://github.com/huggingface/datasets/pull/6785
Install dependencies with uv in CI by @mariosasko in https://github.com/huggingface/datasets/pull/6779
Fix cache conflict in _check_legacy_cache2 by @lhoestq in https://github.com/huggingface/datasets/pull/6792
Fix typo in docs (upload CLI) by @Wauplin in https://github.com/huggingface/datasets/pull/6802
fix DatasetBuilder._split_generators incomplete type annotation by @JonasLoos in https://github.com/huggingface/datasets/pull/6799
#6791 Improve type checking around FAISS by @Dref360 in https://github.com/huggingface/datasets/pull/6803
Fix --repo-type order in cli upload docs by @lhoestq in https://github.com/huggingface/datasets/pull/6804
Fix hf-internal-testing/dataset_with_script commit SHA in CI test by @albertvillanova in https://github.com/huggingface/datasets/pull/6806
Fix cache path to snakecase for CachedDatasetModuleFactory and Cache by @izhx in https://github.com/huggingface/datasets/pull/6754
Multithreaded downloads by @lhoestq in https://github.com/huggingface/datasets/pull/6794
Remove os.path.relpath in resolve_patterns by @mariosasko in https://github.com/huggingface/datasets/pull/6815
Extract data on the fly in packaged builders by @mariosasko in https://github.com/huggingface/datasets/pull/6784
add allow_primitive_to_str and allow_decimal_to_str instead of allow_number_to_str by @Modexus in https://github.com/huggingface/datasets/pull/6811
Support indexable objects in Dataset.__getitem__ by @mariosasko in https://github.com/huggingface/datasets/pull/6817
Make convert_to_parquet CLI command create script branch by @albertvillanova in https://github.com/huggingface/datasets/pull/6809
Fix parquet export infos by @lhoestq in https://github.com/huggingface/datasets/pull/6822

New Contributors

@VarunNSrivastava made their first contribution in https://github.com/huggingface/datasets/pull/6402
@shcheklein made their first contribution in https://github.com/huggingface/datasets/pull/6747
@JINO-ROHIT made their first contribution in https://github.com/huggingface/datasets/pull/6767
@JonasLoos made their first contribution in https://github.com/huggingface/datasets/pull/6799
@izhx made their first contribution in https://github.com/huggingface/datasets/pull/6754
@Modexus made their first contribution in https://github.com/huggingface/datasets/pull/6811

Full Changelog: huggingface/datasets@2.18.0...2.19.0

`v2.18.0`

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Dataset features

Make JSON builder support an array of strings by @albertvillanova in https://github.com/huggingface/datasets/pull/6696
Base parquet batch_size on parquet row group size by @lhoestq in https://github.com/huggingface/datasets/pull/6701
- Faster cold start for streaming
Change default compression argument for JsonDatasetWriter by @Rexhaif in https://github.com/huggingface/datasets/pull/6659
Automatic Conversion for uint16/uint32 to Compatible PyTorch Dtypes by @mohalisad in https://github.com/huggingface/datasets/pull/6660
fsspec: support fsspec>=2023.12.0 glob changes by @pmrowla in https://github.com/huggingface/datasets/pull/6687
- Support latest fsspec up to 2024.2.0

General improvements and bug fixes

Fix for Incorrect ex_iterable used with multi num_worker by @kq-chen in https://github.com/huggingface/datasets/pull/6582
- Previously using PyTorch DDP and num_workers could lead to incorrect shards assignments to workers and cause errors
Fix imagefolder dataset url by @mariosasko in https://github.com/huggingface/datasets/pull/6683
Improve error message for gated datasets on load by @lewtun in https://github.com/huggingface/datasets/pull/6684
Updated Quickstart Notebook link by @Codeblockz in https://github.com/huggingface/datasets/pull/6685
Update the print message for chunked_dataset in process.mdx by @gzbfgjf2 in https://github.com/huggingface/datasets/pull/6693
Faster xlistdir by @mariosasko in https://github.com/huggingface/datasets/pull/6698
Update GitHub Actions to Node 20 by @albertvillanova in https://github.com/huggingface/datasets/pull/6682
Update release instructions by @albertvillanova in https://github.com/huggingface/datasets/pull/6681
Pass through information about location of cache directory. by @stridge-cruxml in https://github.com/huggingface/datasets/pull/6677
Allow SplitDict setitem to replace existing SplitInfo by @lhoestq in https://github.com/huggingface/datasets/pull/6665
Update ruff by @lhoestq in https://github.com/huggingface/datasets/pull/6706
Silence ruff deprecation messages by @mariosasko in https://github.com/huggingface/datasets/pull/6707
fix: show correct package name to install biopython by @BioGeek in https://github.com/huggingface/datasets/pull/6662
Fix data_files when passing data_dir by @lhoestq in https://github.com/huggingface/datasets/pull/6705
Release: 2.18.0 by @lhoestq in https://github.com/huggingface/datasets/pull/6708

New Contributors

@Codeblockz made their first contribution in https://github.com/huggingface/datasets/pull/6685
@gzbfgjf2 made their first contribution in https://github.com/huggingface/datasets/pull/6693
@stridge-cruxml made their first contribution in https://github.com/huggingface/datasets/pull/6677
@pmrowla made their first contribution in https://github.com/huggingface/datasets/pull/6687
@BioGeek made their first contribution in https://github.com/huggingface/datasets/pull/6662
@Rexhaif made their first contribution in https://github.com/huggingface/datasets/pull/6659
@mohalisad made their first contribution in https://github.com/huggingface/datasets/pull/6660
@kq-chen made their first contribution in https://github.com/huggingface/datasets/pull/6582

Full Changelog: huggingface/datasets@2.17.1...2.18.0

`v2.17.1`

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Bug Fixes

Revert the changes in arrow_writer.py from #6636 by @bryant1410 in https://github.com/huggingface/datasets/pull/6664
Remove deprecated verbose parameter from CSV builder by @albertvillanova in https://github.com/huggingface/datasets/pull/6672

Full Changelog: huggingface/datasets@2.17.0...2.17.1

`v2.17.0`

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Dataset Features

[WebDataset] Audio support and bug fixes by @lhoestq in https://github.com/huggingface/datasets/pull/6573
Add concurrent loading of shards to datasets.load_from_disk by @kkoutini in https://github.com/huggingface/datasets/pull/6464
Support data_dir parameter in push_to_hub by @albertvillanova in https://github.com/huggingface/datasets/pull/6634
Support push_to_hub without org/user to default to logged-in user by @albertvillanova in https://github.com/huggingface/datasets/pull/6629
Allow concatenation of datasets with mixed structs by @Dref360 in https://github.com/huggingface/datasets/pull/6587

General improvements and bug fixes

Fix parallel downloads for datasets without scripts by @lhoestq in https://github.com/huggingface/datasets/pull/6551
Fix imagefolder with one image by @lhoestq in https://github.com/huggingface/datasets/pull/6556
Fix tests based on datasets that used to have scripts by @lhoestq in https://github.com/huggingface/datasets/pull/6574
remove eli5 test by @lhoestq in https://github.com/huggingface/datasets/pull/6583
[IterableDataset] Fix drop_last_batchin map after shuffling or sharding by @lhoestq in https://github.com/huggingface/datasets/pull/6575
Support standalone yaml by @lhoestq in https://github.com/huggingface/datasets/pull/6557
Drop redundant None guard. by @xkszltl in https://github.com/huggingface/datasets/pull/6596
fix os.listdir return name is empty string by @d710055071 in https://github.com/huggingface/datasets/pull/6581
Fix CI: pyarrow 15, pandas 2.2 and sqlachemy by @lhoestq in https://github.com/huggingface/datasets/pull/6617
Dedicated RNG object for fingerprinting by @mariosasko in https://github.com/huggingface/datasets/pull/6606
Migrate from setup.cfg to pyproject.toml by @mariosasko in https://github.com/huggingface/datasets/pull/6619
keep more info in DatasetInfo.from_merge #6585 by @JochenSiegWork in https://github.com/huggingface/datasets/pull/6586
Read GeoParquet files using parquet reader by @weiji14 in https://github.com/huggingface/datasets/pull/6508
Use schema metadata only if it matches features by @lhoestq in https://github.com/huggingface/datasets/pull/6616
Raise error on bad split name by @lhoestq in https://github.com/huggingface/datasets/pull/6626
Disable tqdm bars in non-interactive environments by @mariosasko in https://github.com/huggingface/datasets/pull/6627
Add with_rank param to Dataset.filter by @mariosasko in https://github.com/huggingface/datasets/pull/6608
Bump max range of dill to 0.3.8 by @ringohoffman in https://github.com/huggingface/datasets/pull/6630
Fix filelock: use current umask for filelock >= 3.10 by @lhoestq in https://github.com/huggingface/datasets/pull/6631
Faster webdataset streaming by @lhoestq in https://github.com/huggingface/datasets/pull/6578
Multi gpu docs by @lhoestq in https://github.com/huggingface/datasets/pull/6550
dataset viewer requires no-script by @severo in https://github.com/huggingface/datasets/pull/6633
Make split slicing consistent with list slicing by @mariosasko in https://github.com/huggingface/datasets/pull/5891
Do not use Parquet exports if revision is passed by @albertvillanova in https://github.com/huggingface/datasets/pull/6555
Make CLI test support multi-processing by @albertvillanova in https://github.com/huggingface/datasets/pull/6628
Fix reload cache with data dir by @lhoestq in https://github.com/huggingface/datasets/pull/6632
Fix array cast/embed with null values by @mariosasko in https://github.com/huggingface/datasets/pull/6283
Faster column validation and reordering by @psmyth94 in https://github.com/huggingface/datasets/pull/6636
Better multi-gpu example by @lhoestq in https://github.com/huggingface/datasets/pull/6646
Fix missing info when loading some datasets from Parquet export by @lhoestq in https://github.com/huggingface/datasets/pull/6635
Minor multi gpu doc improvement by @lhoestq in https://github.com/huggingface/datasets/pull/6649
Document usage of hfh cli instead of git by @lhoestq in https://github.com/huggingface/datasets/pull/6648

New Contributors

@xkszltl made their first contribution in https://github.com/huggingface/datasets/pull/6596
@kkoutini made their first contribution in https://github.com/huggingface/datasets/pull/6464
@JochenSiegWork made their first contribution in https://github.com/huggingface/datasets/pull/6586
@weiji14 made their first contribution in https://github.com/huggingface/datasets/pull/6508
@ringohoffman made their first contribution in https://github.com/huggingface/datasets/pull/6630
@psmyth94 made their first contribution in https://github.com/huggingface/datasets/pull/6636

Full Changelog: huggingface/datasets@2.16.1...2.17.0

`v2.16.1`

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Bug fixes

Fix dl_manager.extract returning FileNotFoundError by @lhoestq in https://github.com/huggingface/datasets/pull/6543
- Fix bug causing FileNotFoundError when passing a relative directory as cache_dir to load_dataset
Fix custom configs from script by @lhoestq in https://github.com/huggingface/datasets/pull/6544
- Fix bug when loading a dataset with a loading script using custom arguments would fail
- e.g. load_dataset("ted_talks_iwslt", language_pair=("ja", "en"), year="2015")

Full Changelog: huggingface/datasets@2.16.0...2.16.1

`v2.16.0`

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Security features

Add trust_remote_code argument by @lhoestq in https://github.com/huggingface/datasets/pull/6429
- Some Hugging Face datasets contain custom code which must be executed to correctly load the dataset. The code can be inspected in the repository content at https://hf.co/datasets/<repo_id>. A warning is shown to let the user know about the custom code, and they can avoid this message in future by passing the argument trust_remote_code=True.
- Passing trust_remote_code=True will be mandatory to load these datasets from the next major release of datasets.
- Using the environment variable HF_DATASETS_TRUST_REMOTE_CODE=0 you can already disable custom code by default without waiting for the next release of datasets
Use parquet export if possible by @lhoestq in https://github.com/huggingface/datasets/pull/6448
- This allows loading most old datasets based on custom code

Configuration

📅 Schedule: Branch creation - At any time (no schedule defined), Automerge - At any time (no schedule defined).

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renovate · 2023-03-18T14:02:24Z

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chore(deps): update dependency datasets to v2

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renovate bot changed the title ~~chore(deps): update dependency datasets to v2~~ chore(deps): update dependency datasets to v2 - autoclosed Sep 11, 2024

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chore(deps): update dependency datasets to v2 - autoclosed #3

chore(deps): update dependency datasets to v2 - autoclosed #3

renovate bot commented Aug 31, 2022 •

edited

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renovate bot commented Mar 18, 2023

chore(deps): update dependency datasets to v2 - autoclosed #3

chore(deps): update dependency datasets to v2 - autoclosed #3

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renovate bot commented Aug 31, 2022 • edited Loading

Release Notes

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renovate bot commented Mar 18, 2023

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renovate bot commented Aug 31, 2022 •

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