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Image & Audio formatting for numpy/torch/tf/jax
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Added support for image and audio formatting for numpy, torch, tf and jax. For images, the dtype used is the one of the image (the one returned by PIL.Image), e.g. uint8 I also added support for string, binary and None types. In particular for torch and jax, strings are kept unchanged (previously it was returning an error because you can't create a tensor of strings)
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This PR supports defining a default config name, even if no predefined allowed config names are set. Fix #5070. CC: @stas00
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**Is your feature request related to a problem? Please describe.** As discussed with @stas00, we could support defining a default config name, even if no predefined allowed config names are set. That is, support `DEFAULT_CONFIG_NAME`, even when `BUILDER_CONFIGS` is not defined. **Additional context** In order to support creating configs on the fly **by name** (not using kwargs), the list of allowed builder configs `BUILDER_CONFIGS` must not be set. However, if so, then `DEFAULT_CONFIG_NAME` is not supported.
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Fix CONTRIBUTING once dataset scripts transferred to Hub
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This PR updates the `CONTRIBUTING.md` guide, once the all dataset scripts have been removed from the GitHub repo and transferred to the HF Hub: - #4974 See diff here: https://github.com/huggingface/datasets/commit/e3291ecff9e54f09fcee3f313f051a03fdc3d94b Additionally, this PR fixes the line separator that by some previous mistake was CRLF instead of LF.
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This PR implements support for streaming out-of-the-box dataset scripts containing `gzip.open`. This has been a recurring issue. See, e.g.: - #5060 - #3191
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Added a CI job for python 3.10 Some dependencies don't work on 3.10 like apache beam, so I remove them from the extras in this case. I also removed some s3 fixtures that we don't use anymore (and that don't work on 3.10 anyway)
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This PR aligns the signature of `create_repo`/`delete_repo` with the current one in hfh, by removing deprecated `name` and `organization`, and using `repo_id` instead. Related to: - #5063 CC: @lhoestq
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2022-10-07T16:42:57Z
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This PR aligns the signature of `list_repo_files` with the current one in `hfh`, by renaming deprecated `token` to `use_auth_token`. This is already the case for `dataset_info`. CC: @lhoestq
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PR_kwDODunzps5AG6SA
5,062
Fix CI hfh token warning
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2022-10-04T06:36:54Z
2022-10-04T08:58:15Z
2022-10-04T08:42:31Z
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In our CI, we get warnings from `hfh` about using deprecated `token`: https://github.com/huggingface/datasets/actions/runs/3174626525/jobs/5171672431 ``` tests/test_upstream_hub.py::TestPushToHub::test_push_dataset_dict_to_hub_private tests/test_upstream_hub.py::TestPushToHub::test_push_dataset_dict_to_hub tests/test_upstream_hub.py::TestPushToHub::test_push_dataset_dict_to_hub_multiple_files tests/test_upstream_hub.py::TestPushToHub::test_push_dataset_dict_to_hub_multiple_files_with_max_shard_size tests/test_upstream_hub.py::TestPushToHub::test_push_dataset_dict_to_hub_overwrite_files C:\hostedtoolcache\windows\Python\3.7.9\x64\lib\site-packages\huggingface_hub\utils\_deprecation.py:97: FutureWarning: Deprecated argument(s) used in 'dataset_info': token. Will not be supported from version '0.12'. warnings.warn(message, FutureWarning) ``` This PR fixes the tests in `TestPushToHub` so that we fix these warnings. Continuation of: - #5031 CC: @lhoestq
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I_kwDODunzps5TLUki
5,061
`_pickle.PicklingError: logger cannot be pickled` in multiprocessing `map`
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2022-10-03T23:51:38Z
2022-10-14T16:44:54Z
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## Describe the bug When I `map` with multiple processes, this error occurs. The `.name` of the `logger` that fails to pickle in the final line is `datasets.fingerprint`. ``` File "~/project/dataset.py", line 204, in <dictcomp> split: dataset.map( File ".../site-packages/datasets/arrow_dataset.py", line 2489, in map transformed_shards[index] = async_result.get() File ".../site-packages/multiprocess/pool.py", line 771, in get raise self._value File ".../site-packages/multiprocess/pool.py", line 537, in _handle_tasks put(task) File ".../site-packages/multiprocess/connection.py", line 214, in send self._send_bytes(_ForkingPickler.dumps(obj)) File ".../site-packages/multiprocess/reduction.py", line 54, in dumps cls(buf, protocol, *args, **kwds).dump(obj) File ".../site-packages/dill/_dill.py", line 620, in dump StockPickler.dump(self, obj) File ".../pickle.py", line 487, in dump self.save(obj) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../pickle.py", line 902, in save_tuple save(element) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../site-packages/dill/_dill.py", line 1963, in save_function _save_with_postproc(pickler, (_create_function, ( File ".../site-packages/dill/_dill.py", line 1140, in _save_with_postproc pickler.save_reduce(*reduction, obj=obj) File ".../pickle.py", line 717, in save_reduce save(state) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../pickle.py", line 887, in save_tuple save(element) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../site-packages/dill/_dill.py", line 1251, in save_module_dict StockPickler.save_dict(pickler, obj) File ".../pickle.py", line 972, in save_dict self._batch_setitems(obj.items()) File ".../pickle.py", line 998, in _batch_setitems save(v) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../site-packages/dill/_dill.py", line 1963, in save_function _save_with_postproc(pickler, (_create_function, ( File ".../site-packages/dill/_dill.py", line 1140, in _save_with_postproc pickler.save_reduce(*reduction, obj=obj) File ".../pickle.py", line 717, in save_reduce save(state) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../pickle.py", line 887, in save_tuple save(element) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../site-packages/dill/_dill.py", line 1251, in save_module_dict StockPickler.save_dict(pickler, obj) File ".../pickle.py", line 972, in save_dict self._batch_setitems(obj.items()) File ".../pickle.py", line 998, in _batch_setitems save(v) File ".../pickle.py", line 560, in save f(self, obj) # Call unbound method with explicit self File ".../site-packages/dill/_dill.py", line 1963, in save_function _save_with_postproc(pickler, (_create_function, ( File ".../site-packages/dill/_dill.py", line 1154, in _save_with_postproc pickler._batch_setitems(iter(source.items())) File ".../pickle.py", line 998, in _batch_setitems save(v) File ".../pickle.py", line 578, in save rv = reduce(self.proto) File ".../logging/__init__.py", line 1774, in __reduce__ raise pickle.PicklingError('logger cannot be pickled') _pickle.PicklingError: logger cannot be pickled ``` ## Steps to reproduce the bug Sorry I failed to have a minimal reproducible example, but the offending line on my end is ```python dataset.map( lambda examples: self.tokenize(examples), # this doesn't matter, lambda e: [1] * len(...) also breaks. In fact I'm pretty sure it breaks before executing this lambda batched=True, num_proc=4, ) ``` This does work when `num_proc=1`, so it's likely a multiprocessing thing. ## Expected results `map` succeeds ## Actual results The error trace above. ## Environment info - `datasets` version: 1.16.1 and 2.5.1 both failed - Platform: Ubuntu 20.04.4 LTS - Python version: 3.10.4 - PyArrow version: 9.0.0
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I_kwDODunzps5TK9qc
5,060
Unable to Use Custom Dataset Locally
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2022-10-03T21:55:16Z
2022-10-06T14:29:18Z
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## Describe the bug I have uploaded a [dataset](https://huggingface.co/datasets/zpn/pubchem_selfies) and followed the instructions from the [dataset_loader](https://huggingface.co/docs/datasets/dataset_script#download-data-files-and-organize-splits) tutorial. In that tutorial, it says ``` If the data files live in the same folder or repository of the dataset script, you can just pass the relative paths to the files instead of URLs. ``` Accordingly, I put the [relative path](https://huggingface.co/datasets/zpn/pubchem_selfies/blob/main/pubchem_selfies.py#L76) to the data to be used. I was able to test the dataset and generate the metadata locally with `datasets-cli test path/to/<your-dataset-loading-script> --save_infos --all_configs` However, if I try to load the data using `load_dataset`, I get the following error ``` with gzip.open(filepath, mode="rt") as f: File "/usr/local/Cellar/python@3.9/3.9.7_1/Frameworks/Python.framework/Versions/3.9/lib/python3.9/gzip.py", line 58, in open binary_file = GzipFile(filename, gz_mode, compresslevel) File "/usr/local/Cellar/python@3.9/3.9.7_1/Frameworks/Python.framework/Versions/3.9/lib/python3.9/gzip.py", line 173, in __init__ fileobj = self.myfileobj = builtins.open(filename, mode or 'rb') FileNotFoundError: [Errno 2] No such file or directory: 'https://huggingface.co/datasets/zpn/pubchem_selfies/resolve/main/data/Compound_021000001_021500000/Compound_021000001_021500000_SELFIES.jsonl.gz' ``` ## Steps to reproduce the bug ```python >>> from datasets import load_dataset >>> dataset = load_dataset("zpn/pubchem_selfies", streaming=True) >>> t = dataset["train"] >>> for item in t: ...... print(item) ...... break Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/Users/zachnussbaum/env/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 723, in __iter__ for key, example in self._iter(): File "/Users/zachnussbaum/env/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 713, in _iter yield from ex_iterable File "/Users/zachnussbaum/env/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 113, in __iter__ yield from self.generate_examples_fn(**self.kwargs) File "/Users/zachnussbaum/.cache/huggingface/modules/datasets_modules/datasets/zpn--pubchem_selfies/d2571f35996765aea70fd3f3f8e3882d59c401fb738615c79282e2eb1d9f7a25/pubchem_selfies.py", line 475, in _generate_examples with gzip.open(filepath, mode="rt") as f: File "/usr/local/Cellar/python@3.9/3.9.7_1/Frameworks/Python.framework/Versions/3.9/lib/python3.9/gzip.py", line 58, in open binary_file = GzipFile(filename, gz_mode, compresslevel) File "/usr/local/Cellar/python@3.9/3.9.7_1/Frameworks/Python.framework/Versions/3.9/lib/python3.9/gzip.py", line 173, in __init__ fileobj = self.myfileobj = builtins.open(filename, mode or 'rb') FileNotFoundError: [Errno 2] No such file or directory: 'https://huggingface.co/datasets/zpn/pubchem_selfies/resolve/main/data/Compound_021000001_021500000/Compound_021000001_021500000_SELFIES.jsonl.gz' ```` ``` ## Expected results A clear and concise description of the expected results. ## Actual results Specify the actual results or traceback. ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.5.1 - Platform: macOS-12.5.1-x86_64-i386-64bit - Python version: 3.9.7 - PyArrow version: 9.0.0 - Pandas version: 1.5.0
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PR_kwDODunzps5AEoX7
5,059
Fix typo
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2022-10-03T17:05:25Z
2022-10-03T17:34:40Z
2022-10-03T17:32:27Z
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Fixes a small typo :)
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Mark CI tests as xfail when 502 error
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2022-10-03T15:53:55Z
2022-10-04T10:03:23Z
2022-10-04T10:01:23Z
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To make CI more robust, we could mark as xfail when the Hub raises a 502 error (besides 500 error): - FAILED tests/test_upstream_hub.py::TestPushToHub::test_push_dataset_to_hub_skip_identical_files - https://github.com/huggingface/datasets/actions/runs/3174626525/jobs/5171672431 ``` > raise HTTPError(http_error_msg, response=self) E requests.exceptions.HTTPError: 502 Server Error: Bad Gateway for url: https://hub-ci.huggingface.co/datasets/__DUMMY_TRANSFORMERS_USER__/test-16648055339047.git/info/lfs/objects/batch ``` - FAILED tests/test_upstream_hub.py::TestPushToHub::test_push_dataset_dict_to_hub_overwrite_files - https://github.com/huggingface/datasets/actions/runs/3145587033/jobs/5113074889 ``` > raise HTTPError(http_error_msg, response=self) E requests.exceptions.HTTPError: 502 Server Error: Bad Gateway for url: https://hub-ci.huggingface.co/datasets/__DUMMY_TRANSFORMERS_USER__/test-16643866807322.git/info/lfs/objects/verify ``` Currently, we mark as xfail when 500 error: - #4845
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Support `converters` in `CsvBuilder`
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2022-10-03T14:23:21Z
2022-10-04T11:19:28Z
2022-10-04T11:17:32Z
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Add the `converters` param to `CsvBuilder`, to help in situations like [this one](https://discuss.huggingface.co/t/typeerror-in-load-dataset-related-to-a-sequence-of-strings/23545).
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5,056
Fix broken URL's (GEM)
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2022-10-03T13:13:22Z
2022-10-04T13:49:00Z
2022-10-04T13:48:59Z
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This PR fixes the broken URL's in GEM. cc. @lhoestq, @albertvillanova
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Fix backward compatibility for dataset_infos.json
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2022-10-03T10:30:14Z
2022-10-03T13:43:55Z
2022-10-03T13:41:32Z
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While working on https://github.com/huggingface/datasets/pull/5018 I noticed a small bug introduced in #4926 regarding backward compatibility for dataset_infos.json Indeed, when a dataset repo had both dataset_infos.json and README.md, the JSON file was ignored. This is unexpected: in practice it should be ignored only if the README.md has a dataset_info field, which has precedence over the data in the JSON file.
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Fix license/citation information of squadshifts dataset card
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This PR fixes the license/citation information of squadshifts dataset card, once the dataset owners have responded to our request for information: - https://github.com/modestyachts/squadshifts-website/issues/1 Additionally, we have updated the mention in their website to our `datasets` library (they were referring old name `nlp`): - https://github.com/modestyachts/squadshifts-website/pull/2#event-7500953009
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Intermittent JSON parse error when streaming the Pile
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2022-10-02T11:56:46Z
2022-10-04T17:59:03Z
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## Describe the bug I have an intermittent error when streaming the Pile, where I get a JSON parse error which causes my program to crash. This is intermittent - when I rerun the program with the same random seed it does not crash in the same way. The exact point this happens also varied - it happened to me 11B tokens and 4 days into a training run, and now just happened 2 minutes into one, but I can't reliably reproduce it. I'm using a remote machine with 8 A6000 GPUs via runpod.io ## Expected results I have a DataLoader which can iterate through the whole Pile ## Actual results Stack trace: ``` Failed to read file 'zstd://12.jsonl::https://the-eye.eu/public/AI/pile/train/12.jsonl.zst' with error <class 'pyarrow.lib.ArrowInvalid'>: JSON parse error: Invalid value. in row 0 ``` I'm currently using HuggingFace accelerate, which also gave me the following stack trace, but I've also experienced this problem intermittently when using DataParallel, so I don't think it's to do with parallelisation ``` Traceback (most recent call last): File "ddp_script.py", line 1258, in <module> main() File "ddp_script.py", line 1143, in main for c, batch in tqdm.tqdm(enumerate(data_iter)): File "/opt/conda/lib/python3.7/site-packages/tqdm/std.py", line 1195, in __iter__ for obj in iterable: File "/opt/conda/lib/python3.7/site-packages/accelerate/data_loader.py", line 503, in __iter__ next_batch, next_batch_info, next_skip = self._fetch_batches(main_iterator) File "/opt/conda/lib/python3.7/site-packages/accelerate/data_loader.py", line 454, in _fetch_batches broadcast_object_list(batch_info) File "/opt/conda/lib/python3.7/site-packages/accelerate/utils/operations.py", line 333, in broadcast_object_list torch.distributed.broadcast_object_list(object_list, src=from_process) File "/opt/conda/lib/python3.7/site-packages/torch/distributed/distributed_c10d.py", line 1900, in broadcast_object_list object_list[i] = _tensor_to_object(obj_view, obj_size) File "/opt/conda/lib/python3.7/site-packages/torch/distributed/distributed_c10d.py", line 1571, in _tensor_to_object return _unpickler(io.BytesIO(buf)).load() _pickle.UnpicklingError: invalid load key, '@'. ``` ## Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset( cfg["dataset_name"], streaming=True, split="train") dataset = dataset.remove_columns("meta") dataset = dataset.map(tokenize_and_concatenate, batched=True) dataset = dataset.with_format(type="torch") train_data_loader = DataLoader( dataset, batch_size=cfg["batch_size"], num_workers=3) for batch in train_data_loader: continue ``` `tokenize_and_concatenate` is a custom tokenization function I defined on the GPT-NeoX tokenizer to tokenize the text, separated by endoftext tokens, and reshape to have length batch_size, I don't think this is related to tokenization: ``` import numpy as np import einops import torch def tokenize_and_concatenate(examples): texts = examples["text"] full_text = tokenizer.eos_token.join(texts) div = 20 length = len(full_text) // div text_list = [full_text[i * length: (i + 1) * length] for i in range(div)] tokens = tokenizer(text_list, return_tensors="np", padding=True)[ "input_ids" ].flatten() tokens = tokens[tokens != tokenizer.pad_token_id] n = len(tokens) curr_batch_size = n // (seq_len - 1) tokens = tokens[: (seq_len - 1) * curr_batch_size] tokens = einops.rearrange( tokens, "(batch_size seq) -> batch_size seq", batch_size=curr_batch_size, seq=seq_len - 1, ) prefix = np.ones((curr_batch_size, 1), dtype=np.int64) * \ tokenizer.bos_token_id return { "text": np.concatenate([prefix, tokens], axis=1) } ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.4.0 - Platform: Linux-5.4.0-105-generic-x86_64-with-debian-buster-sid - Python version: 3.7.13 - PyArrow version: 9.0.0 - Pandas version: 1.3.5 ZStandard data: Version: 0.18.0 Summary: Zstandard bindings for Python Home-page: https://github.com/indygreg/python-zstandard Author: Gregory Szorc Author-email: gregory.szorc@gmail.com License: BSD Location: /opt/conda/lib/python3.7/site-packages Requires: Required-by:
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added from_generator method to IterableDataset class.
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2022-09-30T22:14:05Z
2022-10-05T12:51:48Z
2022-10-05T12:10:48Z
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Hello, This resolves issues #4988. I added a method `from_generator` to class `IterableDataset`. I modified the `read` method of input stream generator to also return Iterable_dataset.
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5,051
Revert task removal in folder-based builders
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2022-09-30T14:50:03Z
2022-10-03T12:23:35Z
2022-10-03T12:21:31Z
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Reverts the removal of `task_templates` in the folder-based builders. I also added the `AudioClassifaction` task for consistency. This is needed to fix https://github.com/huggingface/transformers/issues/19177. I think we should soon deprecate and remove the current task API (and investigate if it's possible to integrate the `train eval index` API), but we need to update the Transformers examples before that so we don't break them. cc @NielsRogge
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5,050
Restore saved format state in `load_from_disk`
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2022-09-30T12:40:07Z
2022-10-11T16:49:24Z
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Even though we save the `format` state in `save_to_disk`, we don't restore it in `load_from_disk`. We should fix that. Reported here: https://discuss.huggingface.co/t/save-to-disk-loses-formatting-information/23815
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Add `kwargs` to `Dataset.from_generator`
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Add the `kwargs` param to `from_generator` to align it with the rest of the `from_` methods (this param allows passing custom `writer_batch_size` for instance).
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Fix bug with labels of eurlex config of lex_glue dataset
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2022-09-30T09:47:12Z
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Fix for a critical bug in the EURLEX dataset label list to make LexGLUE EURLEX results replicable. In LexGLUE (Chalkidis et al., 2022), the following is mentioned w.r.t. EUR-LEX: _"It supports four different label granularities, comprising 21, 127, 567, 7390 EuroVoc concepts, respectively. We use the 100 most frequent concepts from level 2 [...]”._ The current label list has all 127 labels, which leads to different (lower) results, as communicated by users. Thanks!
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Fix cats_vs_dogs
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2022-09-30T08:47:29Z
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Reported in https://github.com/huggingface/datasets/pull/3878 I updated the number of examples
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Audiofolder creates empty Dataset if files same level as metadata
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2022-09-29T19:17:23Z
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## Describe the bug When audio files are at the same level as the metadata (`metadata.csv` or `metadata.jsonl` ), the `load_dataset` returns a `DatasetDict` with no rows but the correct columns. https://github.com/huggingface/datasets/blob/1ea4d091b7a4b83a85b2eeb8df65115d39af3766/docs/source/audio_dataset.mdx?plain=1#L88 ## Steps to reproduce the bug `metadata.csv`: ```csv file_name,duration,transcription ./2063_fe9936e7-62b2-4e62-a276-acbd344480ce_1.wav,10.768,hello ``` ```python >>> audio_dataset = load_dataset("audiofolder", data_dir="/audio-data/") >>> audio_dataset DatasetDict({ train: Dataset({ features: ['audio', 'duration', 'transcription'], num_rows: 0 }) validation: Dataset({ features: ['audio', 'duration', 'transcription'], num_rows: 0 }) }) ``` I've tried, with no success,: - setting `split` to something else so I don't get a `DatasetDict`, - removing the `./`, - using `.jsonl`. ## Expected results ``` Dataset({ features: ['audio', 'duration', 'transcription'], num_rows: 1 }) ``` ## Actual results ``` DatasetDict({ train: Dataset({ features: ['audio', 'duration', 'transcription'], num_rows: 0 }) validation: Dataset({ features: ['audio', 'duration', 'transcription'], num_rows: 0 }) }) ``` ## Environment info - `datasets` version: 2.5.1 - Platform: Linux-5.13.0-1025-aws-x86_64-with-glibc2.29 - Python version: 3.8.10 - PyArrow version: 9.0.0 - Pandas version: 1.5.0
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Automatically revert to last successful commit to hub when a push_to_hub is interrupted
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2022-09-29T18:08:12Z
2022-09-30T16:49:21Z
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**Is your feature request related to a problem? Please describe.** I pushed a modification of a large dataset (remove a column) to the hub. The push was interrupted after some files were committed to the repo. This left the dataset to raise an error on load_dataset() (ValueError couldn’t cast … because column names don’t match). Only by specifying the previous (complete) commit as revision=commit_hash in load_data(), I was able to repair this and after a successful, complete push, the dataset loads without error again. **Describe the solution you'd like** Would it make sense to detect an incomplete push_to_hub() and automatically revert to the previous commit/revision? **Describe alternatives you've considered** Leave everything as is, the revision parameter in load_dataset() allows to manually fix this problem. **Additional context** Provide useful defaults
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I_kwDODunzps5S7K6c
5,044
integrate `load_from_disk` into `load_dataset`
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2022-09-29T17:37:12Z
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**Is your feature request related to a problem? Please describe.** Is it possible to make `load_dataset` more universal similar to `from_pretrained` in `transformers` so that it can handle the hub, and the local path datasets of all supported types? Currently one has to choose a different loader depending on how the dataset has been created. e.g. this won't work: ``` $ git clone https://huggingface.co/datasets/severo/test-parquet $ python -c 'from datasets import load_dataset; ds=load_dataset("test-parquet"); \ ds.save_to_disk("my_dataset"); load_dataset("my_dataset")' [...] Traceback (most recent call last): File "<string>", line 1, in <module> File "/home/stas/anaconda3/envs/py38-pt112/lib/python3.8/site-packages/datasets/load.py", line 1746, in load_dataset builder_instance.download_and_prepare( File "/home/stas/anaconda3/envs/py38-pt112/lib/python3.8/site-packages/datasets/builder.py", line 704, in download_and_prepare self._download_and_prepare( File "/home/stas/anaconda3/envs/py38-pt112/lib/python3.8/site-packages/datasets/builder.py", line 793, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/home/stas/anaconda3/envs/py38-pt112/lib/python3.8/site-packages/datasets/builder.py", line 1277, in _prepare_split writer.write_table(table) File "/home/stas/anaconda3/envs/py38-pt112/lib/python3.8/site-packages/datasets/arrow_writer.py", line 524, in write_table pa_table = table_cast(pa_table, self._schema) File "/home/stas/anaconda3/envs/py38-pt112/lib/python3.8/site-packages/datasets/table.py", line 2005, in table_cast return cast_table_to_schema(table, schema) File "/home/stas/anaconda3/envs/py38-pt112/lib/python3.8/site-packages/datasets/table.py", line 1968, in cast_table_to_schema raise ValueError(f"Couldn't cast\n{table.schema}\nto\n{features}\nbecause column names don't match") ValueError: Couldn't cast _data_files: list<item: struct<filename: string>> child 0, item: struct<filename: string> child 0, filename: string ``` both times the dataset is being loaded from disk. Why does it fail the second time? Why can't `save_to_disk` generate a dataset that can be immediately loaded by `load_dataset`? e.g. the simplest hack would be to have `save_to_disk` add some flag to the saved dataset, that tells `load_dataset` to internally call `load_from_disk`. like having `save_to_disk` create a `load_me_with_load_from_disk.txt` file ;) and `load_dataset` will support that feature from saved datasets from new `datasets` versions. The old ones will still need to use `load_from_disk` explicitly. Unless the flag is not needed and one can immediately tell by looking at the saved dataset that it was saved via `save_to_disk` and thus use `load_from_disk` internally. The use-case is defining a simple API where the user only ever needs to pass a `dataset_name_or_path` and it will always just work. Currently one needs to manually add additional switches telling the system whether to use one loading method or the other which works but it's not smooth. Thank you!
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Fix `flatten_indices` with empty indices mapping
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2022-09-29T16:17:28Z
2022-09-30T15:46:39Z
2022-09-30T15:44:25Z
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Fix #5038
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5,042
Update swiss judgment prediction
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2022-09-29T12:10:02Z
2022-09-30T07:14:00Z
2022-09-29T14:32:02Z
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I forgot to add the new citation.
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5,041
Support streaming hendrycks_test dataset.
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This PR: - supports streaming - fixes the description section of the dataset card
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Fix NonMatchingChecksumError in hendrycks_test dataset
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Update metadata JSON. Fix #5039.
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Hendrycks Checksum
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2022-09-29T06:56:20Z
2022-09-29T10:23:30Z
2022-09-29T10:04:20Z
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Hi, The checksum for [hendrycks_test](https://huggingface.co/datasets/hendrycks_test) does not compare correctly, I guess it has been updated on the remote. ``` datasets.utils.info_utils.NonMatchingChecksumError: Checksums didn't match for dataset source files: ['https://people.eecs.berkeley.edu/~hendrycks/data.tar'] ```
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`Dataset.unique` showing wrong output after filtering
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2022-09-28T16:20:35Z
2022-09-30T15:44:25Z
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## Describe the bug After filtering a dataset, and if no samples remain, `Dataset.unique` will return the unique values of the unfiltered dataset. ## Steps to reproduce the bug ```python from datasets import Dataset dataset = Dataset.from_dict({'id': [0]}) dataset = dataset.filter(lambda _: False) print(dataset.unique('id')) ``` ## Expected results The above code should return an empty list since the dataset is empty. ## Actual results ```bash [0] ``` ## Environment info - `datasets` version: 2.5.1 - Platform: Linux-5.18.19-100.fc35.x86_64-x86_64-with-glibc2.34 - Python version: 3.9.14 - PyArrow version: 7.0.0 - Pandas version: 1.3.5
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Improve CI performance speed of PackagedDatasetTest
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2022-09-30T16:05:42Z
2022-09-30T16:03:24Z
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This PR improves PackagedDatasetTest CI performance speed. For Ubuntu (latest): - Duration (without parallelism) before: 334.78s (5.58m) - Duration (without parallelism) afterwards: 0.48s The approach is passing a dummy `data_files` argument to load the builder, so that it avoids the slow inferring of it over the entire root directory of the repo. ## Total duration of PackagedDatasetTest | | Before | Afterwards | Improvement |---|---:|---:|---:| | Linux | 334.78s | 0.48s | x700 | Windows | 513.02s | 1.09s | x500 ## Durations by each individual sub-test More accurate durations, running them on GitHub, for Linux (latest). Before this PR, the total test time (without parallelism) for `tests/test_dataset_common.py::PackagedDatasetTest` is 334.78s (5.58m) ``` 39.07s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_imagefolder 38.94s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_audiofolder 34.18s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_parquet 34.12s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_csv 34.00s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_pandas 34.00s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_text 33.86s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_json 10.39s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_class_audiofolder 6.50s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_configs_audiofolder 6.46s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_configs_imagefolder 6.40s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_class_imagefolder 5.77s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_class_csv 5.77s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_class_text 5.74s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_configs_parquet 5.69s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_class_json 5.68s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_configs_pandas 5.67s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_class_parquet 5.67s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_class_pandas 5.66s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_configs_json 5.66s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_configs_csv 5.55s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_configs_text (42 durations < 0.005s hidden.) ``` With this PR: 0.48s ``` 0.09s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_audiofolder 0.08s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_csv 0.08s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_imagefolder 0.06s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_json 0.05s call tests/test_dataset_common.py::PackagedDatasetTest::test_builder_class_audiofolder 0.05s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_parquet 0.04s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_pandas 0.03s call tests/test_dataset_common.py::PackagedDatasetTest::test_load_dataset_offline_text (55 durations < 0.005s hidden.) ```
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Add oversampling strategy iterable datasets interleave
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2022-09-28T10:10:23Z
2022-09-30T12:30:48Z
2022-09-30T12:28:23Z
CONTRIBUTOR
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Hello everyone, Following the issue #4893 and the PR #4831, I propose here an oversampling strategy for a `IterableDataset` list. The `all_exhausted` strategy stops building the new dataset as soon as all samples in each dataset have been added at least once. It follows roughly the same logic behind #4831, namely: - if ``probabilities`` is `None` and the strategy is `all_exhausted`, it simply performs a round robin interleaving that stops when the longest dataset is out of samples. Here the new dataset length will be $maxLengthDataset*nbDataset$. - if ``probabilities`` is not `None` and the strategy is `all_exhausted`, it keeps trace of the datasets which were out of samples but continues to add them to the new dataset, and stops as soons as every dataset runs out of samples at least once. In order to be consistent and also to align with the `Dataset` behavior, please note that the behavior of the default strategy (`first_exhausted`) has been changed. Namely, it really stops when a dataset is out of samples whereas it used to stop when receiving the `StopIteration` error. To give an example of the last note, with the following snippet: ``` >>> from tests.test_iterable_dataset import * >>> d1 = IterableDataset(ExamplesIterable((lambda: (yield from [(i, {"a": i}) for i in [0, 1, 2]])), {})) >>> d2 = IterableDataset(ExamplesIterable((lambda: (yield from [(i, {"a": i}) for i in [10, 11, 12, 13]])), {})) >>> d3 = IterableDataset(ExamplesIterable((lambda: (yield from [(i, {"a": i}) for i in [20, 21, 22, 23, 24]])), {})) >>> dataset = interleave_datasets([d1, d2, d3]) >>> [x["a"] for x in dataset] ``` The result here will then be `[10, 0, 11, 1, 2]` instead of `[10, 0, 11, 1, 2, 20, 12, 13]`. I modified the behavior because I found it to be consistent with the under/oversampling approach and because it unified the undersampling and oversampling code, but I stay open to any suggestions.
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Fix typos in load docstrings and comments
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Update README.md of yahoo_answers_topics dataset
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Remove redundant code from some dataset module factories
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This PR removes some redundant code introduced by mistake after a refactoring in: - #4576
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new dataset type: single-label and multi-label video classification
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2022-09-27T19:40:11Z
2022-11-02T19:10:13Z
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**Is your feature request related to a problem? Please describe.** In my research, I am dealing with multi-modal (audio+text+frame sequence) video classification. It would be great if the datasets library supported generating multi-modal batches from a video dataset. **Describe the solution you'd like** Assume I have video files having single/multiple labels. I want to train a single/multi-label video classification model. I want datasets to support generating multi-modal batches (audio+frame sequence) from video files. Audio waveform and frame sequence can be extracted from each video clip then I can use any audio, image and video model from transformers library to extract features which will be fed into my model. **Describe alternatives you've considered** Currently, I am using https://github.com/facebookresearch/pytorchvideo dataloaders. There seems to be not much alternative. **Additional context** I am wiling to open a PR but don't know where to start.
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Support hfh 0.10 implicit auth
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2022-09-27T18:37:49Z
2022-09-30T09:18:24Z
2022-09-30T09:15:59Z
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In huggingface-hub 0.10 the `token` parameter is deprecated for dataset_info and list_repo_files in favor of use_auth_token. Moreover if use_auth_token=None then the user's token is used implicitly. I took those two changes into account Close https://github.com/huggingface/datasets/issues/4990 TODO: - [x] fix tests We should wait hfh 0.10 to be relased first to make sure it works correctly before merging
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Fast dataset iter
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2022-09-27T16:44:51Z
2022-09-29T15:50:44Z
2022-09-29T15:48:17Z
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Use `pa.Table.to_reader` to make iteration over examples/batches faster in `Dataset.{__iter__, map}` TODO: * [x] benchmarking (the only benchmark for now - iterating over (single) examples of `bookcorpus` (75 mil examples) in Colab is approx. 2.3x faster) * [x] check if iterating over bigger chunks + slicing to fetch individual examples in `_iter` yields better performance
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Fix import in `ClassLabel` docstring example
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2022-09-27T11:35:29Z
2022-09-27T14:03:24Z
2022-09-27T12:27:50Z
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This PR addresses a super-simple fix: adding a missing `import` to the `ClassLabel` docstring example, as it was formatted as `from datasets Features`, so it's been fixed to `from datasets import Features`.
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5,028
passing parameters to the method passed to Dataset.from_generator()
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2022-09-26T15:20:06Z
2022-10-03T13:00:00Z
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Big thanks for providing dataset creation via a generator. I want to ask whether there is any way that parameters can be passed to the method Dataset.from_generator() method, like as follows. ``` from datasets import Dataset def gen(param1): for idx in len(custom_dataset): yield custom_dataset[idx] + param1 ds = Dataset.from_generator(gen(param1)) ```
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Fix typo in error message
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2022-09-26T14:10:09Z
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5,026
patch CI_HUB_TOKEN_PATH with Path instead of str
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2022-09-26T13:19:01Z
2022-09-26T14:30:55Z
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Should fix the tests for `huggingface_hub==0.10.0rc0` prerelease (see [failed CI](https://github.com/huggingface/datasets/actions/runs/3127805250/jobs/5074879144)). Related to [this thread](https://huggingface.slack.com/archives/C02V5EA0A95/p1664195165294559) (internal link). Note: this should be a backward compatible fix (e.g. works also with previous versions of `huggingface_hub`) I am not sure where to put the changes so feel free to cherry-pick the commit and close this one without merging. cc @lhoestq
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Custom Json Dataset Throwing Error when batch is False
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2022-09-26T12:38:39Z
2022-09-27T19:50:00Z
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## Describe the bug A clear and concise description of what the bug is. I tried to create my custom dataset using below code ``` from datasets import Features, Sequence, ClassLabel, Value, Array2D, Array3D from torchvision import transforms from transformers import AutoProcessor # we'll use the Auto API here - it will load LayoutLMv3Processor behind the scenes, # based on the checkpoint we provide from the hub from datasets import load_dataset def prepare_examples(examples): #Some preporcessing for each image and text as all my data saved in cloud #For this reason I couldn't set the batch to True. encoding = processor(img_as_tensor, words, boxes=boxes, word_labels=labels, truncation=True, padding="max_length") # encoding['pixel_values']=np.array(encoding['pixel_values']) return encoding dataset = load_dataset("json", data_files='issues.jsonl') processor = AutoProcessor.from_pretrained("microsoft/layoutlmv3-base", apply_ocr=False) features = dataset["train"].features column_names = dataset["train"].column_names # we need to define custom features for `set_format` (used later on) to work properly features = Features({ 'pixel_values': Array3D(dtype="float32", shape=(3, 224, 224)), 'input_ids': Sequence(feature=Value(dtype='int64')), 'attention_mask': Sequence(Value(dtype='int64')), 'bbox': Array2D(dtype="int64", shape=(512, 4)), 'labels': Sequence(feature=Value(dtype='int64')), }) train_dataset = dataset["train"].map( prepare_examples, batched=False, remove_columns=column_names, features=features ) ``` It throws below error. ``` /opt/conda/lib/python3.7/site-packages/datasets/arrow_writer.py in __arrow_array__(self, type) 172 storage = to_pyarrow_listarray(data, pa_type) --> 173 return pa.ExtensionArray.from_storage(pa_type, storage) 174 /opt/conda/lib/python3.7/site-packages/pyarrow/array.pxi in pyarrow.lib.ExtensionArray.from_storage() TypeError: Incompatible storage type list<item: list<item: list<item: list<item: float>>>> for extension type extension<arrow.py_extension_type<Array3DExtensionType>> ``` ## Steps to reproduce the bug ```python # Sample code to reproduce the bug ``` rom datasets import Features, Sequence, ClassLabel, Value, Array2D, Array3D from torchvision import transforms from transformers import AutoProcessor # we'll use the Auto API here - it will load LayoutLMv3Processor behind the scenes, # based on the checkpoint we provide from the hub from datasets import load_dataset def prepare_examples(examples): #Some preporcessing for each image and text as all my data saved in cloud encoding = processor(img_as_tensor, words, boxes=boxes, word_labels=labels, truncation=True, padding="max_length") # encoding['pixel_values']=np.array(encoding['pixel_values']) return encoding dataset = load_dataset("json", data_files='issues.jsonl') processor = AutoProcessor.from_pretrained("microsoft/layoutlmv3-base", apply_ocr=False) features = dataset["train"].features column_names = dataset["train"].column_names # we need to define custom features for `set_format` (used later on) to work properly features = Features({ 'pixel_values': Array3D(dtype="float32", shape=(3, 224, 224)), 'input_ids': Sequence(feature=Value(dtype='int64')), 'attention_mask': Sequence(Value(dtype='int64')), 'bbox': Array2D(dtype="int64", shape=(512, 4)), 'labels': Sequence(feature=Value(dtype='int64')), }) train_dataset = dataset["train"].map( prepare_examples, batched=False, remove_columns=column_names, features=features ) ## Expected results A clear and concise description of the expected results. Expected would be similar to all the otherdatasets with no error. ## Actual results Specify the actual results or traceback. ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: - Platform: Unix - Python version: 3.9 - PyArrow version: 9.0.0
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5,024
Fix string features of xcsr dataset
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This PR fixes string features of `xcsr` dataset to avoid character splitting. Fix #5023. CC: @yangxqiao, @yuchenlin
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5,023
Text strings are split into lists of characters in xcsr dataset
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2022-09-26T11:11:50Z
2022-09-28T07:54:20Z
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## Describe the bug Text strings are split into lists of characters. Example for "X-CSQA-en": ``` {'id': 'd3845adc08414fda', 'lang': 'en', 'question': {'stem': ['T', 'h', 'e', ' ', 'd', 'e', 'n', 't', 'a', 'l', ' ', 'o', 'f', 'f', 'i', 'c', 'e', ' ', 'h', 'a', 'n', 'd', 'l', 'e', 'd', ' ', 'a', ' ', 'l', 'o', 't', ' ', 'o', 'f', ' ', 'p', 'a', 't', 'i', 'e', 'n', 't', 's', ' ', 'w', 'h', 'o', ' ', 'e', 'x', 'p', 'e', 'r', 'i', 'e', 'n', 'c', 'e', 'd', ' ', 't', 'r', 'a', 'u', 'm', 'a', 't', 'i', 'c', ' ', 'm', 'o', 'u', 't', 'h', ' ', 'i', 'n', 'j', 'u', 'r', 'y', ',', ' ', 'w', 'h', 'e', 'r', 'e', ' ', 'w', 'e', 'r', 'e', ' ', 't', 'h', 'e', 's', 'e', ' ', 'p', 'a', 't', 'i', 'e', 'n', 't', 's', ' ', 'c', 'o', 'm', 'i', 'n', 'g', ' ', 'f', 'r', 'o', 'm', '?'], 'choices': [{'label': ['A'], 'text': ['t', 'o', 'w', 'n']}, {'label': ['B'], 'text': ['m', 'i', 'c', 'h', 'i', 'g', 'a', 'n']}, {'label': ['C'], 'text': ['h', 'o', 's', 'p', 'i', 't', 'a', 'l']}, {'label': ['D'], 'text': ['s', 'c', 'h', 'o', 'o', 'l', 's']}, {'label': ['E'], 'text': ['o', 'f', 'f', 'i', 'c', 'e', ' ', 'b', 'u', 'i', 'l', 'd', 'i', 'n', 'g']}]}, 'answerKey': 'C'} ## Steps to reproduce the bug ```python ds = load_dataset("datasets/xcsr", "X-CSQA-en", split="validation", streaming=True) item = next(iter(ds)) item ``` ## Expected results ``` {'id': 'd3845adc08414fda', 'lang': 'en', 'question': {'stem': 'The dental office handled a lot of patients who experienced traumatic mouth injury, where were these patients coming from?', 'choices': {'label': ['A', 'B', 'C', 'D', 'E'], 'text': ['town', 'michigan', 'hospital', 'schools', 'office building']}}, 'answerKey': 'C'} ```
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Fix languages of X-CSQA configs in xcsr dataset
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Fix #5017. CC: @yangxqiao, @yuchenlin
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Split is inferred from filename and overrides metadata.jsonl
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## Describe the bug Including the strings "test" or "train" anywhere in a filename causes `datasets` to infer the split and silently ignore all other files. This behavior is documented for directory names but not filenames: https://huggingface.co/docs/datasets/image_dataset#imagefolder ## Steps to reproduce the bug `metadata.jsonl` ```json {"file_name": "photo of a cat.jpg", "text": "a photo of a cat"} {"file_name": "photo of a dog.jpg", "text": "a photo of a dog"} {"file_name": "photo of a train.jpg", "text": "a photo of a train"} {"file_name": "photo of test tubes.jpg", "text": "a photo of test tubes"} ``` `bug.py` ```python from datasets import load_dataset dataset = load_dataset("dataset") print(dataset) # DatasetDict({ # train: Dataset({ # features: ['image', 'text'], # num_rows: 1 # }) # test: Dataset({ # features: ['image', 'text'], # num_rows: 1 # }) # }) for split in dataset: for n in dataset[split]: print(n['text']) # a photo of a train # a photo of test tubes ``` ## Expected results One single dataset with all four images / a warning for unused files / documentation of this behavior ## Actual results Only the images with "test" or "train" in the name are loaded ## Environment info - `datasets` version: 2.5.1 - Platform: macOS-12.5.1-x86_64-i386-64bit - Python version: 3.10.4 - PyArrow version: 9.0.0 - Pandas version: 1.5.0
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Fix URLs of sbu_captions dataset
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Update swiss judgment prediction
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Hi, I updated the dataset to include additional data made available recently. When I test it locally, it seems to work. However, I get the following error with the dummy data creation: `Dummy data generation done but dummy data test failed since splits ['train', 'validation', 'test'] have 0 examples for config 'fr'`. Do you know why this could be the case? Cheers, Joel
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Create all YAML dataset_info
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Following https://github.com/huggingface/datasets/pull/4926 Creates all the `dataset_info` YAML fields in the dataset cards The JSON are also updated using the simplified backward compatible format added in https://github.com/huggingface/datasets/pull/4926 Needs https://github.com/huggingface/datasets/pull/4926 to be merged first
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5,017
xcsr: X-CSQA simply uses english for all alleged non-english data
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2022-09-23T16:11:54Z
2022-09-26T10:57:31Z
2022-09-26T10:57:31Z
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## Describe the bug All the alleged non-english subcollections for the X-CSQA task in the [xcsr benchmark dataset ](https://huggingface.co/datasets/xcsr) seem to be copies of the english subcollection, rather than translations. This is in contrast to the data description: > we automatically translate the original CSQA and CODAH datasets, which only have English versions, to 15 other languages, forming development and test sets for studying X-CSR ## Steps to reproduce the bug ```python # let's say you want to load the french X-CSQA subcollection french = datasets.load_dataset("xcsr", "X-CSQA-fr") # for good measure, let's load english too english = datasets.load_dataset("xcsr", "X-CSQA-en") # let's inspect "".join(english['test'][0]['question']['stem']) # output: 'The people wanted to stop the parade, so what did they set up to thwart it?' "".join(french['test'][0]['question']['stem']) # output: 'The people wanted to stop the parade, so what did they set up to thwart it?' # what? Why are they both in english? # I've checked this for validation and train splits too, across many datapoints. It's all the same english dataset # maybe i need to look better? french['test'].unique('lang') # output: ['en'] # no, it's all english ``` ## Expected results Accessing a subcollection in language X should return a subcollection containg samples in language X ## Actual results Accessing a subcollection in language X returns a subcollection containing samples in English. ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.5.1 - Platform: macOS-10.15.7-x86_64-i386-64bit - Python version: 3.8.13 - PyArrow version: 9.0.0 - Pandas version: 1.4.3
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5,016
Fix tar extraction vuln
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2022-09-23T14:22:21Z
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Fix for CVE-2007-4559 Description: Directory traversal vulnerability in the (1) extract and (2) extractall functions in the tarfile module in Python allows user-assisted remote attackers to overwrite arbitrary files via a .. (dot dot) sequence in filenames in a TAR archive, a related issue to CVE-2001-1267. I fixed it by using the solution proposed in https://stackoverflow.com/questions/10060069/safely-extract-zip-or-tar-using-python It blocks extraction of files with an absolute path or double dots and symlinks.
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5,015
Transfer dataset scripts to Hub
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2022-09-23T08:48:10Z
2022-10-05T07:15:57Z
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Before merging: - #4974 TODO: - [x] Create label: ["dataset contribution"](https://github.com/huggingface/datasets/pulls?q=label%3A%22dataset+contribution%22) - [x] Create project: [Datasets: Transfer datasets to Hub](https://github.com/orgs/huggingface/projects/22/) - [x] PRs: - [x] Add dataset: we should recommend transfer all additions of datasets to the Hub, under the appropriate namespace; no more additions of datasets on GitHub - [x] Update dataset: in general, we should merge bug fixes; enhancements should be considered on a case-by-case basis, depending on whether there is a more suitable namespace on the Hub - [ ] Issues Finally: - [x] #4974 Let me know what you think! :hugs:
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5,014
I need to read the custom dataset in conll format
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2022-09-23T07:49:42Z
2022-11-02T11:57:15Z
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I need to read the custom dataset in conll format
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5,013
would huggingface like publish cpp binding for datasets package ?
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2022-09-23T07:42:49Z
2022-09-27T03:40:30Z
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HI: I use cpp env libtorch, I like use hugggingface ,but huggingface not cpp binding, would you like publish cpp binding for it. thanks
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5,012
Force JSON format regardless of file naming on S3
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I have a file on S3 created by Data Version Control, it looks like `s3://dvc/ac/badff5b134382a0f25248f1b45d7b2` but contains a json file. If I run ```python dataset = load_dataset( "json", data_files='s3://dvc/ac/badff5b134382a0f25248f1b45d7b2' ) ``` It gives me ``` InvalidSchema: No connection adapters were found for 's3://dvc/ac/badff5b134382a0f25248f1b45d7b2' ``` However, I cannot go ahead and change the names of the s3 file. Is there a way to "force" load a S3 url with certain decoder (JSON, CSV, etc.) regardless of s3 URL naming?
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Audio: `encode_example` fails with IndexError
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2022-09-22T15:07:27Z
2022-09-23T09:05:18Z
2022-09-23T09:05:18Z
CONTRIBUTOR
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## Describe the bug Loading the dataset [earnings-22](https://huggingface.co/datasets/sanchit-gandhi/earnings22_split) from the Hub yields an Index Error. I created this dataset locally and then pushed to hub at the specified URL. Thus, I expect the dataset should work out-of-the-box! Indeed, the dataset viewer functions correctly, and there were no issues when I had the dataset locally. Don't think it's a sound file bug as the version matches what worked previously. Update: the bug appeared for me on a GPU, mysteriously on a TPU I can't repro and it downloads correctly... ## Steps to reproduce the bug ```python from datasets import load_dataset earnings22 = load_dataset("sanchit-gandhi/earnings22_split") ``` ## Expected results ``` >>> earnings22 DatasetDict({ validation: Dataset({ features: ['source_id', 'audio', 'segment_id', 'sentence', 'start_ts', 'end_ts', 'id'], num_rows: 2650 }) train: Dataset({ features: ['source_id', 'audio', 'segment_id', 'sentence', 'start_ts', 'end_ts', 'id'], num_rows: 52006 }) test: Dataset({ features: ['source_id', 'audio', 'segment_id', 'sentence', 'start_ts', 'end_ts', 'id'], num_rows: 2735 }) }) ``` ## Actual results ``` Traceback (most recent call last): File "/opt/conda/envs/hf/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 2764, in _map_single writer.write(example) File "/opt/conda/envs/hf/lib/python3.8/site-packages/datasets/arrow_writer.py", line 451, in write self.write_examples_on_file() File "/opt/conda/envs/hf/lib/python3.8/site-packages/datasets/arrow_writer.py", line 409, in write_examples_on_file self.write_batch(batch_examples=batch_examples) File "/opt/conda/envs/hf/lib/python3.8/site-packages/datasets/arrow_writer.py", line 508, in write_batch arrays.append(pa.array(typed_sequence)) File "pyarrow/array.pxi", line 231, in pyarrow.lib.array File "pyarrow/array.pxi", line 110, in pyarrow.lib._handle_arrow_array_protocol File "/opt/conda/envs/hf/lib/python3.8/site-packages/datasets/arrow_writer.py", line 197, in __arrow_array__ out = cast_array_to_feature(out, type, allow_number_to_str=not self.trying_type) File "/opt/conda/envs/hf/lib/python3.8/site-packages/datasets/table.py", line 1683, in wrapper return func(array, *args, **kwargs) File "/opt/conda/envs/hf/lib/python3.8/site-packages/datasets/table.py", line 1795, in cast_array_to_feature return feature.cast_storage(array) File "/opt/conda/envs/hf/lib/python3.8/site-packages/datasets/features/audio.py", line 190, in cast_storage storage = pa.array([Audio().encode_example(x) if x is not None else None for x in storage.to_pylist()]) File "/opt/conda/envs/hf/lib/python3.8/site-packages/datasets/features/audio.py", line 190, in <listcomp> storage = pa.array([Audio().encode_example(x) if x is not None else None for x in storage.to_pylist()]) File "/opt/conda/envs/hf/lib/python3.8/site-packages/datasets/features/audio.py", line 92, in encode_example sf.write(buffer, value["array"], value["sampling_rate"], format="wav") File "/opt/conda/envs/hf/lib/python3.8/site-packages/soundfile.py", line 313, in write channels = data.shape[1] IndexError: tuple index out of range ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.4.0 - Platform: Linux-4.19.0-21-cloud-amd64-x86_64-with-glibc2.10 - Python version: 3.8.13 - PyArrow version: 9.0.0 - Pandas version: 1.4.3 Plus: - SoundFile version: 0.10.3.post1 cc @lhoestq @polinaeterna
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Add deprecation warning to multilingual_librispeech dataset card
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2022-09-22T11:41:59Z
2022-09-23T12:04:37Z
2022-09-23T12:02:45Z
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Besides the current deprecation warning in the script of `multilingual_librispeech`, this PR adds a deprecation warning to its dataset card as well. The format of the deprecation warning is aligned with the one in the library documentation when docstrings contain the `<Deprecated/>` tag. Related to: - #4060
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5,009
Error loading StonyBrookNLP/tellmewhy dataset from hub even though local copy loads correctly
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2022-09-21T16:23:06Z
2022-09-29T13:07:29Z
2022-09-29T13:07:29Z
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## Describe the bug I have added a new dataset with the identifier `StonyBrookNLP/tellmewhy` to the hub. When I load the individual files using my local copy using `dataset = datasets.load_dataset("json", data_files="data/train.jsonl")`, it loads the dataset correctly. However, when I try to load it from the hub, I get an error (pasted below). Additionally, `dataset = datasets.load_dataset("json", data_dir="data/")` throws the same error. ## Steps to reproduce the bug ```python dataset = datasets.load_dataset('StonyBrookNLP/tellmewhy') ``` ## Expected results Successfully load the `StonyBrookNLP/tellmewhy` dataset. ## Actual results ``` Using custom data configuration StonyBrookNLP--tellmewhy-82712924092694ff Downloading and preparing dataset json/StonyBrookNLP--tellmewhy to /home/yklal95/.cache/huggingface/datasets/StonyBrookNLP___json/StonyBrookNLP--tellmewhy-82712924092694ff/0.0.0/a3e658c4731e59120d44081ac10bf85dc7e1388126b92338344ce9661907f253... Downloading data files: 100%|██████████████████████████████| 3/3 [00:00<00:00, 957.46it/s] Extracting data files: 100%|███████████████████████████████| 3/3 [00:00<00:00, 299.14it/s] Traceback (most recent call last): File "/home/yklal95/tmw-generalization/src/load_datasets.py", line 17, in <module> main(args) File "/home/yklal95/tmw-generalization/src/load_datasets.py", line 11, in main dataset = datasets.load_dataset(args.dataset_name) File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/load.py", line 1746, in load_dataset builder_instance.download_and_prepare( File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/builder.py", line 704, in download_and_prepare self._download_and_prepare( File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/builder.py", line 793, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/builder.py", line 1277, in _prepare_split writer.write_table(table) File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/arrow_writer.py", line 524, in write_table pa_table = table_cast(pa_table, self._schema) File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/table.py", line 2005, in table_cast return cast_table_to_schema(table, schema) File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/table.py", line 1969, in cast_table_to_schema arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()] File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/table.py", line 1969, in <listcomp> arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()] File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/table.py", line 1681, in wrapper return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks]) File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/table.py", line 1681, in <listcomp> return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks]) File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/table.py", line 1822, in cast_array_to_feature casted_values = _c(array.values, feature.feature) File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/table.py", line 1683, in wrapper return func(array, *args, **kwargs) File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/table.py", line 1853, in cast_array_to_feature return array_cast(array, feature(), allow_number_to_str=allow_number_to_str) File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/table.py", line 1683, in wrapper return func(array, *args, **kwargs) File "/home/yklal95/anaconda3/envs/tmw-generalization/lib/python3.9/site-packages/datasets/table.py", line 1761, in array_cast raise TypeError(f"Couldn't cast array of type {array.type} to {pa_type}") TypeError: Couldn't cast array of type int64 to null ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.4.0 - Platform: Linux-4.15.0-121-generic-x86_64-with-glibc2.27 - Python version: 3.9.13 - PyArrow version: 9.0.0 - Pandas version: 1.5.0
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Re-apply input columns change
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2022-09-22T13:57:36Z
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Fixes the `filter` + `input_columns` combination, which is used in the `transformers` examples for instance. Revert #5006 (which in turn reverts #4971) Fix https://github.com/huggingface/datasets/issues/4858
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Add some note about running the transformers ci before a release
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5,006
Revert input_columns change
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2022-09-21T14:14:33Z
2022-09-21T14:11:57Z
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Revert https://github.com/huggingface/datasets/pull/4971 Fix https://github.com/huggingface/datasets/issues/5005
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Release 2.5.0 breaks transformers CI
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2022-09-21T14:11:57Z
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## Describe the bug As reported by @lhoestq: > see https://app.circleci.com/pipelines/github/huggingface/transformers/47634/workflows/b491886b-e66e-4edb-af96-8b459e72aa25/jobs/564563 this is used here: [https://github.com/huggingface/transformers/blob/3b19c0317b6909e2d7f11b5053895ac55[…]torch/speech-pretraining/run_wav2vec2_pretraining_no_trainer.py](https://github.com/huggingface/transformers/blob/3b19c0317b6909e2d7f11b5053895ac55250e7da/examples/pytorch/speech-pretraining/run_wav2vec2_pretraining_no_trainer.py#L482-L488)
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5,004
Remove license tag file and validation
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2022-09-21T12:35:14Z
2022-09-22T11:47:41Z
2022-09-22T11:45:46Z
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As requested, we are removing the validation of the licenses from `datasets` because this is done on the Hub. Fix #4994. Related to: - #4926, which is removing all the validation from `datasets`
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PR_kwDODunzps4_Vdko
5,003
Fix missing use_auth_token in streaming docstrings
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2022-09-21T09:27:03Z
2022-09-21T16:24:01Z
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This PRs fixes docstrings: - adds the missing `use_auth_token` param - updates syntax of param types - adds params to docstrings without them - fixes return/yield types - fixes syntax
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5,002
Dataset Viewer issue for loubnabnl/humaneval-x
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2022-09-21T09:06:17Z
2022-09-21T11:49:49Z
2022-09-21T11:49:49Z
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### Link https://huggingface.co/datasets/loubnabnl/humaneval-x/viewer/ ### Description The dataset has subsets but the viewer gets stuck in the default subset even when I select another one (the data loading of the subsets works fine) ### Owner Yes
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PR_kwDODunzps4_TBWa
5,001
Support loading XML datasets
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CC: @davanstrien
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Dataset Viewer issue for asapp/slue
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2022-09-20T16:45:45Z
2022-09-27T07:04:03Z
2022-09-21T07:24:07Z
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### Link https://huggingface.co/datasets/asapp/slue/viewer/ ### Description Hi, I wonder how to get the dataset viewer of our slue dataset to work. Best, Felix ### Owner Yes
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4,999
Add EmptyDatasetError
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2022-09-20T15:28:05Z
2022-09-21T12:23:43Z
2022-09-21T12:21:24Z
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examples: from the hub: ```python Traceback (most recent call last): File "playground/ttest.py", line 3, in <module> print(load_dataset("lhoestq/empty")) File "/Users/quentinlhoest/Desktop/hf/nlp/src/datasets/load.py", line 1686, in load_dataset **config_kwargs, File "/Users/quentinlhoest/Desktop/hf/nlp/src/datasets/load.py", line 1458, in load_dataset_builder data_files=data_files, File "/Users/quentinlhoest/Desktop/hf/nlp/src/datasets/load.py", line 1171, in dataset_module_factory raise e1 from None File "/Users/quentinlhoest/Desktop/hf/nlp/src/datasets/load.py", line 1162, in dataset_module_factory download_mode=download_mode, File "/Users/quentinlhoest/Desktop/hf/nlp/src/datasets/load.py", line 760, in get_module else get_data_patterns_in_dataset_repository(hfh_dataset_info, self.data_dir) File "/Users/quentinlhoest/Desktop/hf/nlp/src/datasets/data_files.py", line 678, in get_data_patterns_in_dataset_repository ) from None datasets.data_files.EmptyDatasetError: The dataset repository at 'lhoestq/empty' doesn't contain any data file. ``` from local directory: ```python Traceback (most recent call last): File "playground/ttest.py", line 3, in <module> print(load_dataset("playground/empty")) File "/Users/quentinlhoest/Desktop/hf/nlp/src/datasets/load.py", line 1686, in load_dataset **config_kwargs, File "/Users/quentinlhoest/Desktop/hf/nlp/src/datasets/load.py", line 1458, in load_dataset_builder data_files=data_files, File "/Users/quentinlhoest/Desktop/hf/nlp/src/datasets/load.py", line 1107, in dataset_module_factory path, data_dir=data_dir, data_files=data_files, download_mode=download_mode File "/Users/quentinlhoest/Desktop/hf/nlp/src/datasets/load.py", line 625, in get_module else get_data_patterns_locally(base_path) File "/Users/quentinlhoest/Desktop/hf/nlp/src/datasets/data_files.py", line 460, in get_data_patterns_locally raise EmptyDatasetError(f"The directory at {base_path} doesn't contain any data file") from None datasets.data_files.EmptyDatasetError: The directory at playground/empty doesn't contain any data file ``` Close https://github.com/huggingface/datasets/issues/4995
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4,998
Don't add a tag on the Hub on release
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2022-09-20T13:54:57Z
2022-09-20T14:11:46Z
2022-09-20T14:08:54Z
MEMBER
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Datasets with no namespace on the Hub have tags to redirect to the version of datasets where they come from. I’m about to remove them all because I think it looks bad/unexpected in the UI and it’s not actually useful Therefore I'm also disabling tagging. Note that the CI job will be completely removed in https://github.com/huggingface/datasets/pull/4974 anyway
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1,379,430,711
PR_kwDODunzps4_RrBU
4,997
Add support for parsing JSON files in array form
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2022-09-20T13:31:26Z
2022-09-20T15:42:40Z
2022-09-20T15:40:06Z
CONTRIBUTOR
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Support parsing JSON files in the array form (top-level object is an array). For simplicity, `json.load` is used for decoding. This means the entire file is loaded into memory. If requested, we can optimize this by introducing a param similar to `lines` in [`pandas.read_json`](https://pandas.pydata.org/docs/reference/api/pandas.read_json.html), which, if set to `True`, would allow us to read in chunks. Fixes https://github.com/huggingface/datasets/issues/4963
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1,379,345,161
I_kwDODunzps5SNyMJ
4,996
Dataset Viewer issue for Jean-Baptiste/wikiner_fr
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2022-09-20T12:32:07Z
2022-09-27T12:35:44Z
2022-09-27T12:35:44Z
CONTRIBUTOR
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### Link https://huggingface.co/datasets/Jean-Baptiste/wikiner_fr ### Description ``` Error code: StreamingRowsError Exception: FileNotFoundError Message: [Errno 2] No such file or directory: 'zip:/data/train::https:/huggingface.co/datasets/Jean-Baptiste/wikiner_fr/resolve/main/data.zip/state.json' Traceback: Traceback (most recent call last): File "/src/services/worker/src/worker/responses/first_rows.py", line 337, in get_first_rows_response rows = get_rows(dataset, config, split, streaming=True, rows_max_number=rows_max_number, hf_token=hf_token) File "/src/services/worker/src/worker/utils.py", line 123, in decorator return func(*args, **kwargs) File "/src/services/worker/src/worker/responses/first_rows.py", line 77, in get_rows rows_plus_one = list(itertools.islice(ds, rows_max_number + 1)) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 718, in __iter__ for key, example in self._iter(): File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 708, in _iter yield from ex_iterable File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 112, in __iter__ yield from self.generate_examples_fn(**self.kwargs) File "/tmp/modules-cache/datasets_modules/datasets/Jean-Baptiste--wikiner_fr/683a580ba6ec769d508f7dfc603a651667b0ed3817b1ae5bfd45f97cc024923f/wikiner_fr.py", line 165, in _generate_examples dataset = Dataset.load_from_disk(filepath) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 1210, in load_from_disk with open(Path(dataset_path, config.DATASET_STATE_JSON_FILENAME).as_posix(), encoding="utf-8") as state_file: FileNotFoundError: [Errno 2] No such file or directory: 'zip:/data/train::https:/huggingface.co/datasets/Jean-Baptiste/wikiner_fr/resolve/main/data.zip/state.json' ``` Is it an error with the dataset script, or the data itself, @huggingface/datasets? https://huggingface.co/datasets/Jean-Baptiste/wikiner_fr/tree/main ### Owner No
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4,995
Get a specific Exception when the dataset has no data
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2022-09-20T09:31:59Z
2022-09-21T12:21:25Z
2022-09-21T12:21:25Z
CONTRIBUTOR
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In the dataset viewer on the Hub (https://huggingface.co/datasets/glue/viewer), we would like (https://github.com/huggingface/moon-landing/issues/3882) to show a specific message when the repository lacks any data files. In that case, instead of showing a complex traceback, we want to show a call to action to help the user upload data. To do that, it would be very helpful to know for sure that the repository is missing any (supported) data files. It could be done by raising a custom exception, for example, `NoDataError`.
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4,994
delete the hardcoded license list in `datasets`
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2022-09-20T09:14:41Z
2022-09-22T11:45:47Z
2022-09-22T11:45:47Z
MEMBER
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> Feel free to delete the license list in `datasets` [...] > > Also FYI in #4926 I also removed all the validation steps anyway (language, license, types etc.) _Originally posted by @lhoestq in https://github.com/huggingface/datasets/issues/4930#issuecomment-1238401662_ > [...], in my opinion we can just delete this file from `datasets`, the validation is happening hub-side anyways now? _Originally posted by @julien-c in https://github.com/huggingface/datasets/issues/4930#issuecomment-1238390659_
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4,993
fix: avoid casting tuples after Dataset.map
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2022-09-20T08:45:16Z
2022-09-20T16:11:27Z
2022-09-20T13:08:29Z
CONTRIBUTOR
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This PR updates features.py to avoid casting tuples to lists when reading the results of Dataset.map as suggested by @lhoestq [here](https://github.com/huggingface/datasets/issues/4676#issuecomment-1187371367) in https://github.com/huggingface/datasets/issues/4676.
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Support streaming iwslt2017 dataset
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2022-09-20T08:35:41Z
2022-09-20T09:27:55Z
2022-09-20T09:15:24Z
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Support streaming iwslt2017 dataset. Once this PR is merged: - [x] Remove old ".tgz" data files from the Hub.
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Fix missing tags in dataset cards
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2022-09-20T06:42:07Z
2022-09-22T12:25:32Z
2022-09-20T07:37:30Z
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Fix missing tags in dataset cards: - aeslc - empathetic_dialogues - event2Mind - gap - iwslt2017 - newsgroup - qa4mre - scicite This PR partially fixes the missing tags in dataset cards. Subsequent PRs will follow to complete this task. Related to: - #4833 - #4891 - #4896 - #4908 - #4921 - #4931 - #4979
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"no-token" is passed to `huggingface_hub` when token is `None`
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2022-09-19T15:14:40Z
2022-09-30T09:16:00Z
2022-09-30T09:16:00Z
CONTRIBUTOR
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## Describe the bug In the 2 lines listed below, a token is passed to `huggingface_hub` to get information from a dataset. If no token is provided, a "no-token" string is passed. What is the purpose of it ? If no real, I would prefer if the `None` value could be sent directly to be handle by `huggingface_hub`. I feel that here it is working because we assume the token will never be validated. https://github.com/huggingface/datasets/blob/5b23f58535f14cc4dd7649485bce1ccc836e7bca/src/datasets/load.py#L753 https://github.com/huggingface/datasets/blob/5b23f58535f14cc4dd7649485bce1ccc836e7bca/src/datasets/load.py#L1121 ## Expected results Pass `token=None` to `huggingface_hub`. ## Actual results `token="no-token"` is passed. ## Environment info `huggingface_hub v0.10.0dev`
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Running add_column() seems to corrupt existing sequence-type column info
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2022-09-17T17:42:05Z
2022-09-19T12:54:54Z
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I have a dataset that contains a column ("foo") that is a sequence type of length 4. So when I run .to_pandas() on it, the resulting dataframe correctly contains 4 columns - foo_0, foo_1, foo_2, foo_3. So the 1st row of the dataframe might look like: ds = load_dataset(...) df = ds.to_pandas() df: foo_0 | foo_1 | foo_2 | foo_3 0.0 | 1.0 | 2.0 | 3.0 If I run .add_column("new_col", data) on the dataset, and then .to_pandas() on the resulting new dataset, the resulting dataframe contains only 2 columns - foo, new_col. The values in column foo are lists of length 4, the 4 elements that should have been split into separate columns. Dataframe 1st row would be: ds = load_dataset(...) new_ds = ds.add_column("new_col", data) df = new_ds.to_pandas() df: foo | new_col [0.0, 1.0, 2.0, 3.0] | new_val I've explored the 2 datasets in a debugger and haven't noticed any changes to any attributes related to the foo column, but I can't determine why the dataframes are so different.
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2022-09-16T15:19:41Z
2022-10-05T12:10:49Z
2022-10-05T12:10:49Z
CONTRIBUTOR
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We've just added `Dataset.from_generator` to the API. It would also be cool to add `IterableDataset.from_generator` to support creating an iterable dataset from a generator. cc @lhoestq
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Embed image/audio data in dl_and_prepare parquet
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Embed the bytes of the image or audio files in the Parquet files directly, instead of having a "path" that points to a local file. Indeed Parquet files are often used to share data or to be used by workers that may not have access to the local files.
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[doc] Fix broken snippet that had too many quotes
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2022-09-16T12:41:07Z
2022-09-16T22:12:21Z
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Hello! ### Pull request overview * Fix broken snippet in https://huggingface.co/docs/datasets/main/en/process that has too many quotes ### Details The snippet in question can be found here: https://huggingface.co/docs/datasets/main/en/process#map This screenshot shows the issue, there is a quote too many, causing the snippet to be colored incorrectly: ![image](https://user-images.githubusercontent.com/37621491/190640627-f7587362-0e44-4464-a5d1-a0b98df6986f.png) The change speaks for itself. Thank you for the detailed documentation, by the way. - Tom Aarsen
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Prefer split patterns from directories over split patterns from filenames
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related to https://github.com/huggingface/datasets/issues/4895
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docs: ✏️ add links to the Datasets API
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I added some links to the Datasets API in the docs. See https://github.com/huggingface/datasets-server/pull/566 for a companion PR in the datasets-server. The idea is to improve the discovery of the API through the docs. I'm a bit shy about pasting a lot of links to the API in the docs, so it's minimal for now. I'm interested in ideas to integrate the API better in these docs without being too much. cc @lhoestq @julien-c @albertvillanova @stevhliu.
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How to convert torch.utils.data.Dataset to huggingface dataset?
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2022-09-16T09:15:10Z
2022-09-20T11:23:43Z
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I look through the huggingface dataset docs, and it seems that there is no offical support function to convert `torch.utils.data.Dataset` to huggingface dataset. However, there is a way to convert huggingface dataset to `torch.utils.data.Dataset`, like below: ```python from datasets import Dataset data = [[1, 2],[3, 4]] ds = Dataset.from_dict({"data": data}) ds = ds.with_format("torch") ds[0] ds[:2] ``` So is there something I miss, or there IS no function to convert `torch.utils.data.Dataset` to huggingface dataset. If so, is there any way to do this convert? Thanks.
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Create dataset_infos.json with VALIDATION and TEST splits
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2022-09-16T08:21:19Z
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The problem is described in that [issue](https://github.com/huggingface/datasets/issues/4895#issuecomment-1247975569). > When I try to create data_infos.json using datasets-cli test Peter.py --save_infos --all_configs I get an error: > ValueError: Unknown split "test". Should be one of ['train']. > > The data_infos.json is created perfectly fine when I use only one split - datasets.Split.TRAIN > > You can find the code here: https://huggingface.co/datasets/sberbank-ai/Peter/tree/add_splits (add_splits branch) I tried to clear the cache folder, than I got an another error. I run: ``` git clone https://huggingface.co/datasets/sberbank-ai/Peter cd Peter git checkout add_splits # switch to a add_splits branch rm dataset_infos.json # remove local dataset_infos.json rm -r ~/.cache/huggingface # remove cached dataset_infos.json datasets-cli test Peter.py --save_infos --all_configs # trying to create new dataset_infos.json ``` The error message: ``` Using custom data configuration default Testing builder 'default' (1/1) Downloading and preparing dataset peter/default to /Users/kalinin/.cache/huggingface/datasets/peter/default/0.0.0/ef579519e140d6a40df2555996f26165f04c47557d7373709c8d7e7b4fd7465d... Downloading data files: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████| 4/4 [00:00<00:00, 5160.63it/s] Extracting data files: 0%| | 0/4 [00:00<?, ?it/s]Traceback (most recent call last): File "/usr/local/bin/datasets-cli", line 8, in <module> sys.exit(main()) File "/usr/local/lib/python3.9/site-packages/datasets/commands/datasets_cli.py", line 39, in main service.run() File "/usr/local/lib/python3.9/site-packages/datasets/commands/test.py", line 137, in run builder.download_and_prepare( File "/usr/local/lib/python3.9/site-packages/datasets/builder.py", line 704, in download_and_prepare self._download_and_prepare( File "/usr/local/lib/python3.9/site-packages/datasets/builder.py", line 1227, in _download_and_prepare super()._download_and_prepare(dl_manager, verify_infos, check_duplicate_keys=verify_infos) File "/usr/local/lib/python3.9/site-packages/datasets/builder.py", line 771, in _download_and_prepare split_generators = self._split_generators(dl_manager, **split_generators_kwargs) File "/Users/kalinin/.cache/huggingface/modules/datasets_modules/datasets/Peter/ef579519e140d6a40df2555996f26165f04c47557d7373709c8d7e7b4fd7465d/Peter.py", line 23, in _split_generators data_files = dl_manager.download_and_extract(_URLS) File "/usr/local/lib/python3.9/site-packages/datasets/download/download_manager.py", line 431, in download_and_extract return self.extract(self.download(url_or_urls)) File "/usr/local/lib/python3.9/site-packages/datasets/download/download_manager.py", line 403, in extract extracted_paths = map_nested( File "/usr/local/lib/python3.9/site-packages/datasets/utils/py_utils.py", line 393, in map_nested mapped = [ File "/usr/local/lib/python3.9/site-packages/datasets/utils/py_utils.py", line 394, in <listcomp> _single_map_nested((function, obj, types, None, True, None)) File "/usr/local/lib/python3.9/site-packages/datasets/utils/py_utils.py", line 330, in _single_map_nested return function(data_struct) File "/usr/local/lib/python3.9/site-packages/datasets/utils/file_utils.py", line 213, in cached_path output_path = ExtractManager(cache_dir=download_config.cache_dir).extract( File "/usr/local/lib/python3.9/site-packages/datasets/utils/extract.py", line 46, in extract self.extractor.extract(input_path, output_path, extractor_format) File "/usr/local/lib/python3.9/site-packages/datasets/utils/extract.py", line 263, in extract with FileLock(lock_path): File "/usr/local/lib/python3.9/site-packages/datasets/utils/filelock.py", line 399, in __init__ max_filename_length = os.statvfs(os.path.dirname(lock_file)).f_namemax FileNotFoundError: [Errno 2] No such file or directory: '' Exception ignored in: <function BaseFileLock.__del__ at 0x11caeec10> Traceback (most recent call last): File "/usr/local/lib/python3.9/site-packages/datasets/utils/filelock.py", line 328, in __del__ self.release(force=True) File "/usr/local/lib/python3.9/site-packages/datasets/utils/filelock.py", line 303, in release with self._thread_lock: AttributeError: 'UnixFileLock' object has no attribute '_thread_lock' Extracting data files: 0%| | 0/4 [00:00<?, ?it/s] ``` Can you help me please? ## Environment info - `datasets` version: 2.4.0 - Platform: macOS-12.5.1-x86_64-i386-64bit - Python version: 3.9.5 - PyArrow version: 9.0.0 - Pandas version: 1.2.4
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4,981
Can't create a dataset with `float16` features
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2022-09-15T21:03:24Z
2022-09-26T09:34:50Z
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## Describe the bug I can't create a dataset with `float16` features. I understand from the traceback that this is a `pyarrow` error, but I don't see anywhere in the `datasets` documentation about how to successfully do this. Is it actually supported? I've tried older versions of `pyarrow` as well with the same exact error. The bug seems to arise from `datasets` casting the values to `double` and then `pyarrow` doesn't know how to convert those back to `float16`... does that sound right? Is there a way to bypass this since it's not necessary in the `numpy` and `torch` cases? Thanks! ## Steps to reproduce the bug All of the following raise the following error with the same exact (as far as I can tell) traceback: ```python ArrowNotImplementedError: Unsupported cast from double to halffloat using function cast_half_float ``` ```python from datasets import Dataset, Features, Value Dataset.from_dict({"x": [0.0, 1.0, 2.0]}, features=Features(x=Value("float16"))) import numpy as np Dataset.from_dict({"x": np.arange(3, dtype=np.float16)}, features=Features(x=Value("float16"))) import torch Dataset.from_dict({"x": torch.arange(3).to(torch.float16)}, features=Features(x=Value("float16"))) ``` ## Expected results A dataset with `float16` features is successfully created. ## Actual results ```python --------------------------------------------------------------------------- ArrowNotImplementedError Traceback (most recent call last) Cell In [14], line 1 ----> 1 Dataset.from_dict({"x": [1.0, 2.0, 3.0]}, features=Features(x=Value("float16"))) File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/datasets/arrow_dataset.py:870, in Dataset.from_dict(cls, mapping, features, info, split) 865 mapping = features.encode_batch(mapping) 866 mapping = { 867 col: OptimizedTypedSequence(data, type=features[col] if features is not None else None, col=col) 868 for col, data in mapping.items() 869 } --> 870 pa_table = InMemoryTable.from_pydict(mapping=mapping) 871 if info.features is None: 872 info.features = Features({col: ts.get_inferred_type() for col, ts in mapping.items()}) File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/datasets/table.py:750, in InMemoryTable.from_pydict(cls, *args, **kwargs) 734 @classmethod 735 def from_pydict(cls, *args, **kwargs): 736 """ 737 Construct a Table from Arrow arrays or columns 738 (...) 748 :class:`datasets.table.Table`: 749 """ --> 750 return cls(pa.Table.from_pydict(*args, **kwargs)) File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/pyarrow/table.pxi:3648, in pyarrow.lib.Table.from_pydict() File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/pyarrow/table.pxi:5174, in pyarrow.lib._from_pydict() File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/pyarrow/array.pxi:343, in pyarrow.lib.asarray() File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/pyarrow/array.pxi:231, in pyarrow.lib.array() File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/pyarrow/array.pxi:110, in pyarrow.lib._handle_arrow_array_protocol() File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py:197, in TypedSequence.__arrow_array__(self, type) 192 # otherwise we can finally use the user's type 193 elif type is not None: 194 # We use cast_array_to_feature to support casting to custom types like Audio and Image 195 # Also, when trying type "string", we don't want to convert integers or floats to "string". 196 # We only do it if trying_type is False - since this is what the user asks for. --> 197 out = cast_array_to_feature(out, type, allow_number_to_str=not self.trying_type) 198 return out 199 except (TypeError, pa.lib.ArrowInvalid) as e: # handle type errors and overflows File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/datasets/table.py:1683, in _wrap_for_chunked_arrays.<locals>.wrapper(array, *args, **kwargs) 1681 return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks]) 1682 else: -> 1683 return func(array, *args, **kwargs) File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/datasets/table.py:1853, in cast_array_to_feature(array, feature, allow_number_to_str) 1851 return array_cast(array, get_nested_type(feature), allow_number_to_str=allow_number_to_str) 1852 elif not isinstance(feature, (Sequence, dict, list, tuple)): -> 1853 return array_cast(array, feature(), allow_number_to_str=allow_number_to_str) 1854 raise TypeError(f"Couldn't cast array of type\n{array.type}\nto\n{feature}") File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/datasets/table.py:1683, in _wrap_for_chunked_arrays.<locals>.wrapper(array, *args, **kwargs) 1681 return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks]) 1682 else: -> 1683 return func(array, *args, **kwargs) File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/datasets/table.py:1762, in array_cast(array, pa_type, allow_number_to_str) 1760 if pa.types.is_null(pa_type) and not pa.types.is_null(array.type): 1761 raise TypeError(f"Couldn't cast array of type {array.type} to {pa_type}") -> 1762 return array.cast(pa_type) 1763 raise TypeError(f"Couldn't cast array of type\n{array.type}\nto\n{pa_type}") File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/pyarrow/array.pxi:919, in pyarrow.lib.Array.cast() File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/pyarrow/compute.py:389, in cast(arr, target_type, safe, options) 387 else: 388 options = CastOptions.safe(target_type) --> 389 return call_function("cast", [arr], options) File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/pyarrow/_compute.pyx:560, in pyarrow._compute.call_function() File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/pyarrow/_compute.pyx:355, in pyarrow._compute.Function.call() File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/pyarrow/error.pxi:144, in pyarrow.lib.pyarrow_internal_check_status() File ~/scratch/scratch-env-39/.venv/lib/python3.9/site-packages/pyarrow/error.pxi:121, in pyarrow.lib.check_status() ArrowNotImplementedError: Unsupported cast from double to halffloat using function cast_half_float ``` ## Environment info - `datasets` version: 2.4.0 - Platform: macOS-12.5.1-arm64-arm-64bit - Python version: 3.9.13 - PyArrow version: 9.0.0 - Pandas version: 1.4.4
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Make `pyarrow` optional
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**Is your feature request related to a problem? Please describe.** Is `pyarrow` really needed for every dataset? **Describe the solution you'd like** It is made optional. **Describe alternatives you've considered** Likely, no.
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Fix missing tags in dataset cards
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2022-09-22T12:37:55Z
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Fix missing tags in dataset cards: - amazon_us_reviews - art - discofuse - indic_glue - ubuntu_dialogs_corpus This PR partially fixes the missing tags in dataset cards. Subsequent PRs will follow to complete this task. Related to: - #4833 - #4891 - #4896 - #4908 - #4921 - #4931
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Update IndicGLUE download links
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Providing dataset size
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2022-09-14T13:09:27Z
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**Is your feature request related to a problem? Please describe.** Especially for big datasets like [LAION](https://huggingface.co/datasets/laion/laion2B-en/), it's hard to know exactly the downloaded size (because there are many files and you don't have their exact size when downloaded). **Describe the solution you'd like** Auto-populating the downloaded dataset size on the dataset page would be really useful, including that of each split (when there are some). **Describe alternatives you've considered** People should be adding this to dataset cards, but I don't think that is systematically the case :slightly_smiling_face: **Additional context** Mentioned to @lhoestq
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Hope to adapt Python3.9 as soon as possible
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2022-09-14T04:42:22Z
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**Is your feature request related to a problem? Please describe.** A clear and concise description of what the problem is. **Describe the solution you'd like** A clear and concise description of what you want to happen. **Describe alternatives you've considered** A clear and concise description of any alternative solutions or features you've considered. **Additional context** Add any other context about the feature request here.
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Add `fn_kwargs` param to `IterableDataset.map`
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Add the `fn_kwargs` parameter to `IterableDataset.map`. ("Resolves" https://discuss.huggingface.co/t/how-to-use-large-image-text-datasets-in-hugging-face-hub-without-downloading-for-free/22780/3)
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[GH->HF] Part 2: Remove all dataset scripts from github
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2022-10-03T17:09:39Z
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Now that all the datasets live on the Hub we can remove the /datasets directory that contains all the dataset scripts of this repository - [x] Needs https://github.com/huggingface/datasets/pull/4973 to be merged first - [x] and PR to be enabled on the Hub for non-namespaced datasets
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4,973
[GH->HF] Load datasets from the Hub
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Currently datasets with no namespace (e.g. squad, glue) are loaded from github. In this PR I changed this logic to use the Hugging Face Hub instead. This is the first step in removing all the dataset scripts in this repository related to discussions in https://github.com/huggingface/datasets/pull/4059 (I should have continued from this PR actually)
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4,972
Fix map batched with torch output
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2022-09-13T13:16:34Z
2022-09-20T09:42:02Z
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Reported in https://discuss.huggingface.co/t/typeerror-when-applying-map-after-set-format-type-torch/23067/2 Currently it fails if one uses batched `map` and the map function returns a torch tensor. I fixed it for torch, tf, jax and pandas series.
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4,971
Preserve non-`input_colums` in `Dataset.map` if `input_columns` are specified
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2022-09-12T18:08:24Z
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Currently, if the `input_columns` list in `Dataset.map` is specified, the columns not in that list are dropped after the `map` transform. This makes the behavior inconsistent with `IterableDataset.map`. (It seems this issue was introduced by mistake in https://github.com/huggingface/datasets/pull/2246) Fix https://github.com/huggingface/datasets/issues/4858
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