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1,248,687,574
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4,408
Update imagenet gate
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Dataset Viewer issue for [conll2012_ontonotesv5]
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[ "Thanks for reporting, @jiangwy99.\r\n\r\nI guess this could be addressed only once we fix our issue with irresponsive backend endpoint.\r\n\r\nCC: @severo " ]
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### Link https://huggingface.co/datasets/conll2012_ontonotesv5 ### Description Dataset viewer outage. ### Owner No
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4,406
Improve language tag for PIAF dataset
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Hi, As pointed out by @lhoestq in this discussion (https://huggingface.co/datasets/asi/wikitext_fr/discussions/1), it is not yet possible to edit datasets outside of a namespace with the Hub PR feature and that you have to go through GitHub. This modification should allow better referencing since only the xx language tags are currently taken into account and not the xx-xx.
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[TypeError: Couldn't cast array of type] Cannot process dataset in v2.2.2
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[ "And if the problem is that the way I am to construct the {Entity Type: list of spans} makes entity types without any spans hard to handle, is there a better way to meet the demand? Although I have verified that to make entity types without any spans to behave like `entity_chunk[label] = [[\"\"]]` can perform normally, I still wonder if there is a more elegant way?" ]
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## Describe the bug I am trying to process the [conll2012_ontonotesv5](https://huggingface.co/datasets/conll2012_ontonotesv5) dataset in `datasets` v2.2.2 and am running into a type error when casting the features. ## Steps to reproduce the bug ```python import os from typing import ( List, Dict, ) from collections import ( defaultdict, ) from dataclasses import ( dataclass, ) from datasets import ( load_dataset, ) @dataclass class ConllConverter: path: str name: str cache_dir: str def __post_init__( self, ): self.dataset = load_dataset( path=self.path, name=self.name, cache_dir=self.cache_dir, ) def convert( self, ): class_label = self.dataset["train"].features["sentences"][0]["named_entities"].feature # label_set = list(set([ # label.split("-")[1] if label != "O" else label for label in class_label.names # ])) def prepare_chunk(token, entity): assert len(token) == len(entity) # Sequence length length = len(token) # Variable used entity_chunk = defaultdict(list) idx = flag = 0 # While loop while idx < length: if entity[idx] == "O": flag += 1 idx += 1 else: iob_tp, lab_tp = entity[idx].split("-") assert iob_tp == "B" idx += 1 while idx < length and entity[idx].startswith("I-"): idx += 1 entity_chunk[lab_tp].append(token[flag: idx]) flag = idx entity_chunk = dict(entity_chunk) # for label in label_set: # if label != "O" and label not in entity_chunk.keys(): # entity_chunk[label] = None return entity_chunk def prepare_features( batch: Dict[str, List], ) -> Dict[str, List]: sentence = [ sent for doc_sent in batch["sentences"] for sent in doc_sent ] feature = { "sentence": list(), } for sent in sentence: token = sent["words"] entity = class_label.int2str(sent["named_entities"]) entity_chunk = prepare_chunk(token, entity) sent_feat = { "token": token, "entity": entity, "entity_chunk": entity_chunk, } feature["sentence"].append(sent_feat) return feature column_names = self.dataset.column_names["train"] dataset = self.dataset.map( function=prepare_features, with_indices=False, batched=True, batch_size=3, remove_columns=column_names, num_proc=1, ) dataset.save_to_disk( dataset_dict_path=os.path.join("data", self.path, self.name) ) if __name__ == "__main__": converter = ConllConverter( path="conll2012_ontonotesv5", name="english_v4", cache_dir="cache", ) converter.convert() ``` ## Expected results I want to use the dataset to perform NER task and to change the label list into a {Entity Type: list of spans} format. ## Actual results <details> <summary>Traceback</summary> ```python Traceback (most recent call last): | 0/81 [00:00<?, ?ba/s] File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/multiprocess/pool.py", line 125, in worker result = (True, func(*args, **kwds)) File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 532, in wrapper out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 499, in wrapper out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/fingerprint.py", line 458, in wrapper out = func(self, *args, **kwargs) File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 2751, in _map_single writer.write_batch(batch) File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/arrow_writer.py", line 503, in write_batch arrays.append(pa.array(typed_sequence)) File "pyarrow/array.pxi", line 230, in pyarrow.lib.array File "pyarrow/array.pxi", line 110, in pyarrow.lib._handle_arrow_array_protocol File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/arrow_writer.py", line 198, in __arrow_array__ out = cast_array_to_feature(out, type, allow_number_to_str=not self.trying_type) File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/table.py", line 1675, in wrapper return func(array, *args, **kwargs) File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/table.py", line 1793, in cast_array_to_feature arrays = [_c(array.field(name), subfeature) for name, subfeature in feature.items()] File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/table.py", line 1793, in <listcomp> arrays = [_c(array.field(name), subfeature) for name, subfeature in feature.items()] File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/table.py", line 1675, in wrapper return func(array, *args, **kwargs) File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/table.py", line 1844, in cast_array_to_feature raise TypeError(f"Couldn't cast array of type\n{array.type}\nto\n{feature}") TypeError: Couldn't cast array of type struct<CARDINAL: list<item: list<item: string>>, DATE: list<item: list<item: string>>, EVENT: list<item: list<item: string>>, FAC: list<item: list<item: string>>, GPE: list<item: list<item: string>>, LANGUAGE: list<item: list<item: string>>, LAW: list<item: list<item: string>>, LOC: list<item: list<item: string>>, MONEY: list<item: list<item: string>>, NORP: list<item: list<item: string>>, ORDINAL: list<item: list<item: string>>, ORG: list<item: list<item: string>>, PERCENT: list<item: list<item: string>>, PERSON: list<item: list<item: string>>, QUANTITY: list<item: list<item: string>>, TIME: list<item: list<item: string>>, WORK_OF_ART: list<item: list<item: string>>> to {'CARDINAL': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'DATE': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'EVENT': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'FAC': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'GPE': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'LAW': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'LOC': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'MONEY': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'NORP': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'ORDINAL': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'ORG': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'PERCENT': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'PERSON': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'PRODUCT': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'QUANTITY': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'TIME': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'WORK_OF_ART': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None)} """ The above exception was the direct cause of the following exception: Traceback (most recent call last): File "/home2/jiangwangyi/workspace/work/Entity/dataconverter.py", line 110, in <module> converter.convert() File "/home2/jiangwangyi/workspace/work/Entity/dataconverter.py", line 91, in convert dataset = self.dataset.map( File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/dataset_dict.py", line 770, in map { File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/dataset_dict.py", line 771, in <dictcomp> k: dataset.map( File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 2459, in map transformed_shards[index] = async_result.get() File "/home2/jiangwangyi/miniconda3/lib/python3.9/site-packages/multiprocess/pool.py", line 771, in get raise self._value TypeError: Couldn't cast array of type struct<CARDINAL: list<item: list<item: string>>, DATE: list<item: list<item: string>>, EVENT: list<item: list<item: string>>, FAC: list<item: list<item: string>>, GPE: list<item: list<item: string>>, LANGUAGE: list<item: list<item: string>>, LAW: list<item: list<item: string>>, LOC: list<item: list<item: string>>, MONEY: list<item: list<item: string>>, NORP: list<item: list<item: string>>, ORDINAL: list<item: list<item: string>>, ORG: list<item: list<item: string>>, PERCENT: list<item: list<item: string>>, PERSON: list<item: list<item: string>>, QUANTITY: list<item: list<item: string>>, TIME: list<item: list<item: string>>, WORK_OF_ART: list<item: list<item: string>>> to {'CARDINAL': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'DATE': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'EVENT': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'FAC': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'GPE': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'LAW': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'LOC': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'MONEY': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'NORP': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'ORDINAL': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'ORG': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'PERCENT': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'PERSON': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'PRODUCT': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'QUANTITY': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'TIME': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'WORK_OF_ART': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None)} ``` </details> ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.2.2 - Platform: Ubuntu 18.04 - Python version: 3.9.7 - PyArrow version: 7.0.0
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Dataset should have a `.name` field
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[ "Hi! You can already use `dset.builder_name` and `dset.config_name` for that purpose. And when it comes to versioning, it's better to use `dset._fingerprint` than the `version` attribute as the former represents a deterministic hash that encodes all the mutable ops executed on a dataset, and the latter stays the same unless it's manually updated after each op." ]
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**Is your feature request related to a problem? Please describe.** If building pipelines that can evaluate on more than one dataset, it would be nice to be able to log results of things like `Evaluating on {dataset.name}` or `results for {dataset.name} are: {results}` Without some way of concisely identifying a dataset from the dataset object, tools which might run on more than one dataset must be passed the dataset object _and_ the name/id of the dataset being used. **Describe the solution you'd like** The DatasetInfo class should have a `name` field which is the name of a dataset. then for a given dataset if it evolves in time the `version` can be updated but its different versions of the same dataset with a unique `name`. The name could then all be accessed by `dataset.name` **Describe alternatives you've considered** For my own purposes I am considering making `NamedDataset[Dataset]` where the subclass just has a .name field. **Additional context** My guess is that most usecases are not working with more than one dataset in a given pipeline so a name is not really needed. This has surprised me though as one of the advantages of a standard dataset interface is to be able to build pipelines which can be passed in a dataset and separate responsibilities of the dataset loading from the train or eval pipeline.
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Uncomment logging deactivation for ArrowBasedBuilder
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4403). All of your documentation changes will be reflected on that endpoint." ]
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Skip identical files in `push_to_hub` instead of overwriting
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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Skip identical files instead of overwriting them to save bandwidth and circumvent (user-side/server-side) errors, which can arise when working with large datasets due to long-lasting HTTP connections, by repeating calls to `push_to_hub` to resume an upload. To be able to check if an upload can be resumed, this PR modifies the shard naming scheme from: ``` data/{split}-[0-9][0-9][0-9][0-9][0-9]-of-[0-9][0-9][0-9][0-9][0-9].parquet ``` to: ``` data/{split}-[0-9][0-9][0-9][0-9][0-9]-of-[0-9][0-9][0-9][0-9][0-9]-<SHARD_FINGERPRINT>.parquet ``` cc @LysandreJik
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"NonMatchingChecksumError" when importing 'spider' dataset
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[ "Thanks for reporting, @OmarAlaaeldein.\r\n\r\nDatasets hosted at Google Drive give problems quite often due to a change in their service:\r\n- #3786 \r\n\r\nRelated to:\r\n- #3906\r\n\r\nI'm having a look.", "We have made a Pull Request to replace the Google Drive URL. This fix will be accessible in our next `datasets` library release.\r\n\r\nIn the meantime, once the PR merged into master, you can get this fix by installing our library from the GitHub master branch:\r\n```shell\r\npip install git+https://github.com/huggingface/datasets#egg=datasets\r\n```\r\nThen, if you had previously tried to load the data and got the checksum error, you should force the redownload of the data (before the fix, you just downloaded and cached the virus scan warning page, instead of the data file):\r\n```shell\r\nload_dataset(\"...\", download_mode=\"force_redownload\")\r\n```" ]
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## Describe the bug When importing 'spider' dataset [https://huggingface.co/datasets/spider] an error occurs ## Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset('spider') ``` ## Expected results Dataset object ## Actual results NonMatchingChecksumError: Checksums didn't match for dataset source files: ['https://drive.google.com/uc?export=download&id=1_AckYkinAnhqmRQtGsQgUKAnTHxxX5J0'] ## Environment info - `datasets` version: 2.2.2 - Platform: Windows-10-10.0.19041-SP0 - Python version: 3.7.11 - PyArrow version: 6.0.1 - Pandas version: 1.3.5
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load dataset wikitext-2-raw-v1 failed. Could not reach wikitext-2-raw-v1.py.
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## Describe the bug Could not reach wikitext-2-raw-v1.py ## Steps to reproduce the bug ```python from datasets import load_dataset load_dataset("wikitext-2-raw-v1") ``` ## Expected results Download `wikitext-2-raw-v1` dataset successfully. ## Actual results ``` File "load_datasets.py", line 13, in <module> load_dataset("wikitext-2-raw-v1") File "/root/miniconda3/lib/python3.6/site-packages/datasets/load.py", line 1715, in load_dataset **config_kwargs, File "/root/miniconda3/lib/python3.6/site-packages/datasets/load.py", line 1536, in load_dataset_builder data_files=data_files, File "/root/miniconda3/lib/python3.6/site-packages/datasets/load.py", line 1282, in dataset_module_factory raise e1 from None File "/root/miniconda3/lib/python3.6/site-packages/datasets/load.py", line 1224, in dataset_module_factory dynamic_modules_path=dynamic_modules_path, File "/root/miniconda3/lib/python3.6/site-packages/datasets/load.py", line 559, in get_module local_path = self.download_loading_script(revision) File "/root/miniconda3/lib/python3.6/site-packages/datasets/load.py", line 539, in download_loading_script return cached_path(file_path, download_config=download_config) File "/root/miniconda3/lib/python3.6/site-packages/datasets/utils/file_utils.py", line 246, in cached_path download_desc=download_config.download_desc, File "/root/miniconda3/lib/python3.6/site-packages/datasets/utils/file_utils.py", line 582, in get_from_cache raise ConnectionError(f"Couldn't reach {url} ({repr(head_error)})") ConnectionError: Couldn't reach https://raw.githubusercontent.com/huggingface/datasets/2.2.2/datasets/wikitext-2-raw-v1/wikitext-2-raw-v1.py (ReadTimeout(ReadTimeoutError("HTTPSConnectionPool(host='raw.githubusercontent.com', port=443): Read timed out. (read timeout=100)",),)) ``` I tried to download wikitext-2-raw-v1.py by chrome and got: ![image](https://user-images.githubusercontent.com/20658907/170171595-0ca9f1da-c05a-4b57-861e-9530bfa3bdb9.png) ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.2.2 - Platform: CentOS 7 - Python version: 3.6 - PyArrow version: 3.0.0
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LocalDatasetModuleFactoryWithoutScript extracts invalid builder name
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[ "Ok, so\r\n```\r\nos.path.basename(\"/home/user/\")\r\n```\r\ngives `''` while \r\n```\r\nos.path.basename(\"/home/user\")\r\n```\r\ngives `user`. \r\nThe code should check if the last char is a slash.\r\n", "The fix is:\r\n```\r\n\"name\": os.path.basename(self.path[:-1] if self.path[-1] == \"/\" else self.path)\r\n```" ]
1,653,415,381,000
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## Describe the bug Trying to load a local dataset raises an error indicating that the config builder has to have a name. No error should be reported, since the call is completly valid. ## Steps to reproduce the bug ```python load_dataset("./data/some-dataset/", name="some-name") ``` ## Expected results The dataset should be loaded. ## Actual results ``` Traceback (most recent call last): File "train_lquad.py", line 19, in <module> load(tokenize_target_function, tokenize_target_function, {}, tokenizer) File "train_lquad.py", line 14, in load dataset = load_dataset("./data/lquad/", name="lquad") File "/net/pr2/scratch/people/plgapohl/python-3.8.6/lib/python3.8/site-packages/datasets/load.py", line 1708, in load_dataset builder_instance = load_dataset_builder( File "/net/pr2/scratch/people/plgapohl/python-3.8.6/lib/python3.8/site-packages/datasets/load.py", line 1560, in load_dataset_builder builder_instance: DatasetBuilder = builder_cls( File "/net/pr2/scratch/people/plgapohl/python-3.8.6/lib/python3.8/site-packages/datasets/builder.py", line 269, in __init__ self.config, self.config_id = self._create_builder_config( File "/net/pr2/scratch/people/plgapohl/python-3.8.6/lib/python3.8/site-packages/datasets/builder.py", line 403, in _create_builder_config raise ValueError(f"BuilderConfig must have a name, got {builder_config.name}") ValueError: BuilderConfig must have a name, got ``` ## Environment info - `datasets` version: 2.2.2 - Platform: Linux-4.18.0-348.20.1.el8_5.x86_64-x86_64-with-glibc2.2.5 - Python version: 3.8.6 - PyArrow version: 8.0.0 - Pandas version: 1.4.2 The error is probably in line 795 in load.py: ``` builder_kwargs = { "hash": hash, "data_files": data_files, "name": os.path.basename(self.path), "base_path": self.path, **builder_kwargs, } ``` `os.path.basename` for a directory returns an empty string, rather than the name of the directory.
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I_kwDODunzps5KTp_9
4,398
Calling `cast_column` and a sequence of `map` operations ends up making `faiss` fail while looking for removed columns
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[ "It works if we either remove the `ds = ds.cast_column(\"id\", Value(\"int32\"))` line from the code above, or if instead calling `ds.remove_columns()` we remove the columns inside each mapping as `ds.map(..., remove_columns=[...])` instead of right after the mapping.\r\n\r\nBoth of those solutions seem to fix the issue, so the root cause of it may be around that. Sorry I cannot provide you more insights, in case I get to fix it I'll submit a PR, in the meanwhile the code that I'm using as a workaround is the following:\r\n\r\n```python\r\nfrom transformers import DPRContextEncoder, DPRContextEncoderTokenizer\r\nimport torch\r\n\r\ntorch.set_grad_enabled(False)\r\nctx_encoder = DPRContextEncoder.from_pretrained(\"facebook/dpr-ctx_encoder-single-nq-base\")\r\nctx_tokenizer = DPRContextEncoderTokenizer.from_pretrained(\"facebook/dpr-ctx_encoder-single-nq-base\")\r\n\r\nfrom datasets import load_dataset, Value\r\n\r\nds = load_dataset(\"csv\", data_files=[\"sample.csv\"], split=\"train\")\r\nds = ds.cast_column(\"id\", Value(\"int32\"))\r\nds = ds.map(lambda x: {\"inputs\": f\"{ctx_tokenizer.sep_token}\".join([\"title\", \"summary\"])}, remove_columns=[\"title\", \"summary\"])\r\n\r\ndef generate_embeddings(x):\r\n return {\"embeddings\": ctx_encoder(**ctx_tokenizer(x[\"inputs\"], return_tensors=\"pt\"))[0][0].numpy()}\r\n\r\nds = ds.map(generate_embeddings, remove_columns=[\"inputs\"])\r\nds.add_faiss_index(column=\"embeddings\")\r\n```", "FYI the main reason I want to use `dataset.remove_columns` rather than the function inside `dataset.map` is because according to the 🤗 Datasets documentation, it's faster.\r\n\r\n\"🤗 Datasets also has a [Dataset.remove_columns()](https://huggingface.co/docs/datasets/v2.2.1/en/package_reference/main_classes#datasets.Dataset.remove_columns) method that is functionally identical, but faster, because it doesn’t copy the data of the remaining columns.\"\r\n\r\nMore information at https://huggingface.co/docs/datasets/process#map", "Here I'm presenting all the scenarios so that you can further investigate the issue:\r\n\r\n- ✅ `cast_column` -> `map` with `remove_columns` -> `map` with `remove_columns` -> `add_faiss_index`\r\n\r\n ```python\r\n from transformers import DPRContextEncoder, DPRContextEncoderTokenizer\r\n import torch\r\n \r\n torch.set_grad_enabled(False)\r\n ctx_encoder = DPRContextEncoder.from_pretrained(\"facebook/dpr-ctx_encoder-single-nq-base\")\r\n ctx_tokenizer = DPRContextEncoderTokenizer.from_pretrained(\"facebook/dpr-ctx_encoder-single-nq-base\")\r\n \r\n from datasets import load_dataset, Value\r\n \r\n ds = load_dataset(\"csv\", data_files=[\"sample.csv\"], split=\"train\")\r\n ds = ds.cast_column(\"id\", Value(\"int32\"))\r\n ds = ds.map(lambda x: {\"inputs\": f\"{ctx_tokenizer.sep_token}\".join([\"title\", \"summary\"])}, remove_columns=[\"title\", \"summary\"])\r\n \r\n def generate_embeddings(x):\r\n return {\"embeddings\": ctx_encoder(**ctx_tokenizer(x[\"inputs\"], return_tensors=\"pt\"))[0][0].numpy()}\r\n \r\n ds = ds.map(generate_embeddings, remove_columns=[\"inputs\"])\r\n ds.add_faiss_index(column=\"embeddings\")\r\n ```\r\n\r\n- ❌ `cast_column` -> `map` -> `remove_columns` -> `map` -> `remove_columns` -> `add_faiss_index`\r\n\r\n ```python\r\n from transformers import DPRContextEncoder, DPRContextEncoderTokenizer\r\n import torch\r\n \r\n torch.set_grad_enabled(False)\r\n ctx_encoder = DPRContextEncoder.from_pretrained(\"facebook/dpr-ctx_encoder-single-nq-base\")\r\n ctx_tokenizer = DPRContextEncoderTokenizer.from_pretrained(\"facebook/dpr-ctx_encoder-single-nq-base\")\r\n \r\n from datasets import load_dataset, Value\r\n \r\n ds = load_dataset(\"csv\", data_files=[\"sample.csv\"], split=\"train\")\r\n ds = ds.cast_column(\"id\", Value(\"int32\"))\r\n ds = ds.map(lambda x: {\"inputs\": f\"{ctx_tokenizer.sep_token}\".join([\"title\", \"summary\"])})\r\n ds = ds.remove_columns([\"title\", \"summary\"])\r\n \r\n def generate_embeddings(x):\r\n return {\"embeddings\": ctx_encoder(**ctx_tokenizer(x[\"inputs\"], return_tensors=\"pt\"))[0][0].numpy()}\r\n \r\n ds = ds.map(generate_embeddings)\r\n ds = ds.remove_columns([\"inputs\"])\r\n ds.add_faiss_index(column=\"embeddings\")\r\n ```\r\n\r\n- ❌ `cast_column` -> `map` with `remove_columns` -> `map` -> `remove_columns` -> `add_faiss_index`\r\n\r\n\r\n ```python\r\n from transformers import DPRContextEncoder, DPRContextEncoderTokenizer\r\n import torch\r\n \r\n torch.set_grad_enabled(False)\r\n ctx_encoder = DPRContextEncoder.from_pretrained(\"facebook/dpr-ctx_encoder-single-nq-base\")\r\n ctx_tokenizer = DPRContextEncoderTokenizer.from_pretrained(\"facebook/dpr-ctx_encoder-single-nq-base\")\r\n \r\n from datasets import load_dataset, Value\r\n \r\n ds = load_dataset(\"csv\", data_files=[\"sample.csv\"], split=\"train\")\r\n ds = ds.cast_column(\"id\", Value(\"int32\"))\r\n ds = ds.map(lambda x: {\"inputs\": f\"{ctx_tokenizer.sep_token}\".join([\"title\", \"summary\"])}, remove_columns=[\"title\", \"summary\"])\r\n \r\n def generate_embeddings(x):\r\n return {\"embeddings\": ctx_encoder(**ctx_tokenizer(x[\"inputs\"], return_tensors=\"pt\"))[0][0].numpy()}\r\n \r\n ds = ds.map(generate_embeddings)\r\n ds = ds.remove_columns([\"inputs\"])\r\n ds.add_faiss_index(column=\"embeddings\")\r\n ```\r\n\r\n- ✅ `cast_column` -> `map` -> `remove_columns` -> `map` with `remove_columns` -> `add_faiss_index`\r\n\r\n\r\n ```python\r\n from transformers import DPRContextEncoder, DPRContextEncoderTokenizer\r\n import torch\r\n \r\n torch.set_grad_enabled(False)\r\n ctx_encoder = DPRContextEncoder.from_pretrained(\"facebook/dpr-ctx_encoder-single-nq-base\")\r\n ctx_tokenizer = DPRContextEncoderTokenizer.from_pretrained(\"facebook/dpr-ctx_encoder-single-nq-base\")\r\n \r\n from datasets import load_dataset, Value\r\n \r\n ds = load_dataset(\"csv\", data_files=[\"sample.csv\"], split=\"train\")\r\n ds = ds.cast_column(\"id\", Value(\"int32\"))\r\n ds = ds.map(lambda x: {\"inputs\": f\"{ctx_tokenizer.sep_token}\".join([\"title\", \"summary\"])})\r\n ds = ds.remove_columns([\"title\", \"summary\"])\r\n \r\n def generate_embeddings(x):\r\n return {\"embeddings\": ctx_encoder(**ctx_tokenizer(x[\"inputs\"], return_tensors=\"pt\"))[0][0].numpy()}\r\n \r\n ds = ds.map(generate_embeddings, remove_columns=[\"inputs\"])\r\n ds.add_faiss_index(column=\"embeddings\")\r\n ```\r\n\r\n- ✅ `map` -> `remove_columns` -> `map` -> `remove_columns` -> `add_faiss_index`\r\n\r\n\r\n ```python\r\n from transformers import DPRContextEncoder, DPRContextEncoderTokenizer\r\n import torch\r\n \r\n torch.set_grad_enabled(False)\r\n ctx_encoder = DPRContextEncoder.from_pretrained(\"facebook/dpr-ctx_encoder-single-nq-base\")\r\n ctx_tokenizer = DPRContextEncoderTokenizer.from_pretrained(\"facebook/dpr-ctx_encoder-single-nq-base\")\r\n \r\n from datasets import load_dataset, Value\r\n \r\n ds = load_dataset(\"csv\", data_files=[\"sample.csv\"], split=\"train\")\r\n ds = ds.map(lambda x: {\"inputs\": f\"{ctx_tokenizer.sep_token}\".join([\"title\", \"summary\"])})\r\n ds = ds.remove_columns([\"title\", \"summary\"])\r\n \r\n def generate_embeddings(x):\r\n return {\"embeddings\": ctx_encoder(**ctx_tokenizer(x[\"inputs\"], return_tensors=\"pt\"))[0][0].numpy()}\r\n \r\n ds = ds.map(generate_embeddings)\r\n ds = ds.remove_columns([\"inputs\"])\r\n ds.add_faiss_index(column=\"embeddings\")\r\n ```", "So on, I've created #4411 so as to fix the bug with `remove_columns` under certain conditions before `add_faiss_index`, which means that the scenarios not working above are already working fine." ]
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CONTRIBUTOR
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First of all, sorry in advance for the unclear title, but this bug is weird to explain (at least for me), so I tried my best to summarize all the information in this issue. ## Describe the bug Calling a certain combination of operations over a 🤗 `Dataset` and then trying to calculate the `faiss` index with `.add_faiss_index` ends up throwing an exception while trying to set the format back of a previously removed column. But this just happens over certain conditions... I'll present some scenarios below! ## Steps to reproduce the bug Assuming the following dataset named `sample.csv` with some IMDb data: ```csv id,title,summary 1877830,"The Batman","When a sadistic serial killer begins murdering key political figures in Gotham, Batman is forced to investigate the city's hidden corruption and question his family's involvement." 9419884,"Doctor Strange in the Multiverse of Madness","Doctor Strange teams up with a mysterious teenage girl from his dreams who can travel across multiverses, to battle multiple threats, including other-universe versions of himself, which threaten to wipe out millions across the multiverse. They seek help from Wanda the Scarlet Witch, Wong and others." 11138512,"The Northman","From visionary director Robert Eggers comes The Northman, an action-filled epic that follows a young Viking prince on his quest to avenge his father's murder." 1745960,"Top Gun: Maverick","After more than thirty years of service as one of the Navy's top aviators, Pete Mitchell is where he belongs, pushing the envelope as a courageous test pilot and dodging the advancement in rank that would ground him." ``` We'll be able to reproduce the bug using the following piece of code: ```python # Sample code to reproduce the bug from transformers import DPRContextEncoder, DPRContextEncoderTokenizer import torch torch.set_grad_enabled(False) ctx_encoder = DPRContextEncoder.from_pretrained("facebook/dpr-ctx_encoder-single-nq-base") ctx_tokenizer = DPRContextEncoderTokenizer.from_pretrained("facebook/dpr-ctx_encoder-single-nq-base") from datasets import load_dataset, Value ds = load_dataset("csv", data_files=["sample.csv"], split="train") ds = ds.cast_column("id", Value("int32")) # from `int64` to `int32` ds = ds.map(lambda x: {"inputs": f"{ctx_tokenizer.sep_token}".join(["title", "summary"])}) ds = ds.remove_columns(["title", "summary"]) def generate_embeddings(x): return {"embeddings": ctx_encoder(**ctx_tokenizer(x["inputs"], return_tensors="pt"))[0][0].numpy()} ds = ds.map(generate_embeddings) ds = ds.remove_columns("inputs") ds.add_faiss_index(column="embeddings") # It fails here! ``` The code above is an adaptation of https://huggingface.co/docs/datasets/faiss_es, for the sake of presenting the bug with a simple example. ## Expected results Ideally, the `faiss` index should be calculated over the 🤗 `Dataset` and no exception should be triggered. ## Actual results But what happens instead is that a `ValueError: Columns ['inputs'] not in the dataset. Current columns in the dataset: ['id', 'embeddings']`, which makes no sense as that column has been previously dropped. ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.2.2 - Platform: Linux-5.4.0-1074-azure-x86_64-with-glibc2.31 - Python version: 3.9.5 - PyArrow version: 8.0.0 - Pandas version: 1.4.2
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PR_kwDODunzps44XcG3
4,397
Fix dependency on dill version
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We had to make a hotfix by pinning dill: - #4380 because from version 0.3.5, our custom `save_function` pickling function was raising an exception: - #4379 This PR fixes this by implementing our custom `save_function` depending on the version of dill. CC: @anivegesana This PR needs first being merged: - [x] #4384 - so that a circular import is fixed It is also convenient to merge first: - [x] #4385
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Fix URL in gem dataset for totto config
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As commented in: - https://github.com/huggingface/datasets/issues/4386#issuecomment-1134902372 CC: @StevenTang1998
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Add Pascal VOC dataset
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4395). All of your documentation changes will be reflected on that endpoint." ]
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This PR adds the Pascal VOC dataset in the same way TFDS has it added. I believe we can iterate on this dataset and in future versions include more data, such as segmentation masks, but for now I think it is a good idea to just add it the same way as TFDS to get a solid first version out there.
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4,394
trainer became extremely slow after reload dataset by `load_from_disk`
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[ "I tried to make the dataset much more smaller (100000 rows) , then the speed became `33.88it/s` from`8.62s/it`. It's nearly 200 times... Do you have any idea? Thank you!", "Similar issue: https://github.com/huggingface/transformers/issues/8818\r\n\r\nI changed `RandomSampler` to `SequentialSampler` in the `trainer.py`, but the speed didn't become faster.", "I changed\r\n```\r\ntokenized_datasets = load_from_disk(\r\n \"/pathto/dataset\"\r\n )\r\n```\r\nto\r\n```\r\ntokenized_datasets = load_from_disk(\r\n \"/pathto/dataset\", keep_in_memory=True\r\n )\r\n```\r\nand obtained normal speed. It's seems that the problem is on the os's speed limit." ]
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## Describe the bug Due to memory problem, I need to save my tokenized datasets locally by CPU and reload it by multi GPU for running training script. However, after I reload it by `load_from_disk` and start training, the speed is extremely slow. It says I need about 1500 hours with 8 A100 cards. Before this, I can run the whole script in one day with a single A100 card. Since I am try to pre-train a BERT, **my dataset is very large(29058165 rows)** ## Steps to reproduce the bug ```python tokenized_datasets.save_to_disk( "/pathto/dataset" ) tokenized_datasets = load_from_disk( "/pathto/dataset" ) trainer = Trainer( model=model, args=training_args, train_dataset=tokenized_datasets["train"] if training_args.do_train else None, eval_dataset=tokenized_datasets["validation"] if training_args.do_eval else None, tokenizer=tokenizer, data_collator=data_collator, ) train_result = trainer.train(resume_from_checkpoint=checkpoint) ``` ## Expected results Without the save and reload process, I only need about one day to run the whole script with one A100 card. ## Actual results ``` [INFO|trainer.py:1290] 2022-05-23 22:49:46,266 >> ***** Running training ***** [INFO|trainer.py:1291] 2022-05-23 22:49:46,266 >> Num examples = 29058165 [INFO|trainer.py:1292] 2022-05-23 22:49:46,266 >> Num Epochs = 5 [INFO|trainer.py:1293] 2022-05-23 22:49:46,266 >> Instantaneous batch size per device = 16 [INFO|trainer.py:1294] 2022-05-23 22:49:46,266 >> Total train batch size (w. parallel, distributed & accumulation) = 256 [INFO|trainer.py:1295] 2022-05-23 22:49:46,266 >> Gradient Accumulation steps = 2 [INFO|trainer.py:1296] 2022-05-23 22:49:46,266 >> Total optimization steps = 567540 0%| | 1/567540 [00:09<1544:49:04, 9.80s/it] 0%| | 2/567540 [00:17<1320:00:17, 8.37s/it] 0%| | 3/567540 [00:26<1393:10:17, 8.84s/it] 0%| | 4/567540 [00:34<1344:56:33, 8.53s/it] 0%| | 5/567540 [00:43<1359:36:12, 8.62s/it] ``` ## Environment info ``` torch 1.11.0+cu113 torchaudio 0.11.0+cu113 torchvision 0.12.0+cu113 transformers 4.18.0 datasets 2.2.2 ```
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4,393
Update CI deprecated legacy image
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Now our CI still uses a deprecated legacy image: > You’re using a [deprecated Docker convenience image.](https://discuss.circleci.com/t/legacy-convenience-image-deprecation/41034) Upgrade to a next-gen Docker convenience image. This PR updates to next-generation convenience image. Related to: - #2955
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remove int documentation from logging docs
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Removes the `int` documentation from the [logging section](https://huggingface.co/docs/datasets/package_reference/logging_methods#levels) of the docs.
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Refactor column mappings for question answering datasets
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[ "_The documentation is not available anymore as the PR was closed or merged._", "> Thanks.\r\n> \r\n> I have no visibility about this, but if you say it is more useful for AutoTrain this way...\r\n\r\nThanks for the review @albertvillanova ! Yes, I need some way to reconstruct the original column names with a period because that's how they appear after we flatten the nested columns. In any case, we can adjust this later if needed :)", "Does that mean that we need to change the metadata?", "> Does that mean that we need to change the metadata?\r\n\r\nYes, but this PR takes care of it :)", "Oh good! thanks for the heads up!" ]
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This PR tweaks the keys in the metadata that are used to define the column mapping for question answering datasets. This is needed in order to faithfully reconstruct column names like `answers.text` and `answers.answer_start` from the keys in AutoTrain. As observed in https://github.com/huggingface/datasets/pull/4367 we cannot use periods `.` in the keys of the YAML tags, so a decision was made to use a flat mapping with underscores. For QA datasets, however, it's handy to be able to reconstruct the nesting -- hence this PR. cc @sashavor
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Fix metadata validation
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4390). All of your documentation changes will be reflected on that endpoint." ]
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Since Python 3.8, the typing module: - raises an AttributeError when trying to access `__args__` on any type, e.g.: `List.__args__` - provides the `get_args` function instead: `get_args(List)` This PR implements a fix for Python >=3.8 whereas maintaining backward compatibility.
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Fix bug in gem dataset for wiki_auto_asset_turk config
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This PR fixes some URLs. Fix #4386.
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Set builder name from module instead of class
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Now the builder name attribute is set from from the builder class name. This PR sets the builder name attribute from the module name instead. Some motivating reasons: - The dataset ID is relevant and unique among all datasets and this is directly related to the repository name, i.e., the name of the directory containing the dataset - The name of the module (i.e. the file containing the loading loading script) is already relevant for loading: it must have the same name as its containing directory (related to the dataset ID), as we search for it using its directory name - On the other hand, the name of the builder class is not relevant for loading: in our code, we just search for a class which is subclass of `DatasetBuilder` (independently of its name). We do not put any constraint on the naming of the builder class and indeed it can have a name completely different from its module/direcotry/dataset_id IMO it makes more sense to align the caching directory name with the dataset_id/directory/module name instead of the builder class name. Fix #4381.
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device/google/accessory/adk2012 - Git at Google
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"git clone https://android.googlesource.com/device/google/accessory/adk2012" https://android.googlesource.com/device/google/accessory/adk2012/#:~:text=git%20clone%20https%3A//android.googlesource.com/device/google/accessory/adk2012
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Bug for wiki_auto_asset_turk from GEM
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[ "Thanks for reporting, @StevenTang1998.\r\n\r\nI'm looking into it. ", "Hi @StevenTang1998,\r\n\r\nWe have fixed the issue:\r\n- #4389\r\n\r\nThe fix will be available in our next `datasets` library release. In the meantime, you can incorporate that fix by installing `datasets` from our GitHub repo:\r\n```\r\npip install git+https://github.com/huggingface/datasets#egg=datasets\r\n```", "Thanks for your reply!!\r\nAnd the totto dataset has the same problem. The url should be change to [https://storage.googleapis.com/totto-public/totto_data.zip](https://storage.googleapis.com/totto-public/totto_data.zip).", "Hi again @StevenTang1998,\r\n\r\nI don't see any problem when loading `totto` dataset:\r\n```python\r\nIn [4]: import datasets\r\n ...: ds = datasets.load_dataset(\"totto\")\r\nDownloading builder script: 5.58kB [00:00, 5.33MB/s] \r\nDownloading metadata: 2.78kB [00:00, 2.96MB/s] \r\nUsing custom data configuration default\r\nDownloading and preparing dataset totto/default (download: 179.03 MiB, generated: 706.59 MiB, post-processed: Unknown size, total: 885.62 MiB) to .../.cache/huggingface/datasets/totto/default/1.0.0/263c85871e5451bc892c65ca0306c0629eb7beb161e0eb998f56231562335dd2...\r\nDownloading data: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 188M/188M [00:32<00:00, 5.77MB/s]\r\nDataset totto downloaded and prepared to .../.cache/huggingface/datasets/totto/default/1.0.0/263c85871e5451bc892c65ca0306c0629eb7beb161e0eb998f56231562335dd2. Subsequent calls will reuse this data.\r\n100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 147.95it/s]\r\n\r\nIn [5]: ds\r\nOut[5]: \r\nDatasetDict({\r\n train: Dataset({\r\n features: ['id', 'table_page_title', 'table_webpage_url', 'table_section_title', 'table_section_text', 'table', 'highlighted_cells', 'example_id', 'sentence_annotations', 'overlap_subset'],\r\n num_rows: 120761\r\n })\r\n validation: Dataset({\r\n features: ['id', 'table_page_title', 'table_webpage_url', 'table_section_title', 'table_section_text', 'table', 'highlighted_cells', 'example_id', 'sentence_annotations', 'overlap_subset'],\r\n num_rows: 7700\r\n })\r\n test: Dataset({\r\n features: ['id', 'table_page_title', 'table_webpage_url', 'table_section_title', 'table_section_text', 'table', 'highlighted_cells', 'example_id', 'sentence_annotations', 'overlap_subset'],\r\n num_rows: 7700\r\n })\r\n})\r\n```", "Sorry, I didn't express it clearly. It's the totto dataset from gem.\r\ndatasets.load_dataset('gem', 'totto')\r\n", "@StevenTang1998 fixed in:\r\n- #4396", "Thanks!!" ]
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## Describe the bug The script of wiki_auto_asset_turk for GEM may be out of date. ## Steps to reproduce the bug ```python import datasets datasets.load_dataset('gem', 'wiki_auto_asset_turk') ``` ## Actual results ``` Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home/tangtianyi/miniconda3/lib/python3.8/site-packages/datasets/load.py", line 1731, in load_dataset builder_instance.download_and_prepare( File "/home/tangtianyi/miniconda3/lib/python3.8/site-packages/datasets/builder.py", line 640, in download_and_prepare self._download_and_prepare( File "/home/tangtianyi/miniconda3/lib/python3.8/site-packages/datasets/builder.py", line 1158, in _download_and_prepare super()._download_and_prepare(dl_manager, verify_infos, check_duplicate_keys=verify_infos) File "/home/tangtianyi/miniconda3/lib/python3.8/site-packages/datasets/builder.py", line 707, in _download_and_prepare split_generators = self._split_generators(dl_manager, **split_generators_kwargs) File "/home/tangtianyi/.cache/huggingface/modules/datasets_modules/datasets/gem/982a54473b12c6a6e40d4356e025fb7172a5bb2065e655e2c1af51f2b3cf4ca1/gem.py", line 538, in _split_generators dl_dir = dl_manager.download_and_extract(_URLs[self.config.name]) File "/home/tangtianyi/miniconda3/lib/python3.8/site-packages/datasets/utils/download_manager.py", line 416, in download_and_extract return self.extract(self.download(url_or_urls)) File "/home/tangtianyi/miniconda3/lib/python3.8/site-packages/datasets/utils/download_manager.py", line 294, in download downloaded_path_or_paths = map_nested( File "/home/tangtianyi/miniconda3/lib/python3.8/site-packages/datasets/utils/py_utils.py", line 351, in map_nested mapped = [ File "/home/tangtianyi/miniconda3/lib/python3.8/site-packages/datasets/utils/py_utils.py", line 352, in <listcomp> _single_map_nested((function, obj, types, None, True, None)) File "/home/tangtianyi/miniconda3/lib/python3.8/site-packages/datasets/utils/py_utils.py", line 288, in _single_map_nested return function(data_struct) File "/home/tangtianyi/miniconda3/lib/python3.8/site-packages/datasets/utils/download_manager.py", line 320, in _download return cached_path(url_or_filename, download_config=download_config) File "/home/tangtianyi/miniconda3/lib/python3.8/site-packages/datasets/utils/file_utils.py", line 234, in cached_path output_path = get_from_cache( File "/home/tangtianyi/miniconda3/lib/python3.8/site-packages/datasets/utils/file_utils.py", line 579, in get_from_cache raise FileNotFoundError(f"Couldn't find file at {url}") FileNotFoundError: Couldn't find file at https://github.com/facebookresearch/asset/raw/master/dataset/asset.test.orig ```
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Test dill
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[ "_The documentation is not available anymore as the PR was closed or merged._", "I should point out that the hash will be the same if computed twice with the same code on the same version of dill (after adding huggingface's code that removes line numbers and file names, and sorts globals.) My changes in dill 0.3.5 and ones that I will make in 0.3.6 will result in different pickles than the ones dill 0.3.4 was making. This should still be fine for caching.", "Just some comments @lhoestq:\r\n\r\nThe best practice for testing is to have a `test_<filename>.py` for each `<filename>.py`. Therefore in order to have the filenames aligned, I would propose:\r\n- either renaming `fingerprint.py` to `caching.py`\r\n- or renaming `test_caching.py` to `test_fingerprint.py`\r\n\r\nOn the other hand, my idea when implementing this test was not to test all the functionalities of the `Hasher`, but just to have a regression test that fails if dill version is > 0.3.4 and the pin in our `setup.py` is not present. Just recall that we had no failing test in our CI when the issue with dill was found on `transformers`.\r\n\r\nThe objective of this PR is just to have a regression test for that case: I tested and I got `AttributeError: module 'dill._dill' has no attribute 'stack'`\r\n\r\nFor this regression test, I took into account this comment by @gugarosa: https://github.com/huggingface/datasets/issues/4379#issuecomment-1133131825\r\n\r\nThere is no equivalent test in `test_caching.py` because our CI did not fail before pinning dill.", "Ok I see, renaming it to `test_fingerprint.py` sounds like a good idea :)" ]
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Regression test for future releases of `dill`. Related to #4379.
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Refactor download
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[ "_The documentation is not available anymore as the PR was closed or merged._", "This looks like a breaking change no ?\r\nAlso could you explain why it would be better this way ?", "The might be only there to help type checkers, but I am not too familiar with the code base to know for sure. I think this might be useful:\n\nhttps://docs.python.org/3/library/typing.html#typing.TYPE_CHECKING", "> This looks like a breaking change no ?\r\n> Also could you explain why it would be better this way ?\r\n\r\nSorry, @lhoestq, I naively thought it was obvious. I have tried to give some arguments in the motivation of this PR (see above). I can give additional arguments if needed. " ]
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This PR performs a refactoring of the download functionalities, by proposing a modular solution and moving them to their own package "download". Some motivating arguments: - understandability: from a logical partitioning of the library, it makes sense to have all download functionalities grouped together instead of scattered in a much larger directory containing many more different functionalities - abstraction: the level of abstraction of "download" (higher) is not the same as "utils" (lower); putting different levels of abstraction together, makes dependencies more intricate (potential circular dependencies) and the system more tightly coupled; when the levels of abstraction are clearly separated, the dependencies flow in a neat direction from higher to lower - architectural: "download" is a domain-specific functionality of our library/application (a dataset builder performs several actions: download, generate dataset and cache it); these functionalities are at the core of our library; on the other hand, "utils" are always a low-level set of functionalities, not directly related to our domain/business core logic (all libraries have "utils"), thus at the periphery of our lib architecture Also note that when a library is not architecturally designed following simple, neat, clean principles, this has a negative impact on extensibility, making more and more difficult to make enhancements. As a concrete example in this case, please see: https://app.circleci.com/pipelines/github/huggingface/datasets/12185/workflows/ff25a790-8e3f-45a1-aadd-9d79dfb73c4d/jobs/72860 - After an extension, a circular import is found - Diving into the cause of this circular import, see the dependency flow, which should be from higher to lower levels of abstraction: ``` ImportError while loading conftest '/home/circleci/datasets/tests/conftest.py'. tests/conftest.py:12: in <module> import datasets ../.pyenv/versions/3.6.15/lib/python3.6/site-packages/datasets/__init__.py:37: in <module> from .arrow_dataset import Dataset, concatenate_datasets ../.pyenv/versions/3.6.15/lib/python3.6/site-packages/datasets/arrow_dataset.py:59: in <module> from . import config ../.pyenv/versions/3.6.15/lib/python3.6/site-packages/datasets/config.py:8: in <module> from .utils.logging import get_logger ../.pyenv/versions/3.6.15/lib/python3.6/site-packages/datasets/utils/__init__.py:30: in <module> from .download_manager import DownloadConfig, DownloadManager, DownloadMode ../.pyenv/versions/3.6.15/lib/python3.6/site-packages/datasets/utils/download_manager.py:39: in <module> from .py_utils import NestedDataStructure, map_nested, size_str ../.pyenv/versions/3.6.15/lib/python3.6/site-packages/datasets/utils/py_utils.py:608: in <module> if config.DILL_VERSION < version.parse("0.3.5"): E AttributeError: module 'datasets.config' has no attribute 'DILL_VERSION' ``` Imports: - datasets - Dataset: lower level than datasets - config: lower level than Dataset - logger: lower level than config - DownloadManager: !!! HIGHER level of abstraction than logger!! Why when importing logger we require importing DownloadManager?!? - Logically, it does not make sense - This is due to an error in the design/architecture of our library: - To import the logger, we need to import it from `.utils.logging` - To import `.utils.logging` we need to import `.utils` - The import of `.utils` require the import of all its submodules defined in `utils.__init__.py`, among them: `.utils.download_manager`! When putting `logging` and `download_manager` both inside `utils`, in order to import `logging` we need to import `download_manager` first: this is a strong coupling between modules and moreover between modules at different levels of abstraction (to import a lower level module, we require to import a higher level module). Additionally, it is clear that is makes no sense that in order to import `logging` we require to import `download_manager` first.
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## Describe the L L ## Expected L A clear and concise lmll 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: - Python version: - PyArrow version:
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## Adding a Dataset - **Name:** *name of the dataset* - **Description:** *short description of the dataset (or link to social media or blog post)* - **Paper:** *link to the dataset paper if available* - **Data:** *link to the Github repository or current dataset location* - **Motivation:** *what are some good reasons to have this dataset* Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/master/ADD_NEW_DATASET.md).
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Bug in caching 2 datasets both with the same builder class name
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[ "Hi @NouamaneTazi, thanks for reporting.\r\n\r\nPlease note that both datasets are cached in the same directory because their loading builder classes have the same name: `class MTOP(datasets.GeneratorBasedBuilder)`.\r\n\r\nYou should name their builder classes differently, e.g.:\r\n- `MtopDomain`\r\n- `MtopIntent`" ]
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## Describe the bug The two datasets `mteb/mtop_intent` and `mteb/mtop_domain `use both the same cache folder `.cache/huggingface/datasets/mteb___mtop`. So if you first load `mteb/mtop_intent` then datasets will not load `mteb/mtop_domain`. If you delete this cache folder and flip the order how you load the two datasets , you will get the opposite datasets loaded (difference is here in terms of the label and label_text). ## Steps to reproduce the bug ```python import datasets dataset = datasets.load_dataset("mteb/mtop_intent", "en") print(dataset['train'][0]) dataset = datasets.load_dataset("mteb/mtop_domain", "en") print(dataset['train'][0]) ``` ## Expected results ``` Reusing dataset mtop (/home/nouamane/.cache/huggingface/datasets/mteb___mtop_intent/en/0.0.0/f930e32a294fed424f70263d8802390e350fff17862266e5fc156175c07d9c35) 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 920.14it/s] {'id': 3232343436343136, 'text': 'Has Angelika Kratzer video messaged me?', 'label': 1, 'label_text': 'GET_MESSAGE'} Reusing dataset mtop (/home/nouamane/.cache/huggingface/datasets/mteb___mtop_domain/en/0.0.0/f930e32a294fed424f70263d8802390e350fff17862266e5fc156175c07d9c35) 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 1307.59it/s] {'id': 3232343436343136, 'text': 'Has Angelika Kratzer video messaged me?', 'label': 0, 'label_text': 'messaging'} ``` ## Actual results ``` Reusing dataset mtop (/home/nouamane/.cache/huggingface/datasets/mteb___mtop/en/0.0.0/f930e32a294fed424f70263d8802390e350fff17862266e5fc156175c07d9c35) 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 920.14it/s] {'id': 3232343436343136, 'text': 'Has Angelika Kratzer video messaged me?', 'label': 1, 'label_text': 'GET_MESSAGE'} Reusing dataset mtop (/home/nouamane/.cache/huggingface/datasets/mteb___mtop/en/0.0.0/f930e32a294fed424f70263d8802390e350fff17862266e5fc156175c07d9c35) 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 1307.59it/s] {'id': 3232343436343136, 'text': 'Has Angelika Kratzer video messaged me?', 'label': 1, 'label_text': 'GET_MESSAGE'} ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.2.1 - Platform: macOS-12.1-arm64-arm-64bit - Python version: 3.9.12 - PyArrow version: 8.0.0 - Pandas version: 1.4.2
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Pin dill
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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Hotfix #4379. CC: @sgugger
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[ "Fixed by:\r\n- #4380 ", "Just an additional insight, the latest dill (either 0.3.5 or 0.3.5.1) also broke the hashing/fingerprinting of any mapping function.\r\n\r\nFor example:\r\n```\r\nfrom datasets import load_dataset\r\n\r\nd = load_dataset(\"rotten_tomatoes\")\r\nd.map(lambda x: x)\r\n```\r\n\r\nReturns the standard non-dillable error:\r\n```\r\nParameter 'function'=<function <lambda> at 0x7fe7d18c9560> of the transform datasets.arrow_dataset.Dataset._map_single couldn't be hashed properly....\r\n```", "@albertvillanova ExamplesTests.test_run_speech_recognition_seq2seq is in which file?", "Thanks a lot @gugarosa for the insight: we will incorporate it in our CI as regression testing for future dill releases.", "Hi @anivegesana, that test is in `transformers` library:\r\n- https://github.com/huggingface/transformers/blob/main/examples/pytorch/test_pytorch_examples.py#L449\r\n- https://github.com/huggingface/transformers/blob/main/examples/pytorch/speech-recognition/run_speech_recognition_seq2seq.py ", "@albertvillanova\n\nI did a deep dive into @gugarosa's problem and found the issue and it might be related to the one @sgugger discovered. In dill 0.3.5(.1), I created a new `save_function` that fixes a bug in dill that prevented the pickling of recursive inner functions. It was a more complete solution to the problem that `dill._dill.stack` tried to solve in the internal API of dill. Since `dill._dill.stack` was no longer needed, I removed it. Since datasets copies the `save_function` directly from the dill API, it stops working with the new dill version since `dill._dill.stack` is no longer present and the `save_function` has been updated with new code.\r\n\r\nhttps://github.com/huggingface/datasets/blob/95193ae61e92aa537d0c65d37a1fd9d2393aae89/src/datasets/utils/py_utils.py#L607-L678\r\n\r\n~If the dill version is below 0.3.5, you should keep this function. If it is after, you would need to update your copy of `save_function` to use the code I introduced, or manually add a `stack` variable to `dill._dill` if it doesn't exist. Fortunately, in any version of Python 3.7+, dictionaries are always in insertion order and dill no longer supports Python 3.6 or older. So, any globals dictionary saved by dill 0.3.5+ will be deterministic given that the version of dill is held constant and this save_function is unnecessary for newer versions of dill.~\r\n\r\nAh. I see what is happening. I guess a different copy of the function code is needed that sorts the global variables by name.\r\n\r\n```py\r\nif dill.__version__.split('.') < ['0', '3', '5']:\r\n # current save_function code inside here\r\nelse:\r\n # new save_function code inside here with the following line inserted after creating the globals\r\n globs = {k: globs[k] for k in sorted(globs.keys())} \r\n```\r\n\r\nWill look into the test case @sgugger pointed out after that and verify if this is causing the problem.\r\n\r\nI am actually looking into rewriting the global variables code in uqfoundation/dill#466 and will keep this in mind and will try to create an easy way to modify the global variables in dill 0.3.6 (for example, sort them by key like datasets does).", "Thanks a lot for your investigation @anivegesana.\r\n\r\nYes, we copied-pasted the old `save_function` function from `dill`, just adding a line to make deterministic the order of global variables `globs`. \r\n\r\nHowever, this function has changed a lot from version 0.3.5, after your PR (thank you for the fix in recursiveness, indeed):\r\n- uqfoundation/dill#443\r\n\r\nWe have to address this change.\r\n\r\nIf finally your PR to sort global variables is merged into dill 0.3.6, that will make our life easier, as the tweak will no longer be necessary. ;)\r\n\r\nI have included a regression test so that we are sure future releases of dill do not break `datasets`:\r\n- #4385 ", "I should note that because Python 3.6 and older are now deprecated and Python 3.7 has insertion order dictionaries, the globals in dill will have a deterministic order, just not sorted. I would still keep it sorted like you have it to help with stability (for example, if someone reorders variables in a file, then sorting the globals would not invalidate the cache.)\n\nIt seems that the order is not quite deterministic in IPython. Huggingface datasets seems to do well in Jupyter regardless, so it is not a good idea to remove the sorting. uqfoundation/dill#19" ]
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## Describe the bug As reported by @sgugger, latest dill release is breaking things with Datasets. ``` ______________ ExamplesTests.test_run_speech_recognition_seq2seq _______________ self = <multiprocess.pool.ApplyResult object at 0x7fa5981a1cd0>, timeout = None def get(self, timeout=None): self.wait(timeout) if not self.ready(): raise TimeoutError if self._success: return self._value else: > raise self._value E TypeError: '>' not supported between instances of 'NoneType' and 'float' ```
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4,378
Tidy up license metadata for google_wellformed_query, newspop, sick
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[ "_The documentation is not available anymore as the PR was closed or merged._", "& thank you!" ]
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Amend three licenses on datasets to fit naming convention (lower case, cc licenses include sub-version number). I think that's it - everything else on datasets looks great & super-searchable now!
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Fix checksum and bug in irc_disentangle dataset
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There was a bug in filepath segment: - wrong: `jkkummerfeld-irc-disentanglement-fd379e9` - right: `jkkummerfeld-irc-disentanglement-35f0a40` Also there was a bug in the checksum of the downloaded file. This PR fixes these issues. Fix partially #4376.
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irc_disentagle viewer error
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[ "DUPLICATED comment from https://github.com/huggingface/datasets/issues/3807:\r\n\r\nmy code:\r\n```\r\nfrom datasets import load_dataset\r\n\r\ndataset = load_dataset(\"irc_disentangle\", download_mode=\"force_redownload\")\r\n```\r\nhowever, it produces the same error\r\n```\r\n[38](file:///Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/datasets/utils/info_utils.py?line=37) if len(bad_urls) > 0:\r\n [39](file:///Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/datasets/utils/info_utils.py?line=38) error_msg = \"Checksums didn't match\" + for_verification_name + \":\\n\"\r\n---> [40](file:///Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/datasets/utils/info_utils.py?line=39) raise NonMatchingChecksumError(error_msg + str(bad_urls))\r\n [41](file:///Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/datasets/utils/info_utils.py?line=40) logger.info(\"All the checksums matched successfully\" + for_verification_name)\r\n\r\nNonMatchingChecksumError: Checksums didn't match for dataset source files:\r\n['https://github.com/jkkummerfeld/irc-disentanglement/tarball/master']\r\n```\r\nI attempted to use the `ignore_verifications' as such:\r\n\r\n```\r\nds = datasets.load_dataset('irc_disentangle', download_mode=\"force_redownload\", ignore_verifications=True)\r\n\r\nDownloading builder script: 12.0kB [00:00, 5.92MB/s] \r\nDownloading metadata: 7.58kB [00:00, 3.48MB/s] \r\nNo config specified, defaulting to: irc_disentangle/ubuntu\r\nDownloading and preparing dataset irc_disentangle/ubuntu (download: 112.98 MiB, generated: 60.05 MiB, post-processed: Unknown size, total: 173.03 MiB) to /Users/laylabouzoubaa/.cache/huggingface/datasets/irc_disentangle/ubuntu/1.0.0/0f24ab262a21d8c1d989fa53ed20caa928f5880be26c162bfbc02445dbade7e5...\r\nDownloading data: 118MB [00:09, 12.1MB/s] \r\n \r\nDataset irc_disentangle downloaded and prepared to /Users/laylabouzoubaa/.cache/huggingface/datasets/irc_disentangle/ubuntu/1.0.0/0f24ab262a21d8c1d989fa53ed20caa928f5880be26c162bfbc02445dbade7e5. Subsequent calls will reuse this data.\r\n100%|██████████| 3/3 [00:00<00:00, 675.38it/s]\r\n```\r\nbut, this returns an empty set?\r\n```\r\nDatasetDict({\r\n train: Dataset({\r\n features: ['id', 'raw', 'ascii', 'tokenized', 'date', 'connections'],\r\n num_rows: 0\r\n })\r\n test: Dataset({\r\n features: ['id', 'raw', 'ascii', 'tokenized', 'date', 'connections'],\r\n num_rows: 0\r\n })\r\n validation: Dataset({\r\n features: ['id', 'raw', 'ascii', 'tokenized', 'date', 'connections'],\r\n num_rows: 0\r\n })\r\n})\r\n```\r\nnot sure what else to try at this point?\r\nThanks in advanced🤗", "Thanks for reporting, @labouz. I'm addressing it. ", "The issue with checksum and empty dataset has been fixed by:\r\n- #4377\r\n\r\nTo load the dataset, you should force the re-generation of the dataset from the downloaded file by passing `download_mode=\"reuse_cache_if_exists\"` to `load_dataset`.\r\n\r\nIn relation with the issue with the dataset viewer, first the dataset should be refactored to support streaming.", "parfait!\r\nit works now, thank you 🙏 " ]
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the dataviewer shows this message for "ubuntu" - "train", "test", and "validation" splits: ``` Server error Status code: 400 Exception: ValueError Message: Cannot seek streaming HTTP file ``` it appears to give the same message for the "channel_two" data as well. I get a Checksums error when using `load_data()` with this dataset. Even with the `download_mode` and `ignore_verifications` options set. i referenced the issue here: https://github.com/huggingface/datasets/issues/3807
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Support DataLoader with num_workers > 0 in streaming mode
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4375). All of your documentation changes will be reflected on that endpoint." ]
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Previously it was not possible to properly stream a dataset using multiple `torch.utils.data.DataLoader` workers: - the `TorchIterableDataset` couldn't be pickled and passed to the subprocesses: https://github.com/huggingface/datasets/issues/3950 - streaming extension was failing: https://github.com/huggingface/datasets/issues/3951 - `fsspec` doesn't work out of the box in subprocesses From https://github.com/fsspec/filesystem_spec/pull/963#issuecomment-1131709948 : > Non-async instances might be safe in the forked child, if they hold no open files/sockets etc.; I'm not sure any implementations pass this test! > If any async instance has been created, the newly forked processes must: > 1. discard references to locks, threads and event loops and make new ones > 2. not use any async fsspec instances from the parent process > 3. clear all class instance caches Therefore in a DataLoader's worker, I clear the clear the reference to the loop and thread (1). We should be fine for 2 and 3 already since we don't use class instances from the parent process. Fix https://github.com/huggingface/datasets/issues/3950 Fix https://github.com/huggingface/datasets/issues/3951 TODO: fix tests
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extremely slow processing when using a custom dataset
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## processing a custom dataset loaded as .txt file is extremely slow, compared to a dataset of similar volume from the hub I have a large .txt file of 22 GB which i load into HF dataset `lang_dataset = datasets.load_dataset("text", data_files="hi.txt")` further i use a pre-processing function to clean the dataset `lang_dataset["train"] = lang_dataset["train"].map( remove_non_indic_sentences, num_proc=12, batched=True, remove_columns=lang_dataset['train'].column_names), batch_size=64)` the following processing takes astronomical time to process, while hoging all the ram. similar dataset of same size that's available in the huggingface hub works completely fine. which runs the same processing function and has the same amount of data. `lang_dataset = datasets.load_dataset("oscar-corpus/OSCAR-2109", "hi", use_auth_token=True)` the hours predicted to preprocess are as follows: huggingface hub dataset: 6.5 hrs custom loaded dataset: 7000 hrs note: both the datasets are almost actually same, just provided by different sources with has +/- some samples, only one is hosted on the HF hub and the other is downloaded in a text format. ## Steps to reproduce the bug ``` import datasets import psutil import sys import glob from fastcore.utils import listify import re import gc def remove_non_indic_sentences(example): tmp_ls = [] eng_regex = r'[. a-zA-Z0-9ÖÄÅöäå _.,!"\'\/$]*' for e in listify(example['text']): matches = re.findall(eng_regex, e) for match in (str(match).strip() for match in matches if match not in [""," ", " ", ",", " ,", ", ", " , "]): if len(list(match.split(" "))) > 2: e = re.sub(match," ",e,count=1) tmp_ls.append(e) gc.collect() example['clean_text'] = tmp_ls return example lang_dataset = datasets.load_dataset("text", data_files="hi.txt") lang_dataset["train"] = lang_dataset["train"].map( remove_non_indic_sentences, num_proc=12, batched=True, remove_columns=lang_dataset['train'].column_names), batch_size=64) ## same thing work much faster when loading similar dataset from hub lang_dataset = datasets.load_dataset("oscar-corpus/OSCAR-2109", "hi", split="train", use_auth_token=True) lang_dataset["train"] = lang_dataset["train"].map( remove_non_indic_sentences, num_proc=12, batched=True, remove_columns=lang_dataset['train'].column_names), batch_size=64) ``` ## Actual results similar dataset of same size that's available in the huggingface hub works completely fine. which runs the same processing function and has the same amount of data. `lang_dataset = datasets.load_dataset("oscar-corpus/OSCAR-2109", "hi", use_auth_token=True) **the hours predicted to preprocess are as follows:** huggingface hub dataset: 6.5 hrs custom loaded dataset: 7000 hrs **i even tried the following:** - sharding the large 22gb text files into smaller files and loading - saving the file to disk and then loading - using lesser num_proc - using smaller batch size - processing without batches ie : without `batched=True` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.2.2.dev0 - Platform: Ubuntu 20.04 LTS - Python version: 3.9.7 - PyArrow version:8.0.0
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4,373
Remove links in docs to old dataset viewer
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Remove the links in the docs to the no longer maintained dataset viewer.
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4,372
Check if dataset features match before push in `DatasetDict.push_to_hub`
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Fix #4211
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Add missing language tags for udhr dataset
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Add redirect to dataset script in the repo structure page
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Following https://github.com/huggingface/hub-docs/pull/146 I added a redirection to the dataset scripts documentation in the repository structure page.
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Add long answer candidates to natural questions dataset
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4368). All of your documentation changes will be reflected on that endpoint." ]
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This is a modification of the Natural Questions dataset to include missing information specifically related to long answer candidates. (See here: https://github.com/google-research-datasets/natural-questions#long-answer-candidates). This information is important to ensure consistent comparison with prior work. It does not disturb the rest of the format . @lhoestq @albertvillanova
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Remove config names as yaml keys
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[ "I included the change from https://github.com/huggingface/datasets/pull/4302 directly in this PR, this way the datasets will be updated right away in the CI (the CI is only triggered when a dataset card is changed)", "_The documentation is not available anymore as the PR was closed or merged._", "Alright it's ready now :)\r\n\r\nHere is an example for the `ade_corpus_v2` dataset card. Notice the new `configs` key:\r\n\r\nhttps://github.com/huggingface/datasets/blob/76d9a141740a03f6836feb251f6059894b8d8046/datasets/ade_corpus_v2/README.md#L1-L78\r\n\r\nCI failures are only related to dataset cards missing some content." ]
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Many datasets have dots in their config names. However it causes issues with the YAML tags of the dataset cards since we can't have dots in YAML keys. I fix this, I removed the tags separations per config name completely, and have a single flat YAML for all configurations. Dataset search doesn't use this info anyway. I removed all the config names used as YAML keys, and I moved them in under a new `config:` key. This is related to https://github.com/huggingface/datasets/pull/2362 (internal https://github.com/huggingface/moon-landing/issues/946). Also removing the dots in the YAML keys would allow us to do as in https://github.com/huggingface/datasets/pull/4302 which removes a hack that replaces all the dots by underscores in the YAML tags. I also added a test in the CI that checks that all the YAML tags to make sure that: - they can be parsed using a YAML parser - they contain only valid YAML tags like languages or task_ids
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TypeError: __init__() missing 1 required positional argument: 'scheme'
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[ "Duplicate of:\r\n- #3956\r\n\r\nI think you should report that issue to `elasticsearch` library: https://github.com/elastic/elasticsearch-py" ]
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"name" : "node-1", "cluster_name" : "elasticsearch", "cluster_uuid" : "", "version" : { "number" : "7.5.0", "build_flavor" : "default", "build_type" : "tar", "build_hash" : "", "build_date" : "2019-11-26T01:06:52.518245Z", "build_snapshot" : false, "lucene_version" : "8.3.0", "minimum_wire_compatibility_version" : "6.8.0", "minimum_index_compatibility_version" : "6.0.0-beta1" when I run the order: nohup python3 custom_service.pyc > service.log 2>&1& the log: nohup: 忽略输入 Traceback (most recent call last): File "/home/xfz/p3_custom_test/custom_service.py", line 55, in <module> File "/home/xfz/p3_custom_test/custom_service.py", line 48, in doInitialize File "custom_impl.py", line 286, in custom_setup File "custom_impl.py", line 127, in create_es_index File "/usr/local/lib/python3.7/site-packages/elasticsearch/_sync/client/__init__.py", line 345, in __init__ ssl_show_warn=ssl_show_warn, File "/usr/local/lib/python3.7/site-packages/elasticsearch/_sync/client/utils.py", line 105, in client_node_configs node_configs = hosts_to_node_configs(hosts) File "/usr/local/lib/python3.7/site-packages/elasticsearch/_sync/client/utils.py", line 154, in hosts_to_node_configs node_configs.append(host_mapping_to_node_config(host)) File "/usr/local/lib/python3.7/site-packages/elasticsearch/_sync/client/utils.py", line 221, in host_mapping_to_node_config return NodeConfig(**options) # type: ignore TypeError: __init__() missing 1 required positional argument: 'scheme' [1]+ 退出 1 nohup python3 custom_service.pyc > service.log 2>&1 custom_service_pyc can't running
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Remove dots in config names
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20+ datasets have dots in their config names. However it causes issues with the YAML tags of the dataset cards since we can't have dots in YAML keys. This is related to https://github.com/huggingface/datasets/pull/2362 (internal https://github.com/huggingface/moon-landing/issues/946). Also removing the dots in the config names would allow us to merge https://github.com/huggingface/datasets/pull/4302 which removes a hack that replaces all the dots by underscores in the YAML tags. I also added a test in the CI that checks that all the YAML tags to make sure that: - they can be parsed using a YAML parser - they contain only valid YAML tags like `languages` or `task_ids` - they contain valid config names (no invalid characters `<>:/\|?*.`)
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Support complex feature types as `features` in packaged loaders
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4364). All of your documentation changes will be reflected on that endpoint." ]
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This PR adds `table_cast` to the packaged loaders to fix casting to the `Image`/`Audio`, `ArrayND` and `ClassLabel` types. If these types are not present in the `builder.config.features` dictionary, the built-in `pa.Table.cast` is used for better performance. Additionally, this PR adds `cast_storage` to `ClassLabel` to support the string to int conversion in `table_cast` and ensure that integer labels are in a valid range. Fix https://github.com/huggingface/datasets/issues/4210 This PR is also a solution for these (popular) discussions: https://discuss.huggingface.co/t/converting-string-label-to-int/2816 and https://discuss.huggingface.co/t/class-labels-for-custom-datasets/15130/2 TODO: * [x] tests
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The dataset preview is not available for this split.
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[ "Hi! A dataset has to be streamable to work with the viewer. I did a quick test, and yours is, so this might be a bug in the viewer. cc @severo \r\n", "Looking at it. The message is now:\r\n\r\n```\r\nMessage: cannot cache function '__shear_dense': no locator available for file '/src/services/worker/.venv/lib/python3.9/site-packages/librosa/util/utils.py'\r\n```\r\n\r\nso possibly it's related to the libraries versions?\r\n", "Maybe this SO thread can help: https://stackoverflow.com/questions/59290386/runtimeerror-at-cannot-cache-function-shear-dense-no-locator-available-fo" ]
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I have uploaded the corpus developed by our lab in the speech domain to huggingface [datasets](https://huggingface.co/datasets/Roh/ryanspeech). You can read about the companion paper accepted in interspeech 2021 [here](https://arxiv.org/abs/2106.08468). The dataset works fine but I can't make the dataset preview work. It gives me the following error that I don't understand. Can you help me to begin debugging it? ``` Status code: 400 Exception: AttributeError Message: 'NoneType' object has no attribute 'split' ```
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Update dataset_infos for UDHN/udhr dataset
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4362). All of your documentation changes will be reflected on that endpoint.", "Thanks for contributing @leondz.\r\n\r\nThe checksums of the files have changed because more languages have been added:\r\n- the new language codes need to be added to the dataset card (README file)\r\n- I think the dataset version number should also be increased, so that users who had previously cached it, get a new dataset download (with the additional languages)", "Yep! All done (also fixed the language tags in the README which were iso639-3 instead of the expected bcp47)", "I guess the language code CI failure is due to languages.json being a subset of bcp47 (see issue #4304), happy to contribute a solution here, e.g. autogeneration of the lang list from the relevant isos and the ietf bcp47 subtag register or full code for validation", "> Thanks again for your contribution, @leondz.\r\n> \r\n> Yes, I think it is OK to set version 1.0.0 (as previous was 0.0.0).\r\n> \r\n> One of the CI failures is related to dummy data: once you have updated the dataset version, the dummy_data ZIP file should be moved from \"dummy/0.0.0/dummy_data.zip\" to \"dummy/1.0.0/dummy_data.zip\".\r\n\r\nOh, thanks, I missed that one\r\n\r\n\r\n> Other CI failure is related to missing languages in our resources file. This has been addressed in this PR:\r\n> \r\n> * #4371\r\n> \r\n> You should merge master branch into your feature branch to incorporate that fix.\r\n\r\nYeah, I saw this :) I already have the merge, thanks. I'm talking about the longer-term picture: every time another language code comes up (e.g. da-bornholm or es-VE), the json will need updating, because the current approach is non-exhaustive manual whitelisting instead of relying on the established bcp standard." ]
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Checksum update to `udhr` for issue #4361
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`udhr` doesn't load, dataset checksum mismatch
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## Describe the bug Loading `udhr` fails due to a checksum mismatch for some source files. Looks like both of the source files on unicode.org have changed: size + checksum in datasets repo: ``` (hfdev) leon@blade:~/datasets/datasets/udhr$ jq .default.download_checksums < dataset_infos.json { "https://unicode.org/udhr/assemblies/udhr_xml.zip": { "num_bytes": 2273633, "checksum": "0565fa62c2ff155b84123198bcc967edd8c5eb9679eadc01e6fb44a5cf730fee" }, "https://unicode.org/udhr/assemblies/udhr_txt.zip": { "num_bytes": 2107471, "checksum": "087b474a070dd4096ae3028f9ee0b30dcdcb030cc85a1ca02e143be46327e5e5" } } ``` size + checksum regenerated from current source files: ``` (hfdev) leon@blade:~/datasets/datasets/udhr$ rm dataset_infos.json (hfdev) leon@blade:~/datasets/datasets/udhr$ datasets-cli test --save_infos udhr.py Using custom data configuration default Testing builder 'default' (1/1) Downloading and preparing dataset udhn/default (download: 4.18 MiB, generated: 6.15 MiB, post-processed: Unknown size, total: 10.33 MiB) to /home/leon/.cache/huggingface/datasets/udhn/default/0.0.0/ad74b91fa2b3c386e5751b0c52bdfda76d334f76731142fd432d4acc2e2fde66... Dataset udhn downloaded and prepared to /home/leon/.cache/huggingface/datasets/udhn/default/0.0.0/ad74b91fa2b3c386e5751b0c52bdfda76d334f76731142fd432d4acc2e2fde66. Subsequent calls will reuse this data. 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 686.69it/s] Dataset Infos file saved at dataset_infos.json Test successful. (hfdev) leon@blade:~/datasets/datasets/udhr$ jq .default.download_checksums < dataset_infos.json { "https://unicode.org/udhr/assemblies/udhr_xml.zip": { "num_bytes": 2389690, "checksum": "a3350912790196c6e1b26bfd1c8a50e8575f5cf185922ecd9bd15713d7d21438" }, "https://unicode.org/udhr/assemblies/udhr_txt.zip": { "num_bytes": 2215441, "checksum": "cb87ecb25b56f34e4fd6f22b323000524fd9c06ae2a29f122b048789cf17e9fe" } } (hfdev) leon@blade:~/datasets/datasets/udhr$ ``` --- is unicode.org a sustainable hosting solution for this dataset? ## Steps to reproduce the bug ```python from datasets import load_dataset udhr = load_dataset("udhr") ``` ## Expected results That a Dataset object containing the UDHR data will be returned. ## Actual results ``` >>> d = load_dataset('udhr') Using custom data configuration default Downloading and preparing dataset udhn/default (download: 4.18 MiB, generated: 6.15 MiB, post-processed: Unknown size, total: 10.33 MiB) to /home/leon/.cache/huggingface/datasets/udhn/default/0.0.0/ad74b91fa2b3c386e5751b0c52bdfda76d334f76731142fd432d4acc2e2fde66... Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home/leon/.local/lib/python3.9/site-packages/datasets/load.py", line 1731, in load_dataset builder_instance.download_and_prepare( File "/home/leon/.local/lib/python3.9/site-packages/datasets/builder.py", line 613, in download_and_prepare self._download_and_prepare( File "/home/leon/.local/lib/python3.9/site-packages/datasets/builder.py", line 1117, in _download_and_prepare super()._download_and_prepare(dl_manager, verify_infos, check_duplicate_keys=verify_infos) File "/home/leon/.local/lib/python3.9/site-packages/datasets/builder.py", line 684, in _download_and_prepare verify_checksums( File "/home/leon/.local/lib/python3.9/site-packages/datasets/utils/info_utils.py", line 40, in verify_checksums raise NonMatchingChecksumError(error_msg + str(bad_urls)) datasets.utils.info_utils.NonMatchingChecksumError: Checksums didn't match for dataset source files: ['https://unicode.org/udhr/assemblies/udhr_xml.zip', 'https://unicode.org/udhr/assemblies/udhr_txt.zip'] >>> ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.2.1 commit/4110fb6034f79c5fb470cf1043ff52180e9c63b7 - Platform: Linux Ubuntu 20.04 - Python version: 3.9.12 - PyArrow version: 8.0.0
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Fix example in opus_ubuntu, Add license info
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[ "CI seems to fail due to languages incorrectly being flagged as invalid, I guess that's related to the currently-broken bcp47 validation (see #4304)" ]
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This PR * fixes a typo in the example for the`opus_ubuntu` dataset where it's mistakenly referred to as `ubuntu` * adds the declared license info for this corpus' origin * adds an example instance * updates the data origin type
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Fix Version equality
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I think `Version` equality should align with other similar cases in Python, like: ```python In [1]: "a" == 5, "a" == None Out[1]: (False, False) In [2]: "a" != 5, "a" != None Out[2]: (True, True) ``` With this PR, we will get: ```python In [3]: Version("1.0.0") == 5, Version("1.0.0") == None Out[3]: (False, False) In [4]: Version("1.0.0") != 5, Version("1.0.0") != None Out[4]: (True, True) ``` Note I found this issue when `doc-builder` tried to compare: ```python if param.default != inspect._empty ``` where `param.default` is an instance of `Version`.
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Missing dataset tags and sections in some dataset cards
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[ "@lhoestq I can take this issue. Please can you point out to me where I can find the other positional arguments?" ]
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Summary of CircleCI errors for different dataset metadata: - **BoolQ**: missing 8 required positional arguments: 'annotations_creators', 'language_creators', 'licenses', 'multilinguality', 'size_categories', 'source_datasets', 'task_categories', and 'task_ids' - **Conllpp**: expected some content in section `Citation Information` but it is empty. - **GLUE**: 'annotations_creators', 'language_creators', 'source_datasets' :['unknown'] are not registered tags - **ConLL2003**: field 'task_ids': ['part-of-speech-tagging'] are not registered tags for 'task_ids' - **Hate_speech18:** Expected some content in section `Data Instances` but it is empty, Expected some content in section `Data Splits` but it is empty - **Jjigsaw_toxicity_pred**: `Citation Information` but it is empty. - **LIAR** : `Data Instances`,`Data Fields`, `Data Splits`, `Citation Information` are empty. - **MSRA NER** : Dataset Summary`, `Data Instances`, `Data Fields`, `Data Splits`, `Citation Information` are empty. - **sem_eval_2010_task_8**: missing 8 required positional arguments: 'annotations_creators', 'language_creators', 'licenses', 'multilinguality', 'size_categories', 'source_datasets', 'task_categories', and 'task_ids' - **sms_spam**: `Data Instances` and`Data Splits` are empty. - **Quora** : Expected some content in section `Citation Information` but it is empty, missing 8 required positional arguments: 'annotations_creators', 'language_creators', 'licenses', 'multilinguality', 'size_categories', 'source_datasets', 'task_categories', and 'task_ids' - **sentiment140**: missing 8 required positional arguments: 'annotations_creators', 'language_creators', 'licenses', 'multilinguality', 'size_categories', 'source_datasets', 'task_categories', and 'task_ids'
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Fix warning in push_to_hub
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Fix warning: ``` FutureWarning: 'shard_size' was renamed to 'max_shard_size' in version 2.1.1 and will be removed in 2.4.0. ```
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Fix dataset builder default version
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4356). All of your documentation changes will be reflected on that endpoint.", "This PR requires one of these other PRs being merged first:\r\n- #4359 \r\n- huggingface/doc-builder#211" ]
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Currently, when using a custom config (subclass of `BuilderConfig`), default version set at the builder level is ignored: we must set default version in the custom config class.. However, when loading a dataset with `config_kwargs` (for a configuration not present in `BUILDER_CONFIGS`), the default version set in the custom config is ignored and "0.0.0" is used instead: ```python ds = load_dataset("wikipedia", language="co", date="20220501", beam_runner="DirectRunner") ``` generates the following config: ```python WikipediaConfig(name='20220501.co', version=0.0.0, data_dir=None, data_files=None, description='Wikipedia dataset for co, parsed from 20220501 dump.') ``` with version "0.0.0" instead of "2.0.0". See as a counter-example, when the config is present in `BUILDER_CONFIGS`: ```python ds = load_dataset("wikipedia", "20220301.fr", beam_runner="DirectRunner") ``` generates the following config: ```python WikipediaConfig(name='20220301.fr', version=2.0.0, data_dir=None, data_files=None, description='Wikipedia dataset for fr, parsed from 20220301 dump.') ``` with correct version "2.0.0", as set in the custom config class. The reason for this is that `DatasetBuilder` has a default VERSION ("0.0.0") that overwrites the default version set at the custom config class. This PR: - Removes the default VERSION at `DatasetBuilder` (set to None, so that the class attribute exists but it does not override the custom config default version). - Note that the `BuilderConfig` class already sets a default version = "0.0.0"; no need to pass this from the builder.
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Fix warning in upload_file
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Fix warning: ``` FutureWarning: Pass path_or_fileobj='...' as keyword args. From version 0.7 passing these as positional arguments will result in an error ```
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Problems with WMT dataset
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[ "Hi! Yes, the docs are outdated. Expect this to be fixed soon. \r\n\r\nIn the meantime, you can try to fix the issue yourself.\r\n\r\nThese are the configs/language pairs supported by `wmt15` from which you can choose:\r\n* `cs-en` (Czech - English)\r\n* `de-en` (German - English)\r\n* `fi-en` (Finnish- English)\r\n* `fr-en` (French - English)\r\n* `ru-en` (Russian - English)\r\n\r\nAnd the current implementation always uses all the subsets available for a language, so to define custom subsets, you'll have to clone the repo from the Hub and replace the line https://huggingface.co/datasets/wmt15/blob/main/wmt_utils.py#L688 with:\r\n`for split, ss_names in (self._subsets if self.config.subsets is None else self.config.subsets).items()`\r\n\r\nThen, you can load the dataset as follows:\r\n```python\r\nfrom datasets import load_dataset\r\ndset = load_dataset(\"path/to/local/wmt15_folder\", \"<one of 5 available configs>\", subsets=...)", "@mariosasko thanks a lot for the suggested fix! " ]
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## Describe the bug I am trying to load WMT15 dataset and to define which data-sources to use for train/validation/test splits, but unfortunately it seems that the official documentation at [https://huggingface.co/datasets/wmt15#:~:text=Versions%20exists%20for,wmt_translate%22%2C%20config%3Dconfig)](https://huggingface.co/datasets/wmt15#:~:text=Versions%20exists%20for,wmt_translate%22%2C%20config%3Dconfig)) doesn't work anymore. ## Steps to reproduce the bug ```shell >>> import datasets >>> a = datasets.translate.wmt.WmtConfig() Traceback (most recent call last): File "<stdin>", line 1, in <module> AttributeError: module 'datasets' has no attribute 'translate' >>> a = datasets.wmt.WmtConfig() Traceback (most recent call last): File "<stdin>", line 1, in <module> AttributeError: module 'datasets' has no attribute 'wmt' ``` ## Expected results To load WMT15 with given data-sources. ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.0.0 - Platform: Linux-5.10.0-10-amd64-x86_64-with-glibc2.17 - Python version: 3.8.12 - PyArrow version: 7.0.0 - Pandas version: 1.4.1
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Don't strip proceeding hyphen
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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Closes #4320.
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4,352
When using `dataset.map()` if passed `Features` types do not match what is returned from the mapped function, execution does not except in an obvious way
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[ "Hi ! Thanks for reporting :) `datasets` usually returns a `pa.lib.ArrowInvalid` error if the feature types don't match.\r\n\r\nIt would be awesome if we had a way to reproduce the `OverflowError` in this case, to better understand what happened and be able to provide the best error message" ]
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## Describe the bug Recently I was trying to using `.map()` to preprocess a dataset. I defined the expected Features and passed them into `.map()` like `dataset.map(preprocess_data, features=features)`. My expected `Features` keys matched what came out of `preprocess_data`, but the types i had defined for them did not match the types that came back. Because of this, i ended up in tracebacks deep inside arrow_dataset.py and arrow_writer.py with exceptions that [did not make clear what the problem was](https://github.com/huggingface/datasets/issues/4349). In short i ended up with overflows and the OS killing processes when Arrow was attempting to write. It wasn't until I dug into `def write_batch` and the loop that loops over cols that I figured out what was going on. It seems like `.map()` could set a boolean that it's checked that for at least 1 instance from the dataset, the returned data's types match the types provided by the `features` param and error out with a clear exception if they don't. This would make the cause of the issue much more understandable and save people time. This could be construed as a feature but it feels more like a bug to me. ## Steps to reproduce the bug I don't have explicit code to repro the bug, but ill show an example Code prior to the fix: ```python def preprocess(examples): # returns an encoded data dict with keys that match the features, but the types do not match ... def get_encoded_data(data): dataset = Dataset.from_pandas(data) unique_labels = data['audit_type'].unique().tolist() features = Features({ 'image': Array3D(dtype="uint8", shape=(3, 224, 224))), 'input_ids': Sequence(feature=Value(dtype='int64'))), 'attention_mask': Sequence(Value(dtype='int64'))), 'token_type_ids': Sequence(Value(dtype='int64'))), 'bbox': Array2D(dtype="int64", shape=(512, 4))), 'label': ClassLabel(num_classes=len(unique_labels), names=unique_labels), }) encoded_dataset = dataset.map(preprocess_data, features=features, remove_columns=dataset.column_names) ``` The Features set that fixed it: ```python features = Features({ 'image': Sequence(Array3D(dtype="uint8", shape=(3, 224, 224))), 'input_ids': Sequence(Sequence(feature=Value(dtype='int64'))), 'attention_mask': Sequence(Sequence(Value(dtype='int64'))), 'token_type_ids': Sequence(Sequence(Value(dtype='int64'))), 'bbox': Sequence(Array2D(dtype="int64", shape=(512, 4))), 'label': ClassLabel(num_classes=len(unique_labels), names=unique_labels), }) ``` The difference between my original code (which was based on documentation) and the working code is the addition of the `Sequence(...)` to 4/5 features as I am working with paginated data and the doc examples are not. ## Expected results Dataset.map() attempts to validate the data types for each Feature on the first iteration and errors out if they are not validated. ## Actual results Specify the actual results or traceback. Based on the value of `writer_batch_size`, execution errors out when Arrow attempts to write because the types do not match, though its error messages dont make this obvious Example errors: ``` OverflowError: There was an overflow with type <class 'list'>. Try to reduce writer_batch_size to have batches smaller than 2GB. (offset overflow while concatenating arrays) ``` ``` zsh: killed python doc_classification.py UserWarning: resource_tracker: There appear to be 1 leaked semaphore objects to clean up at shutdown ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> datasets version: 2.1.0 Platform: macOS-12.2.1-arm64-arm-64bit Python version: 3.9.12 PyArrow version: 6.0.1 Pandas version: 1.4.2
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4,351
Add optional progress bar for .save_to_disk(..) and .load_from_disk(..) when working with remote filesystems
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[ "Hi! I like this idea. For consistency with `load_dataset`, we can use `fsspec`'s `TqdmCallback` in `.load_from_disk` to monitor the number of bytes downloaded, and in `.save_to_disk`, we can track the number of saved shards for consistency with `push_to_hub` (after we implement https://github.com/huggingface/datasets/issues/4196)." ]
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**Is your feature request related to a problem? Please describe.** When working with large datasets stored on remote filesystems(such as s3), the process of uploading a dataset could take really long time. For instance: I was uploading a re-processed version of wmt17 en-ru to my s3 bucket and it took like 35 minutes(and that's given that I have a fiber optic connection). The only output during that process was a progress bar for flattening indices and then ~35 minutes of complete silence. **Describe the solution you'd like** I want to be able to enable a progress bar when calling .save_to_disk(..) and .load_from_disk(..), it would track either amount of bytes sent/received or amount of records written/loaded, and will give some ETA. Basically just tqdm. **Describe alternatives you've considered** - Save dataset to tmp folder at the disk and then upload it using custom wrapper over botocore, which will work with progress bar, like [this](https://alexwlchan.net/2021/04/s3-progress-bars/).
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Add a new metric: CTC_Consistency
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[ "Thanks for your contribution, @YEdenZ.\r\n\r\nPlease note that our old `metrics` module is in the process of being incorporated to a separate library called `evaluate`: https://github.com/huggingface/evaluate\r\n\r\nTherefore, I would ask you to transfer your PR to that repository. Thank you." ]
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Add CTC_Consistency metric Do I also need to modify the `test_metric_common.py` file to make it run on test?
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Dataset.map()'s fails at any value of parameter writer_batch_size
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[ "Note that this same issue occurs even if i preprocess with the more default way of tokenizing that uses LayoutLMv2Processor's internal OCR:\r\n\r\n```python\r\n feature_extractor = LayoutLMv2FeatureExtractor()\r\n tokenizer = LayoutLMv2Tokenizer.from_pretrained(\"microsoft/layoutlmv2-base-uncased\")\r\n processor = LayoutLMv2Processor(feature_extractor, tokenizer)\r\n encoded_inputs = processor(images, padding=\"max_length\", truncation=True)\r\n encoded_inputs[\"image\"] = np.array(encoded_inputs[\"image\"])\r\n encoded_inputs[\"label\"] = examples['label_id']\r\n```", "Wanted to make sure anyone that finds this also finds my other report: https://github.com/huggingface/datasets/issues/4352", "Did you close it because you found that it was due to the incorrect Feature types ?", "Yeah-- my analysis of the issue was wrong in this one so I just closed it while linking to the new issue" ]
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## Describe the bug If the the value of `writer_batch_size` is less than the total number of instances in the dataset it will fail at that same number of instances. If it is greater than the total number of instances, it fails on the last instance. Context: I am attempting to fine-tune a pre-trained HuggingFace transformers model called LayoutLMv2. This model takes three inputs: document images, words and word bounding boxes. [The Processor for this model has two options](https://huggingface.co/docs/transformers/model_doc/layoutlmv2#usage-layoutlmv2processor), the default is passing a document to the Processor and allowing it to create images of the document and use PyTesseract to perform OCR and generate words/bounding boxes. The other option is to provide `revision="no_ocr"` to the pre-trained model which allows you to use your own OCR results (in my case, Amazon Textract) so you have to provide the image, words and bounding boxes yourself. I am using this second option which might be good context for the bug. I am using the Dataset.map() paradigm to create these three inputs, encode them and save the dataset. Note that my documents (data instances) on average are fairly large and can range from 1 page up to 300 pages. Code I am using is provided below ## Steps to reproduce the bug I do not have explicit sample code, but I will paste the code I'm using in case reading it helps. When `.map()` is called, the dataset has 2933 rows, many of which represent large pdf documents. ```python def get_encoded_data(data): dataset = Dataset.from_pandas(data) unique_labels = data['label'].unique() features = Features({ 'image': Array3D(dtype="int64", shape=(3, 224, 224)), 'input_ids': Sequence(feature=Value(dtype='int64')), 'attention_mask': Sequence(Value(dtype='int64')), 'token_type_ids': Sequence(Value(dtype='int64')), 'bbox': Array2D(dtype="int64", shape=(512, 4)), 'label': ClassLabel(num_classes=len(unique_labels), names=unique_labels), }) encoded_dataset = dataset.map(preprocess_data, features=features, remove_columns=dataset.column_names, writer_batch_size=dataset.num_rows+1) encoded_dataset.save_to_disk(TRAINING_DATA_PATH + ENCODED_DATASET_NAME) encoded_dataset.set_format(type="torch") return encoded_dataset ``` ```python PROCESSOR = LayoutLMv2Processor.from_pretrained(MODEL_PATH, revision="no_ocr", use_fast=False) def preprocess_data(examples): directory = os.path.join(FILES_PATH, examples['file_location']) images_dir = os.path.join(directory, PDF_IMAGE_DIR) textract_response_path = os.path.join(directory, 'textract.json') doc_meta_path = os.path.join(directory, 'doc_meta.json') textract_document = get_textract_document(textract_response_path, doc_meta_path) images, words, bboxes = get_doc_training_data(images_dir, textract_document) encoded_inputs = PROCESSOR(images, words, boxes=bboxes, padding="max_length", truncation=True) # https://github.com/NielsRogge/Transformers-Tutorials/issues/36 encoded_inputs["image"] = np.array(encoded_inputs["image"]) encoded_inputs["label"] = examples['label_id'] return encoded_inputs ``` ## Expected results My expectation is that `writer_batch_size` allows one to simply trade off performance and memory requirements, not that it must be a specific number for `.map()` to function correctly. ## Actual results If writer_batch_size is set to a value less than the number of rows, I get either: ``` OverflowError: There was an overflow with type <class 'list'>. Try to reduce writer_batch_size to have batches smaller than 2GB. (offset overflow while concatenating arrays) ``` or simply ``` zsh: killed python doc_classification.py UserWarning: resource_tracker: There appear to be 1 leaked semaphore objects to clean up at shutdown ``` If it is greater than the number of rows, i get the `zsh: killed` error above ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.1.0 - Platform: macOS-12.2.1-arm64-arm-64bit - Python version: 3.9.12 - PyArrow version: 6.0.1 - Pandas version: 1.4.2
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I_kwDODunzps5JozYQ
4,348
`inspect` functions can't fetch dataset script from the Hub
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[ "Hi, thanks for reporting! `git bisect` points to #2986 as the PR that introduced the bug. Since then, there have been some additional changes to the loading logic, and in the current state, `force_local_path` (set via `local_path`) forbids pulling a script from the internet instead of downloading it: https://github.com/huggingface/datasets/blob/cfae0545b2ba05452e16136cacc7d370b4b186a1/src/datasets/inspect.py#L89-L91\r\n\r\ncc @lhoestq: `force_local_path` is only used in `inspect_dataset` and `inspect_metric`. Is it OK if we revert the behavior to match the old one?", "Good catch ! Yea I think it's fine :)" ]
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The `inspect_dataset` and `inspect_metric` functions are unable to retrieve a dataset or metric script from the Hub and store it locally at the specified `local_path`: ```py >>> from datasets import inspect_dataset >>> inspect_dataset('rotten_tomatoes', local_path='path/to/my/local/folder') FileNotFoundError: Couldn't find a dataset script at /content/rotten_tomatoes/rotten_tomatoes.py or any data file in the same directory. ```
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Support remote cache_dir
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[ "_The documentation is not available anymore as the PR was closed or merged._", "@lhoestq thanks for your review.\r\n\r\nPlease note that `xjoin` cannot be used in this context, as it always returns a POSIX path string and this is not suitable on Windows machines.", "<s>`xjoin` returns windows paths (not posix) on windows, since it just extends`os.path.join` </s>\r\n\r\nActually you are right.\r\n\r\nhttps://github.com/huggingface/datasets/blob/08ec04ccb59630a3029b2ecd8a14d327bddd0c4a/src/datasets/utils/streaming_download_manager.py#L104-L105\r\n\r\nThough this is not an issue because posix paths (as returned by Path().as_posix()) work on windows. That's why we can replace `os.path.join` with `xjoin` in streaming mode. They look like `c:/Program Files/` or something (can't confirm right now, I don't have a windows with me)", "Until now, we have always replaced \"/\" in paths with `os.path.join` (`os.sep`,...) in order to support Windows paths (that contain r\"\\\\\").\r\n\r\nNow, you suggest ignoring this and work with POSIX strings (with \"/\").\r\n\r\nAs an example, when passing `cache_dir=r\"C:\\Users\\Username\\.mycache\"`:\r\n- Until now, it results in `self._cache_downloaded_dir = r\"C:\\Users\\Username\\.mycache\\downloads\"`\r\n- If we use `xjoin`, it will give `self._cache_downloaded_dir = \"C:/Users/Username/.mycache/downloads\"`\r\n\r\nYou say this is OK and we don't care if we work with POSIX strings on Windows machines.\r\n\r\nI'm incorporating your suggested changes then...", "Also note that using `xjoin`, if we pass `cache_dir=\"C:\\\\Users\\\\Username\\\\.mycache\"`, we get:\r\n- `self._cache_dir_root = \"C:\\\\Users\\\\Username\\\\.mycache\"`\r\n- `self._cache_downloaded_dir = \"C:/Users/Username/.mycache/downloads\"`", "It looks like it broke the CI on windows :/ maybe this was not a good idea, sorry" ]
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This PR implements complete support for remote `cache_dir`. Before, the support was just partial. This is useful to create datasets using Apache Beam (parallel data processing) builder with `cache_dir` in a remote bucket, e.g., for Wikipedia dataset.
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GH Action to build documentation never ends
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## Describe the bug See: https://github.com/huggingface/datasets/runs/6418035586?check_suite_focus=true I finally forced the cancel of the workflow.
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Fix never ending GH Action to build documentation
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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There was an unclosed code block introduced by: - #4313 https://github.com/huggingface/datasets/pull/4313/files#diff-f933ce41f71c6c0d1ce658e27de62cbe0b45d777e9e68056dd012ac3eb9324f7R538 This causes the "Make documentation" step in the "Build documentation" workflow to never finish. - I think this issue should also be addressed in the `doc-builder` lib. Fix #4346.
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Fix docstring in DatasetDict::shuffle
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I think due to #1626, the docstring contained this error ever since `seed` was added.
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Metrics documentation is not accessible in the datasets doc UI
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[ "Hey @fxmarty :) Yes we are working on showing the docs of all the metrics on the Hugging face website. If you want to follow the advancements you can check the [evaluate](https://github.com/huggingface/evaluate) repository cc @lvwerra @sashavor " ]
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**Is your feature request related to a problem? Please describe.** Search for a metric name like "seqeval" yields no results on https://huggingface.co/docs/datasets/master/en/index . One needs to go look in `datasets/metrics/README.md` to find the doc. Even in the `README.md`, it can be hard to understand what the metric expects as an input, for example for `squad` there is a [key `id`](https://github.com/huggingface/datasets/blob/1a4c185663a6958f48ec69624473fdc154a36a9d/metrics/squad/squad.py#L42) documented only in the function doc but not in the `README.md`, and one needs to go look into the code to understand what the metric expects. **Describe the solution you'd like** Have the documentation for metrics appear as well in the doc UI, e.g. this https://github.com/huggingface/datasets/blob/1a4c185663a6958f48ec69624473fdc154a36a9d/metrics/squad/squad.py#L21-L63 I know there are plans to migrate metrics to the evaluate library, but just pointing this out.
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Fix failing CI on Windows for sari and wiki_split metrics
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This PR adds `sacremoses` as explicit tests dependency (required by sari and wiki_split metrics). Before, this library was installed as a third-party dependency, but this is no longer the case for Windows. Fix #4341.
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Failing CI on Windows for sari and wiki_split metrics
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## Describe the bug Our CI is failing from yesterday on Windows for metrics: sari and wiki_split ``` FAILED tests/test_metric_common.py::LocalMetricTest::test_load_metric_sari - ... FAILED tests/test_metric_common.py::LocalMetricTest::test_load_metric_wiki_split ``` See: https://app.circleci.com/pipelines/github/huggingface/datasets/11928/workflows/79daa5e7-65c9-4e85-829b-00d2bfbd076a/jobs/71594
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Fix irc_disentangle dataset script
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[ "Thanks ! This has been fixed in https://github.com/huggingface/datasets/pull/4377, we can close this PR" ]
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updated extracted dataset's repo's latest commit hash (included in tarball's name), and updated the related data_infos.json
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Dataset loader for the MSLR2022 shared task
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[ "I think the underlying issue is in https://github.com/huggingface/datasets/blob/c0ed6fdc29675b3565b01b77fde5ab5d9d8b60ec/src/datasets/commands/dummy_data.py#L124 - where `CSV`s are considered to be in the same class of file as text, jsonl, and tsv.\r\n\r\nI think this is an error because CSVs can have newlines within the rows of a file. I'm happy to make a PR to change how this handling works, or make the change within this PR. \r\n\r\nWe should figure out:\r\n1. Does this dummy data need to be generated more than once? (It looks like no)\r\n2. Should this be fixed generally? (needs a HF person to weigh in here)\r\n3. What is the right way for such a fix to exist permanently here; the [Contributing document](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md) doesn't provide guidance on any tests. Writing a test is several times more effort than fixing the underlying issue. (again needs a HF person)", "Would someone from HF mind taking a look at this PR? (@lhoestq)", "Hi ! Sorry for the delay in responding :)\r\n\r\nI don't think there's a big need to fix this in the general case for now, feel free to just generate the dummy data for this specific dataset :)\r\n\r\nThe `datasets-cli dummy_data datasets/mslr2022` command should tell you what dummy files to generate. In each dummy file you just need to include enough data to generate 4 or 5 examples" ]
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This PR adds a dataset loader for the [MSLR2022 Shared Task](https://github.com/allenai/mslr-shared-task). Both the MS^2 and Cochrane datasets can be loaded with this dataloader: ```python from datasets import load_dataset ms2 = load_dataset("mslr2022", "ms2") cochrane = load_dataset("mslr2022", "cochrane") ``` Usage looks like: ```python >>> ms2 = load_dataset("mslr2022", "ms2", split="validation") >>> ms2.keys() dict_keys(['review_id', 'pmid', 'title', 'abstract', 'target', 'background', 'reviews_info']) >>> ms2[0].target 'Conclusions SC therapy is effective for PAH in pre clinical studies .\nThese results may help to st and ardise pre clinical animal studies and provide a theoretical basis for clinical trial design in the future .' ``` I have tested this works with the following command: ```bash datasets-cli test datasets/mslr2022 --save_infos --all_configs ``` However I have having a little trouble generating the dummy data ```bash datasets-cli dummy_data datasets/mslr2022 --auto_generate ``` errors out with the following stack trace: ``` Couldn't generate dummy file 'datasets/mslr2022/dummy/ms2/1.0.0/dummy_data/mslr_data.tar.gz/mslr_data/ms2/convert_to_cochrane.py'. Ignore that if this file is not useful for dummy data. Traceback (most recent call last): File "/Users/johngiorgi/.pyenv/versions/datasets/bin/datasets-cli", line 11, in <module> load_entry_point('datasets', 'console_scripts', 'datasets-cli')() File "/Users/johngiorgi/Documents/dev/datasets/src/datasets/commands/datasets_cli.py", line 39, in main service.run() File "/Users/johngiorgi/Documents/dev/datasets/src/datasets/commands/dummy_data.py", line 319, in run keep_uncompressed=self._keep_uncompressed, File "/Users/johngiorgi/Documents/dev/datasets/src/datasets/commands/dummy_data.py", line 361, in _autogenerate_dummy_data dataset_builder._prepare_split(split_generator, check_duplicate_keys=False) File "/Users/johngiorgi/Documents/dev/datasets/src/datasets/builder.py", line 1146, in _prepare_split desc=f"Generating {split_info.name} split", File "/Users/johngiorgi/.pyenv/versions/3.7.13/envs/datasets/lib/python3.7/site-packages/tqdm/std.py", line 1195, in __iter__ for obj in iterable: File "/Users/johngiorgi/.cache/huggingface/modules/datasets_modules/datasets/mslr2022/b4becd2f52cf18255d4934d7154c2a1127fb393371b87b3c1fc2c8b35a777cea/mslr2022.py", line 149, in _generate_examples reviews_info_df = pd.read_csv(reviews_info_filepath, index_col=0) File "/Users/johngiorgi/.pyenv/versions/3.7.13/envs/datasets/lib/python3.7/site-packages/pandas/util/_decorators.py", line 311, in wrapper return func(*args, **kwargs) File "/Users/johngiorgi/.pyenv/versions/3.7.13/envs/datasets/lib/python3.7/site-packages/pandas/io/parsers/readers.py", line 586, in read_csv return _read(filepath_or_buffer, kwds) File "/Users/johngiorgi/.pyenv/versions/3.7.13/envs/datasets/lib/python3.7/site-packages/pandas/io/parsers/readers.py", line 488, in _read return parser.read(nrows) File "/Users/johngiorgi/.pyenv/versions/3.7.13/envs/datasets/lib/python3.7/site-packages/pandas/io/parsers/readers.py", line 1047, in read index, columns, col_dict = self._engine.read(nrows) File "/Users/johngiorgi/.pyenv/versions/3.7.13/envs/datasets/lib/python3.7/site-packages/pandas/io/parsers/c_parser_wrapper.py", line 224, in read chunks = self._reader.read_low_memory(nrows) File "pandas/_libs/parsers.pyx", line 801, in pandas._libs.parsers.TextReader.read_low_memory File "pandas/_libs/parsers.pyx", line 857, in pandas._libs.parsers.TextReader._read_rows File "pandas/_libs/parsers.pyx", line 843, in pandas._libs.parsers.TextReader._tokenize_rows File "pandas/_libs/parsers.pyx", line 1925, in pandas._libs.parsers.raise_parser_error pandas.errors.ParserError: Error tokenizing data. C error: EOF inside string starting at row 2 ``` I think this may have to do with unusual line terminators in the original data. When I open it in VSCode, it complains: ``` The file 'dev-inputs.csv' contains one or more unusual line terminator characters, like Line Separator (LS) or Paragraph Separator (PS). It is recommended to remove them from the file. This can be configured via `editor.unusualLineTerminators`. ``` Tagging the organizers of the shared task in case they want to sanity check this or add any info to the model card :) @lucylw @jayded
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Eval metadata Batch 4: Tweet Eval, Tweets Hate Speech Detection, VCTK, Weibo NER, Wisesight Sentiment, XSum, Yahoo Answers Topics, Yelp Polarity, Yelp Review Full
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[ "Summary of CircleCI errors:\r\n\r\n- **XSum**: missing 6 required positional arguments: 'annotations_creators', 'language_creators', 'licenses', 'multilinguality', 'size_categories', and 'source_datasets'\r\n- **Yelp_polarity**: missing 8 required positional arguments: 'annotations_creators', 'language_creators', 'licenses', 'multilinguality', 'size_categories', 'source_datasets', 'task_categories', and 'task_ids'", "_The documentation is not available anymore as the PR was closed or merged._" ]
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Adding evaluation metadata for: - Tweet Eval - Tweets Hate Speech Detection - VCTK - Weibo NER - Wisesight Sentiment - XSum - Yahoo Answers Topics - Yelp Polarity - Yelp Review Full
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Eval metadata batch 3: Reddit, Rotten Tomatoes, SemEval 2010, Sentiment 140, SMS Spam, Snips, SQuAD, SQuAD v2, Timit ASR
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[ "Summary of CircleCI errors:\r\n\r\n- **sem_eval_2010_task_8**: missing 8 required positional arguments: 'annotations_creators', 'language_creators', 'licenses', 'multilinguality', 'size_categories', 'source_datasets', 'task_categories', and 'task_ids'\r\n- **sms_spam**: `Data Instances` and`Data Splits` are empty.\r\n- **Quora** : Expected some content in section `Citation Information` but it is empty, missing 8 required positional arguments: 'annotations_creators', 'language_creators', 'licenses', 'multilinguality', 'size_categories', 'source_datasets', 'task_categories', and 'task_ids'\r\n- **sentiment140**: missing 8 required positional arguments: 'annotations_creators', 'language_creators', 'licenses', 'multilinguality', 'size_categories', 'source_datasets', 'task_categories', and 'task_ids'\r\n\r\nThere are also some timeout errors, I don't really understand the source though :confused: ", "_The documentation is not available anymore as the PR was closed or merged._" ]
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Adding evaluation metadata for: - Reddit - Rotten Tomatoes - SemEval 2010 - Sentiment 140 - SMS Spam - Snips - SQuAD - SQuAD v2 - Timit ASR
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Eval metadata batch 2 : Health Fact, Jigsaw Toxicity, LIAR, LJ Speech, MSRA NER, Multi News, NCBI Disease, Poem Sentiment
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[ "Summary of CircleCI errors:\r\n- **Jjigsaw_toxicity_pred**: `Citation Information` but it is empty.\r\n- **LIAR** : `Data Instances`,`Data Fields`, `Data Splits`, `Citation Information` are empty.\r\n- **MSRA NER** : Dataset Summary`, `Data Instances`, `Data Fields`, `Data Splits`, `Citation Information` are empty.\r\n", "The CI errors about missing content in the dataset cards can be ignored in this PR btw", "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4336). All of your documentation changes will be reflected on that endpoint." ]
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Adding evaluation metadata for : - Health Fact - Jigsaw Toxicity - LIAR - LJ Speech - MSRA NER - Multi News - NCBI Diseas - Poem Sentiment
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Eval metadata batch 1: BillSum, CoNLL2003, CoNLLPP, CUAD, Emotion, GigaWord, GLUE, Hate Speech 18, Hate Speech
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[ "Summary of CircleCI errors:\r\n- **BoolQ**: missing 8 required positional arguments: 'annotations_creators', 'language_creators', 'licenses', 'multilinguality', 'size_categories', 'source_datasets', 'task_categories', and 'task_ids'\r\n- **Conllpp**: expected some content in section `Citation Information` but it is empty.\r\n- **GLUE**: 'annotations_creators', 'language_creators', 'source_datasets' :['unknown'] are not registered tags\r\n- **ConLL2003**: field 'task_ids': ['part-of-speech-tagging'] are not registered tags for 'task_ids'\r\n- **Hate_speech18:** Expected some content in section `Data Instances` but it is empty, Expected some content in section `Data Splits` but it is empty", "And yes we can ignore all the CI errors related to missing content in the dataset cards, these issues can be fixed in other PRs", "_The documentation is not available anymore as the PR was closed or merged._" ]
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Adding evaluation metadata for: - BillSum - CoNLL2003 - CoNLLPP - CUAD - Emotion - GigaWord - GLUE - Hate Speech 18 - Hate Speech Offensive
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Adding eval metadata for billsum
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[ "@lhoestq , Circle CI is giving me an error, saying that ['extended'] is a key that shouldn't be in the dataset metadata, but it was there before my modification (so I don't want to remove it)" ]
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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`wikipedia` pre-processed datasets
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[ "Hi @vpj, thanks for reporting.\r\n\r\nI'm sorry, but I can't reproduce your bug: I load \"20220301.simple\"in 9 seconds:\r\n```shell\r\ntime python -c \"from datasets import load_dataset; load_dataset('wikipedia', '20220301.simple')\"\r\n\r\nDownloading and preparing dataset wikipedia/20220301.simple (download: 228.58 MiB, generated: 224.18 MiB, post-processed: Unknown size, total: 452.76 MiB) to .../.cache/huggingface/datasets/wikipedia/20220301.simple/2.0.0/aa542ed919df55cc5d3347f42dd4521d05ca68751f50dbc32bae2a7f1e167559...\r\nDownloading: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1.66k/1.66k [00:00<00:00, 1.02MB/s]\r\nDownloading: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 235M/235M [00:02<00:00, 82.8MB/s]\r\nDataset wikipedia downloaded and prepared to .../.cache/huggingface/datasets/wikipedia/20220301.simple/2.0.0/aa542ed919df55cc5d3347f42dd4521d05ca68751f50dbc32bae2a7f1e167559. Subsequent calls will reuse this data.\r\n100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 290.75it/s]\r\n\r\nreal\t0m9.693s\r\nuser\t0m6.002s\r\nsys\t0m3.260s\r\n```\r\n\r\nCould you please check your environment info, as requested when opening this issue?\r\n```\r\n## Environment info\r\n<!-- You can run the command `datasets-cli env` and copy-and-paste its output below. -->\r\n- `datasets` version:\r\n- Platform:\r\n- Python version:\r\n- PyArrow version:\r\n```\r\nMaybe you are using an old version of `datasets`..." ]
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## Describe the bug [Wikipedia](https://huggingface.co/datasets/wikipedia) dataset readme says that certain subsets are preprocessed. However it seems like they are not available. When I try to load them it takes a really long time, and it seems like it's processing them. ## Steps to reproduce the bug ```python from datasets import load_dataset load_dataset("wikipedia", "20220301.en") ``` ## Expected results To load the dataset ## Actual results Takes a very long time to load (after downloading) After `Downloading data files: 100%`. It takes hours and gets killed. Tried `wikipedia.simple` and it got processed after ~30mins.
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4,326
Fix type hint and documentation for `new_fingerprint`
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4326). All of your documentation changes will be reflected on that endpoint." ]
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Currently, there are no type hints nor `Optional` for the argument `new_fingerprint` in several methods of `datasets.arrow_dataset.Dataset`. There was some documentation missing as well. Note that pylance is happy with the type hints, but pyright does not detect that `new_fingerprint` is set within the decorator. The modifications in this PR are fine since here https://github.com/huggingface/datasets/blob/aa743886221d76afb409d263e1b136e7a71fe2b4/src/datasets/fingerprint.py#L446-L454 for the non-inplace case we make sure to auto-generate a new fingerprint (as indicated in the doc).
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1,233,812,191
I_kwDODunzps5Jinrf
4,325
Dataset Viewer issue for strombergnlp/offenseval_2020, strombergnlp/polstance
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[ "Not sure if it's related... I was going to raise an issue for https://huggingface.co/datasets/domenicrosati/TruthfulQA which also has the same issue... https://huggingface.co/datasets/domenicrosati/TruthfulQA/viewer/domenicrosati--TruthfulQA/train \r\n\r\n", "Yes, it's related. The backend behind the dataset viewer is currently under too much load, and these datasets are still in the jobs queue. We're actively working on this issue, and we expect to fix the issue permanently soon. Thanks for your patience 🙏  ", "Thanks @severo and no worries! - a suggestion for a UI usability thing maybe is to indicate that the dataset processing is in the job queue (rather than no data?)", "Thanks, these are working great now (including @domenicrosati 's, afaics!)" ]
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CONTRIBUTOR
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### Link https://huggingface.co/datasets/strombergnlp/offenseval_2020/viewer/ar/train ### Description The viewer isn't running for these two datasets. I left it overnight because a wait sometimes helps things get loaded, and the error messages have all gone, but the datasets are still turning up blank in viewer. Maybe it needs a bit more time. * https://huggingface.co/datasets/strombergnlp/polstance/viewer/PolStance/train * https://huggingface.co/datasets/strombergnlp/offenseval_2020/viewer/ar/train While offenseval_2020 is gated w. prompt, the other gated previews I have run fine in Viewer, e.g. https://huggingface.co/datasets/strombergnlp/shaj , so I'm a bit stumped! ### Owner Yes
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1,233,780,870
I_kwDODunzps5JigCG
4,324
Support >1 PWC dataset per dataset card
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[ "Hi @leondz, I agree it would be nice. We'll see what we can do ;)" ]
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CONTRIBUTOR
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**Is your feature request related to a problem? Please describe.** Some datasets cover more than one dataset on PapersWithCode. For example, the OffensEval 2020 challenge involved five languages, and there's one dataset to cover all five datasets, [`strombergnlp/offenseval_2020`](https://huggingface.co/datasets/strombergnlp/offenseval_2020). However, the yaml `paperswithcode_id:` dataset card entry only supports one value; when multiple are added, the PWC link disappears from the dataset page. Because the link from a PapersWithCode dataset to a Hugging Face Hub entry can't be entered manually and seems to be scraped, this means end users don't have a way of getting a dataset reader link to appear on all the PWC datasets supported by one HF Hub Dataset reader. It's not super unusual to have papers introduce multiple parallel variants of a dataset and would be handy to reflect this, so e.g. dataset maintainers can DRY, and so dataset users can keep what they're doing simple. **Describe the solution you'd like** I'd like `paperswithcode_id:` to support lists and be able to connect with multiple PWC datasets. **Describe alternatives you've considered** De-normalising the datasets on HF Hub to create multiple readers for each variation on a task, i.e. instead of a single `offenseval_2020`, having `offenseval_2020_ar`, `offenseval_2020_da`, `offenseval_2020_gr`, ... **Additional context** Hope that's enough **Priority** Low
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1,233,634,928
I_kwDODunzps5Jh8Zw
4,323
Audio can not find value["bytes"]
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[ "![image](https://user-images.githubusercontent.com/34292279/168063684-fff5c12a-8b1e-4c65-b18b-36100ab8a1af.png)\r\n\r\nthat is reason my bytes`s empty\r\nbut i have some confused why path prior is higher than bytes?\r\n\r\nif you can make bytes in _generate_examples , you don`t have to make bytes to path?\r\nbecause we have path and bytes already", "> but i have some confused why path prior is higher than bytes?\r\n\r\nIf the audio file is already available locally, we don't need to store the bytes again.\r\n\r\nIf you don't specify a \"path\" to a local file, then the bytes are stored. You can set \"path\" to None for example.\r\n\r\n> if you can make bytes in _generate_examples , you don`t have to make bytes to path?\r\n> because we have path and bytes already\r\n\r\nIt's useful to pass both \"path\" and \"bytes\" in `_generate_examples`:\r\n- when the dataset has been downloaded, then the \"path\" to the audio files are stored and we can ignore \"bytes\" in order to save disk space.\r\n- when the dataset is loaded in streaming mode, the audio files are not available on your disk and therefore we use the \"bytes\" ", "@lhoestq \r\nFirst of all, thx for reply\r\n\r\nbut, if i put in \"bytes\" and \"path\"\r\nex) {\"bytes\":\"blah blah~\", \"path\":\"blah blah~\"}\r\n\r\nthat source working that my bytes to empty first,\r\nand then, re-calculate my bytes!\r\n![image](https://user-images.githubusercontent.com/34292279/168534687-1fb60d8c-d369-47d2-a4bb-db68f95194b4.png)\r\n\r\nif you have some pcm file, pcm is can read bytes.\r\nso, i put in bytes and paths.\r\nbut bytes is been None why encode_example func make None\r\nand then, on decode_example func, we no have bytes. so, calculate bytes to path.\r\npcm is not support librosa or soundfile, error occured!\r\n\r\nthe most important thing is not announced anywhere this situation can be reproduced\r\n\r\nis that truly right process flow?", "I don't think we support PCM files, feel free to convert your data to WAV for now.\r\n\r\nIt would be awesome to support PCM files though, let me know if you'd like to contribute this feature, I'd be happy to help", "@lhoestq oh, how can i contribute?", "You can clone the repository (see the guide on [how to contribute](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-create-a-pull-request)) and see how we can make the `Image.encode_example` method work with PCM data.\r\n\r\nThere might be other ways to approach this problem, but here is what I think is a reasonable one:\r\n\r\nI think `Image.encode_example` should be able to take PCM bytes as input and the sampling rate, and return the WAV bytes (built by combining the PCM bytes and the sampling rate info), so that `Image.decode_example` can read it.\r\n\r\nTo check if the input bytes are PCM data, you can just check if the extension of the `path` is \".pcm\".\r\n", "maybe i can start to contribute on this sunday!\r\n@lhoestq " ]
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## Describe the bug I wrote down _generate_examples like: ![image](https://user-images.githubusercontent.com/34292279/168027186-2fe8b255-2cd8-4b9b-ab1e-8d5a7182979b.png) but where is the bytes? ![image](https://user-images.githubusercontent.com/34292279/168027330-f2496dd0-1d99-464c-b15c-bc57eee0415a.png) ## Expected results value["bytes"] is not None, so i can make datasets with bytes, not path ## bytes looks like: blah blah~~ \xfe\x03\x00\xfb\x06\x1c\x0bo\x074\x03\xaf\x01\x13\x04\xbc\x06\x8c\x05y\x05,\t7\x08\xaf\x03\xc0\xfe\xe8\xfc\x94\xfe\xb7\xfd\xea\xfa\xd5\xf9$\xf9>\xf9\x1f\xf8\r\xf5F\xf49\xf4\xda\xf5-\xf8\n\xf8k\xf8\x07\xfb\x18\xfd\xd9\xfdv\xfd"\xfe\xcc\x01\x1c\x04\x08\x04@\x04{\x06^\tf\t\x1e\x07\x8b\x06\x02\x08\x13\t\x07\x08 \x06g\x06"\x06\xa0\x03\xc6\x002\xff \xff\x1d\xff\x19\xfd?\xfb\xdb\xfa\xfc\xfa$\xfb}\xf9\xe5\xf7\xf9\xf7\xce\xf8.\xf9b\xf9\xc5\xf9\xc0\xfb\xfa\xfcP\xfc\xba\xfbQ\xfc1\xfe\x9f\xff\x12\x00\xa2\x00\x18\x02Z\x03\x02\x04\xb1\x03\xc5\x03W\x04\x82\x04\x8f\x04U\x04\xb6\x04\x10\x05{\x04\x83\x02\x17\x01\x1d\x00\xa0\xff\xec\xfe\x03\xfe#\xfe\xc2\xfe2\xff\xe6\xfe\x9a\xfe~\x01\x91\x08\xb3\tU\x05\x10\x024\x02\xe4\x05\xa8\x07\xa7\x053\x07I\n\x91\x07v\x02\x95\xfd\xbb\xfd\x96\xff\x01\xfe\x1e\xfb\xbb\xf9S\xf8!\xf8\xf4\xf5\xd6\xf3\xf7\xf3l\xf4d\xf6l\xf7d\xf6b\xf7\xc1\xfa(\xfd\xcf\xfd*\xfdq\xfe\xe9\x01\xa8\x03t\x03\x17\x04B\x07\xce\t\t\t\xeb\x06\x0c\x07\x95\x08\x92\t\xbc\x07O\x06\xfb\x06\xd2\x06U\x04\x00\x02\x92\x00\xdc\x00\x84\x00 \xfeT\xfc\xf1\xfb\x82\xfc\x97\xfb}\xf9\x00\xf8_\xf8\x0b\xf9\xe5\xf8\xe2\xf7\xaa\xf8\xb2\xfa\x10\xfbl\xfa\xf5\xf9Y\xfb\xc0\xfd\xe8\xfe\xec\xfe1\x00\xad\x01\xec\x02E\x03\x13\x03\x9b\x03o\x04\xce\x04\xa8\x04\xb2\x04\x1b\x05\xc0\x05\xd2\x04\xe8\x02z\x01\xbe\x00\xae\x00\x07\x00$\xff|\xff\x8e\x00\x13\x00\x10\xff\x98\xff0\x05{\x0b\x05\t\xaa\x03\x82\x01n\x03 blah blah~~ that function not return None ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version:2.2.1 - Platform:ubuntu 18.04 - Python version:3.6.9 - PyArrow version:6.0.1
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1,233,596,947
PR_kwDODunzps43s1wy
4,322
Added stratify option to train_test_split function.
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[ "> Nice thank you ! This will be super useful :)\r\n> \r\n> Could you also add some tests in test_arrow_dataset.py and add an example of usage in the `Example:` section of the `train_test_split` docstring ?\r\n\r\nI will try to do it, is there any documentation for adding test cases? I have never done it before.", "Thanks for the changes !\r\n\r\n> I will try to do it, is there any documentation for adding test cases? I have never done it before.\r\n\r\nYou can just add a function `test_train_test_split_startify` in `test_arrow_dataset.py`.\r\n\r\nIn this function you can define a dataset and make sure that `train_test_split` with the `stratify` argument works as expected.\r\n\r\nYou can do `pytest tests/test_arrow_dataset.py::test_train_test_split_startify` to run your test.\r\n\r\nFeel free to get some inspiration from other tests like `test_interleave_datasets` for example", "I have added tests for stratified train_test_split in `test_arrow_dataset.py` file inside `test_train_test_split_startify` function. I have also added example usage with `stratify` arg in `Example:` section of the `train_test_split` docstring.\r\nResults of tests:\r\n```\r\n(data) nandwalritik@hp:~/datasets$ pytest tests/test_arrow_dataset.py::test_train_test_split_startify -W ignore\r\n============================================================================ test session starts ============================================================================\r\nplatform linux -- Python 3.9.5, pytest-7.1.2, pluggy-1.0.0\r\nrootdir: /home/nandwalritik/datasets\r\nplugins: datadir-1.3.1, forked-1.4.0, xdist-2.5.0\r\ncollected 1 item \r\n\r\ntests/test_arrow_dataset.py . [100%]\r\n\r\n============================================================================= 1 passed in 0.12s =============================================================================\r\n\r\n```", "Thanks a lot !\r\n\r\n`utils/stratify.py` sounds good yes :)\r\n\r\nAlso feel free to merge `master` into your branch to fix the CI ;)", "Added all the changes as were suggested and rebased with `main`.", "_The documentation is not available anymore as the PR was closed or merged._" ]
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This PR adds `stratify` option to `train_test_split` method. I took reference from scikit-learn's `StratifiedShuffleSplit` class for implementing stratified split and integrated the changes as were suggested by @lhoestq. It fixes #3452. @lhoestq Please review and let me know, if any changes are required.
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Adding dataset enwik8
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Because I regularly work with enwik8, I would like to contribute the dataset loader 🤗
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Multi-news dataset loader attempts to strip wrong character from beginning of summaries
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[ "Hi ! Thanks for reporting :)\r\n\r\nThis dataset was simply converted from [tensorflow datasets](https://github.com/tensorflow/datasets/blob/master/tensorflow_datasets/summarization/multi_news.py)\r\n\r\nI think we can just remove the `.strip(\"- \")` and keep this character", "Cool! I made a PR." ]
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## Describe the bug The `multi_news.py` data loader has [a line which attempts to strip `"- "` from the beginning of summaries](https://github.com/huggingface/datasets/blob/aa743886221d76afb409d263e1b136e7a71fe2b4/datasets/multi_news/multi_news.py#L97). The actual character in the multi-news dataset, however, is `"– "`, which is different, e.g. `"– " != "- "`. I would have just opened a PR to fix the mistake, but I am wondering what the motivation for stripping this character is? AFAICT most approaches just leave it in, e.g. the current SOTA on this dataset, [PRIMERA](https://huggingface.co/allenai/PRIMERA-multinews) (you can see its in the generated summaries of the model in their [example notebook](https://github.com/allenai/PRIMER/blob/main/Evaluation_Example.ipynb)). ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.2.0 - Platform: Linux-5.4.188+-x86_64-with-Ubuntu-18.04-bionic - Python version: 3.7.13 - PyArrow version: 6.0.1 - Pandas version: 1.3.5
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Adding eval metadata for ade v2
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Adding metadata to allow evaluation
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Don't check f.loc in _get_extraction_protocol_with_magic_number
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`f.loc` doesn't always exist for file-like objects in python. I removed it since it was not necessary anyway (we always seek the file to 0 after reading the magic number) Fix https://github.com/huggingface/datasets/issues/4310
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Fix cnn_dailymail (dm stories were ignored)
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https://github.com/huggingface/datasets/pull/4188 introduced a bug in `datasets` 2.2.0: DailyMail stories are ignored when generating the dataset. I fixed that, and removed the google drive link (it has annoying quota limitations issues) We can do a patch release after this is merged
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Support passing config_kwargs to CLI run_beam
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This PR supports passing `config_kwargs` to CLI run_beam, so that for example for "wikipedia" dataset, we can pass: ``` --date 20220501 --language ca ```
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Fix CLI run_beam namespace
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Currently, it raises TypeError: ``` TypeError: __init__() got an unexpected keyword argument 'namespace' ```
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Catch pull error when mirroring
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Catch pull errors when mirroring so that the script continues to update the other datasets. The error will still be printed at the end of the job. In this case the job also fails, and asks to manually update the datasets that failed.
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Add API code examples for Builder classes
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This PR adds API code examples for the Builder classes.
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added TR-News dataset
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[Imagefolder] Docs + Don't infer labels from file names when there are metadata + Error messages when metadata and images aren't linked correctly
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I updated the `docs/source/image_process.mdx` documentation and added an example for image captioning and object detection using `ImageFolder`. While doing so I also improved a few aspects: - we don't need to infer labels from file names when there are metadata - they can just be in the metadata if necessary - raise informative error messages when metadata and images aren't linked correctly: - when an image is missing a metadata file - when a metadata file is missing an image I added some tests for these changes as well cc @mariosasko
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Loading dataset with streaming: '_io.BufferedReader' object has no attribute 'loc'
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## Describe the bug Loading a datasets with `load_dataset` and `streaming=True` returns `AttributeError: '_io.BufferedReader' object has no attribute 'loc'`. Notice that loading with `streaming=False` works fine. In the following steps we load parquet files but the same happens with pickle files. The problem seems to come from `fsspec` lib, I put in the environment info also `s3fs` and `fsspec` versions since I'm loading from an s3 bucket. ## Steps to reproduce the bug ```python from datasets import load_dataset # path is the path to parquet files data_files = {"train": path + "meta_train.parquet.gzip", "test": path + "meta_test.parquet.gzip"} dataset = load_dataset("parquet", data_files=data_files, streaming=True) ``` ## Expected results A dataset object `datasets.dataset_dict.DatasetDict` ## Actual results ``` AttributeError Traceback (most recent call last) <command-562086> in <module> 11 12 data_files = {"train": path + "meta_train.parquet.gzip", "test": path + "meta_test.parquet.gzip"} ---> 13 dataset = load_dataset("parquet", data_files=data_files, streaming=True) /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/load.py in load_dataset(path, name, data_dir, data_files, split, cache_dir, features, download_config, download_mode, ignore_verifications, keep_in_memory, save_infos, revision, use_auth_token, task, streaming, **config_kwargs) 1679 if streaming: 1680 extend_dataset_builder_for_streaming(builder_instance, use_auth_token=use_auth_token) -> 1681 return builder_instance.as_streaming_dataset( 1682 split=split, 1683 use_auth_token=use_auth_token, /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/builder.py in as_streaming_dataset(self, split, base_path, use_auth_token) 904 ) 905 self._check_manual_download(dl_manager) --> 906 splits_generators = {sg.name: sg for sg in self._split_generators(dl_manager)} 907 # By default, return all splits 908 if split is None: /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/packaged_modules/parquet/parquet.py in _split_generators(self, dl_manager) 30 if not self.config.data_files: 31 raise ValueError(f"At least one data file must be specified, but got data_files={self.config.data_files}") ---> 32 data_files = dl_manager.download_and_extract(self.config.data_files) 33 if isinstance(data_files, (str, list, tuple)): 34 files = data_files /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/utils/streaming_download_manager.py in download_and_extract(self, url_or_urls) 798 799 def download_and_extract(self, url_or_urls): --> 800 return self.extract(self.download(url_or_urls)) 801 802 def iter_archive(self, urlpath_or_buf: Union[str, io.BufferedReader]) -> Iterable[Tuple]: /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/utils/streaming_download_manager.py in extract(self, path_or_paths) 776 777 def extract(self, path_or_paths): --> 778 urlpaths = map_nested(self._extract, path_or_paths, map_tuple=True) 779 return urlpaths 780 /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/utils/py_utils.py in map_nested(function, data_struct, dict_only, map_list, map_tuple, map_numpy, num_proc, types, disable_tqdm, desc) 312 num_proc = 1 313 if num_proc <= 1 or len(iterable) <= num_proc: --> 314 mapped = [ 315 _single_map_nested((function, obj, types, None, True, None)) 316 for obj in logging.tqdm(iterable, disable=disable_tqdm, desc=desc) /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/utils/py_utils.py in <listcomp>(.0) 313 if num_proc <= 1 or len(iterable) <= num_proc: 314 mapped = [ --> 315 _single_map_nested((function, obj, types, None, True, None)) 316 for obj in logging.tqdm(iterable, disable=disable_tqdm, desc=desc) 317 ] /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/utils/py_utils.py in _single_map_nested(args) 267 return {k: _single_map_nested((function, v, types, None, True, None)) for k, v in pbar} 268 else: --> 269 mapped = [_single_map_nested((function, v, types, None, True, None)) for v in pbar] 270 if isinstance(data_struct, list): 271 return mapped /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/utils/py_utils.py in <listcomp>(.0) 267 return {k: _single_map_nested((function, v, types, None, True, None)) for k, v in pbar} 268 else: --> 269 mapped = [_single_map_nested((function, v, types, None, True, None)) for v in pbar] 270 if isinstance(data_struct, list): 271 return mapped /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/utils/py_utils.py in _single_map_nested(args) 249 # Singleton first to spare some computation 250 if not isinstance(data_struct, dict) and not isinstance(data_struct, types): --> 251 return function(data_struct) 252 253 # Reduce logging to keep things readable in multiprocessing with tqdm /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/utils/streaming_download_manager.py in _extract(self, urlpath) 781 def _extract(self, urlpath: str) -> str: 782 urlpath = str(urlpath) --> 783 protocol = _get_extraction_protocol(urlpath, use_auth_token=self.download_config.use_auth_token) 784 if protocol is None: 785 # no extraction /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/utils/streaming_download_manager.py in _get_extraction_protocol(urlpath, use_auth_token) 371 urlpath, kwargs = urlpath, {} 372 with fsspec.open(urlpath, **kwargs) as f: --> 373 return _get_extraction_protocol_with_magic_number(f) 374 375 /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/datasets/utils/streaming_download_manager.py in _get_extraction_protocol_with_magic_number(f) 335 def _get_extraction_protocol_with_magic_number(f) -> Optional[str]: 336 """read the magic number from a file-like object and return the compression protocol""" --> 337 prev_loc = f.loc 338 magic_number = f.read(MAGIC_NUMBER_MAX_LENGTH) 339 f.seek(prev_loc) /local_disk0/.ephemeral_nfs/envs/pythonEnv-a7e72260-221c-472b-85f4-bec801aee66d/lib/python3.8/site-packages/fsspec/implementations/local.py in __getattr__(self, item) 337 338 def __getattr__(self, item): --> 339 return getattr(self.f, item) 340 341 def __enter__(self): AttributeError: '_io.BufferedReader' object has no attribute 'loc' ``` ## Environment info - `datasets` version: 2.1.0 - Platform: Linux-5.4.0-1071-aws-x86_64-with-glibc2.29 - Python version: 3.8.10 - PyArrow version: 8.0.0 - Pandas version: 1.4.2 - `fsspec` version: 2021.08.1 - `s3fs` version: 2021.08.1
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[WIP] Add TEDLIUM dataset
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4309). All of your documentation changes will be reflected on that endpoint.", "```python\r\nfrom datasets import load_dataset\r\n\r\nds = load_dataset('./datasets/tedlium', 'release1', cache_dir='/home/sanchitgandhi/cache')\r\n```\r\n\r\n```\r\nDownloading and preparing dataset tedlium/release1 to /home/sanchitgandhi/cache/tedlium/release1/1.0.1/5a9fcb97b4b52d5a1c9dc7bde4b1d5994cd89c4a3425ea36c789bf6096fee4f0...\r\nTraceback (most recent call last):\r\n File \"<string>\", line 1, in <module>\r\n File \"/home/sanchit_huggingface_co/datasets/src/datasets/load.py\", line 1703, in load_dataset\r\n builder_instance.download_and_prepare(\r\n File \"/home/sanchit_huggingface_co/datasets/src/datasets/builder.py\", line 605, in download_and_prepare\r\n self._download_and_prepare(\r\n File \"/home/sanchit_huggingface_co/datasets/src/datasets/builder.py\", line 1240, in _download_and_prepare\r\n raise MissingBeamOptions(\r\ndatasets.builder.MissingBeamOptions: Trying to generate a dataset using Apache Beam, yet no Beam Runner or PipelineOptions() has been provided in `load_dataset` or in the builder arguments. For big datasets it has to run on large-scale data processing tools like Dataflow, Spark, etc. More information about Apache Beam runners at https://beam.apache.org/documentation/runners/capability-matrix/\r\nIf you really want to run it locally because you feel like the Dataset is small enough, you can use the local beam runner called `DirectRunner` (you may run out of memory). \r\nExample of usage: \r\n `load_dataset('tedlium', 'release1', beam_runner='DirectRunner')`\r\n```\r\nSpecifying the `beam_runner='DirectRunner'` works:\r\n```python\r\nfrom datasets import load_dataset\r\n\r\nds = load_dataset('./datasets/tedlium', 'release1', cache_dir='/home/sanchitgandhi/cache', beam_runner='DirectRunner')\r\n```", "Extra Python imports/Linux packages:\r\n```\r\npip install pydub\r\nsudo apt install ffmpeg\r\n```", "Script heavily inspired by the TF datasets script at: https://github.com/tensorflow/datasets/blob/master/tensorflow_datasets/audio/tedlium.py\r\n\r\nThe TF datasets script uses the module AudioSegment from the package `pydub` (https://github.com/jiaaro/pydub), which is used to to open the audio files (stored in .sph format):\r\nhttps://github.com/huggingface/datasets/blob/61bf6123634bf6e7c7287cd6097909eb26118c58/datasets/tedlium/tedlium.py#L167-L170\r\nThis package requires the pip install of `pydub` and the system installation of `ffmpeg`: https://github.com/jiaaro/pydub#installation\r\nIs it ok to use these packages? Or do we tend to avoid introducing additional dependencies?\r\n\r\nThe TF datasets script also uses `_build_pcollection`:\r\nhttps://github.com/huggingface/datasets/blob/8afbbb6fe66b40d05574e2e72e65e974c72ae769/datasets/tedlium/tedlium.py#L200-L206\r\nHowever, I was advised against using `beam` logic. Thus, I have reverted to generating the examples file-by-file: https://github.com/huggingface/datasets/blob/61bf6123634bf6e7c7287cd6097909eb26118c58/datasets/tedlium/tedlium.py#L112-L138\r\n\r\nI am now able to generate examples by running the `load_dataset` command:\r\n```python\r\nfrom datasets import load_dataset\r\n\r\nds = load_dataset('./datasets/tedlium', 'release1', cache_dir='/home/sanchitgandhi/cache')\r\n```\r\n\r\nHere, generating examples is **extremely** slow: it takes ~1 second per example, so ~60k seconds for the train set (~16 hours). Is there a way of paralleling this to make it faster?", "> This package requires the pip install of pydub and the system installation of ffmpeg: https://github.com/jiaaro/pydub#installation\r\nIs it ok to use these packages? Or do we tend to avoid introducing additional dependencies?\r\n\r\nIt's ok, windows users will have have a bad time but I'm not sure we can do much about it.\r\n\r\n> Here, generating examples is extremely slow: it takes ~1 second per example, so ~60k seconds for the train set (~16 hours). Is there a way of paralleling this to make it faster?\r\n\r\nNot at the moment. For such cases we advise hosting the dataset ourselves in a processed format. The license doesn't allow this since the license is \"NoDerivatives\". Currently the only way to parallelize it is by keeping is as a beam dataset and let users pay Google Dataflow to process it (or use spark or whatever).", "Thanks for your super speedy reply @lhoestq!\r\n\r\nI’ve uploaded the script and README.md to the org here: https://huggingface.co/datasets/LIUM/tedlium\r\nIs any modification of the script required to be able to use it from the Hub? When I run:\r\n```python\r\nfrom datasets import load_dataset\r\n\r\ntedlium = load_dataset(\"LIUM/tedlium\", \"release1\") # for Release 1\r\n```\r\nI get the following error:\r\n```\r\n---------------------------------------------------------------------------\r\nTypeError Traceback (most recent call last)\r\nInput In [2], in <cell line: 1>()\r\n----> 1 load_dataset(\"LIUM/tedlium\", \"release1\")\r\n\r\nFile ~/datasets/src/datasets/load.py:1676, in load_dataset(path, name, data_dir, data_files, split, cache_dir, features, download_config, download_mode, ignore_verifications, keep_in_memory, save_infos, revision, use_auth_token, task, streaming, **config_kwargs)\r\n 1673 ignore_verifications = ignore_verifications or save_infos\r\n 1675 # Create a dataset builder\r\n-> 1676 builder_instance = load_dataset_builder(\r\n 1677 path=path,\r\n 1678 name=name,\r\n 1679 data_dir=data_dir,\r\n 1680 data_files=data_files,\r\n 1681 cache_dir=cache_dir,\r\n 1682 features=features,\r\n 1683 download_config=download_config,\r\n 1684 download_mode=download_mode,\r\n 1685 revision=revision,\r\n 1686 use_auth_token=use_auth_token,\r\n 1687 **config_kwargs,\r\n 1688 )\r\n 1690 # Return iterable dataset in case of streaming\r\n 1691 if streaming:\r\n\r\nFile ~/datasets/src/datasets/load.py:1502, in load_dataset_builder(path, name, data_dir, data_files, cache_dir, features, download_config, download_mode, revision, use_auth_token, **config_kwargs)\r\n 1500 download_config = download_config.copy() if download_config else DownloadConfig()\r\n 1501 download_config.use_auth_token = use_auth_token\r\n-> 1502 dataset_module = dataset_module_factory(\r\n 1503 path,\r\n 1504 revision=revision,\r\n 1505 download_config=download_config,\r\n 1506 download_mode=download_mode,\r\n 1507 data_dir=data_dir,\r\n 1508 data_files=data_files,\r\n 1509 )\r\n 1511 # Get dataset builder class from the processing script\r\n 1512 builder_cls = import_main_class(dataset_module.module_path)\r\n\r\nFile ~/datasets/src/datasets/load.py:1254, in dataset_module_factory(path, revision, download_config, download_mode, force_local_path, dynamic_modules_path, data_dir, data_files, **download_kwargs)\r\n 1249 if isinstance(e1, FileNotFoundError):\r\n 1250 raise FileNotFoundError(\r\n 1251 f\"Couldn't find a dataset script at {relative_to_absolute_path(combined_path)} or any data file in the same directory. \"\r\n 1252 f\"Couldn't find '{path}' on the Hugging Face Hub either: {type(e1).__name__}: {e1}\"\r\n 1253 ) from None\r\n-> 1254 raise e1 from None\r\n 1255 else:\r\n 1256 raise FileNotFoundError(\r\n 1257 f\"Couldn't find a dataset script at {relative_to_absolute_path(combined_path)} or any data file in the same directory.\"\r\n 1258 )\r\n\r\nFile ~/datasets/src/datasets/load.py:1227, in dataset_module_factory(path, revision, download_config, download_mode, force_local_path, dynamic_modules_path, data_dir, data_files, **download_kwargs)\r\n 1225 raise e\r\n 1226 if filename in [sibling.rfilename for sibling in dataset_info.siblings]:\r\n-> 1227 return HubDatasetModuleFactoryWithScript(\r\n 1228 path,\r\n 1229 revision=revision,\r\n 1230 download_config=download_config,\r\n 1231 download_mode=download_mode,\r\n 1232 dynamic_modules_path=dynamic_modules_path,\r\n 1233 ).get_module()\r\n 1234 else:\r\n 1235 return HubDatasetModuleFactoryWithoutScript(\r\n 1236 path,\r\n 1237 revision=revision,\r\n (...)\r\n 1241 download_mode=download_mode,\r\n 1242 ).get_module()\r\n\r\nFile ~/datasets/src/datasets/load.py:940, in HubDatasetModuleFactoryWithScript.get_module(self)\r\n 938 def get_module(self) -> DatasetModule:\r\n 939 # get script and other files\r\n--> 940 local_path = self.download_loading_script()\r\n 941 dataset_infos_path = self.download_dataset_infos_file()\r\n 942 imports = get_imports(local_path)\r\n\r\nFile ~/datasets/src/datasets/load.py:918, in HubDatasetModuleFactoryWithScript.download_loading_script(self)\r\n 917 def download_loading_script(self) -> str:\r\n--> 918 file_path = hf_hub_url(path=self.name, name=self.name.split(\"/\")[1] + \".py\", revision=self.revision)\r\n 919 download_config = self.download_config.copy()\r\n 920 if download_config.download_desc is None:\r\n\r\nTypeError: hf_hub_url() got an unexpected keyword argument 'name'\r\n```\r\n\r\nNote that I am able to load the dataset from the `datasets` repo with the following lines of code:\r\n```python\r\nfrom datasets import load_dataset\r\n\r\nds = load_dataset('./datasets/tedlium', 'release1', cache_dir='/home/sanchitgandhi/cache')\r\n```", "What version of `datasets` do you have ?\r\nUpdating `datasets` should fix the error ;)\r\n", "> This package requires the pip install of pydub and the system installation of ffmpeg: https://github.com/jiaaro/pydub#installation\r\nIs it ok to use these packages? Or do we tend to avoid introducing additional dependencies?\r\n\r\n`soundfile`, which is a required audio dependency, should also work with `.sph` files, no?", "> `soundfile`, which is a required audio dependency, should also work with `.sph` files, no?\r\n\r\nAwesome, thanks for the pointer @mariosasko! Switched `pydub` to `soundfile`, and having specifying the `dtype` argument in `soundfile.read` as `np.int16`, the arrays match with those from `pydub` ✅\r\n\r\nI also did some heavy optimising of the script with the processing of the `.stm` and `.sph` files - it now runs 2000x faster than before, so there probably isn't a need to upload the data to the Hub @lhoestq. The total processing time is just ~2mins now 🚀\r\n" ]
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Adds the TED-LIUM dataset https://www.tensorflow.org/datasets/catalog/tedlium#tedliumrelease3 TODO: - [x] Port `tedium.py` from TF datasets using `convert_dataset.sh` script - [x] Make `load_dataset` work - [ ] ~~Run `datasets-cli` command to generate `dataset_infos.json`~~ - [ ] ~~Create dummy data for continuous testing~~ - [ ] ~~Dummy data tests~~ - [ ] ~~Real data tests~~ - [ ] Create the metadata JSON - [ ] Close PR and add directly to the Hub under LIUM org
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4,308
Remove unused multiprocessing args from test CLI
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Multiprocessing is not used in the test CLI.
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