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`Dataset` unexpected changed dict data and may cause error
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[ "If `test.jsonl` contains more lines like:\r\n```\r\n{\"id\": 0, \"indexs\": {\"-1\": [0, 10]}}\r\n{\"id\": 1, \"indexs\": {\"-1\": [0, 10]}}\r\n{\"id\": 2, \"indexs\": {\"-2\": [0, 10]}}\r\n...\r\n{\"id\": n, \"indexs\": {\"-9999\": [0, 10]}}\r\n```\r\n\r\n`Dataset.from_json` will just raise an error:\r\n```\r\nAn...
2024-02-28T05:30:10Z
2024-02-28T19:14:36Z
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### Describe the bug Will unexpected get keys with `None` value in the parsed json dict. ### Steps to reproduce the bug ```jsonl test.jsonl {"id": 0, "indexs": {"-1": [0, 10]}} {"id": 1, "indexs": {"-1": [0, 10]}} ``` ```python dataset = Dataset.from_json('.test.jsonl') print(dataset[0]) ``` Result: ``` {'id': 0, 'indexs': {'-1': [...], '-2': None, '-3': None, '-4': None, '-5': None, '-6': None, '-7': None, '-8': None, '-9': None, ...}} ``` Those keys with `None` value will unexpected appear in the dict. ### Expected behavior Result should be ``` {'id': 0, 'indexs': {'-1': [0, 10]}} ``` ### Environment info - `datasets` version: 2.16.1 - Platform: Linux-6.5.0-14-generic-x86_64-with-glibc2.35 - Python version: 3.11.6 - `huggingface_hub` version: 0.20.2 - PyArrow version: 14.0.2 - Pandas version: 2.1.4 - `fsspec` version: 2023.10.0
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ConnectionError: Couldn't reach https://www.dropbox.com/s/zts98j4vkqtsns6/aclImdb_v2.tar?dl=1
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[ "Thanks for reporting, @sauravtii.\r\n\r\nUnfortunately, I'm not able to reproduce the issue:\r\n```python\r\nIn [1]: from datasets import load_dataset\r\n\r\nIn [2]: ds = load_dataset(\"josianem/imdb\")\r\n\r\nIn [2]: ds\r\nOut[2]: \r\nDatasetDict({\r\n train: Dataset({\r\n features: ['text', 'label'],\r...
2023-04-17T09:08:18Z
2023-04-18T07:18:20Z
2023-04-18T07:18:20Z
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### Describe the bug I want to use this (https://huggingface.co/datasets/josianem/imdb) dataset therefore I am trying to load it using the following code: ``` dataset = load_dataset("josianem/imdb") ``` The dataset is not getting loaded and gives the error message as the following: ``` Traceback (most recent call last): File "sample.py", line 3, in <module> dataset = load_dataset("josianem/imdb") File "/home/saurav/.local/lib/python3.8/site-packages/datasets/load.py", line 1112, in load_dataset builder_instance.download_and_prepare( File "/home/saurav/.local/lib/python3.8/site-packages/datasets/builder.py", line 636, in download_and_prepare self._download_and_prepare( File "/home/saurav/.local/lib/python3.8/site-packages/datasets/builder.py", line 704, in _download_and_prepare split_generators = self._split_generators(dl_manager, **split_generators_kwargs) File "/home/saurav/.cache/huggingface/modules/datasets_modules/datasets/imdb/cc6ab4acab2799be15d5d217c24548b856156dafdc850165fdc4f2031f27ff2f/imdb.py", line 79, in _split_generators archive = dl_manager.download(_DOWNLOAD_URL) File "/home/saurav/.local/lib/python3.8/site-packages/datasets/utils/download_manager.py", line 196, in download downloaded_path_or_paths = map_nested( File "/home/saurav/.local/lib/python3.8/site-packages/datasets/utils/py_utils.py", line 197, in map_nested return function(data_struct) File "/home/saurav/.local/lib/python3.8/site-packages/datasets/utils/download_manager.py", line 217, in _download return cached_path(url_or_filename, download_config=download_config) File "/home/saurav/.local/lib/python3.8/site-packages/datasets/utils/file_utils.py", line 289, in cached_path output_path = get_from_cache( File "/home/saurav/.local/lib/python3.8/site-packages/datasets/utils/file_utils.py", line 606, in get_from_cache raise ConnectionError("Couldn't reach {}".format(url)) ConnectionError: Couldn't reach https://www.dropbox.com/s/zts98j4vkqtsns6/aclImdb_v2.tar?dl=1 ``` ### Steps to reproduce the bug You can reproduce the error by using the following code: ``` from datasets import load_dataset, load_metric dataset = load_dataset("josianem/imdb") ``` ### Expected behavior The dataset should get loaded (I am using this dataset for the first time so not much aware of the exact behavior). ### Environment info - `datasets` version: 1.12.1 - Platform: Linux-5.4.0-58-generic-x86_64-with-glibc2.29 - Python version: 3.8.10 - PyArrow version: 11.0.0
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Allow image model (color conversion) to be specified as part of datasets Image() decode
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[ "It would be a great addition indeed :)\r\n\r\nThis can be implemented the same way we have `sampling_rate` for Audio(): we just add a new parameter to the Image() type and take this parameter into account in `Image.decode_example`\r\n\r\nEDIT: adding an example of how it can be used:\r\n\r\n```python\r\nds = ds.ca...
2024-02-16T23:43:20Z
2024-03-18T15:41:34Z
2024-03-18T15:41:34Z
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### Feature request Typical torchvision / torch Datasets in image applications apply color conversion in the Dataset portion of the code as part of image decode, separately from the image transform stack. This is true for PIL.Image where convert is usually called in dataset, for native torchvision https://pytorch.org/vision/main/generated/torchvision.io.decode_jpeg.html, and similarly in tensorflow.data pipelines decode_jpeg or https://www.tensorflow.org/api_docs/python/tf/io/decode_and_crop_jpeg have a channels arg that allows controlling the image mode in the decode step. datasets currently requires this pattern (from [examples](https://huggingface.co/docs/datasets/main/en/image_process)): ``` from torchvision.transforms import Compose, ColorJitter, ToTensor jitter = Compose( [ ColorJitter(brightness=0.25, contrast=0.25, saturation=0.25, hue=0.7), ToTensor(), ] ) def transforms(examples): examples["pixel_values"] = [jitter(image.convert("RGB")) for image in examples["image"]] return examples ``` ### Motivation It would be nice to be able to handle `image.convert("RGB")` (or other modes) in the decode step, before applying torchvision transforms, this would reduce differences in code when handling pipelines that can handle torchvision, webdatset, or hf datasets with fewer code differences and without needing to handle image mode argument passing in two different stages of the pipelines... ### Your contribution Can do a PR with guidance on how mode should be passed / set on the dataset.
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feat: depth estimation dataset guide.
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Thanks for the changes, looks good to me!", "@stevhliu I have pushed some quality improvements both in terms of code and content. Would you be able to re-review? ", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==6.0.0...
2022-12-20T05:32:11Z
2023-01-13T12:30:31Z
2023-01-13T12:23:34Z
MEMBER
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This PR adds a guide for prepping datasets for depth estimation. PR to add documentation images is up here: https://huggingface.co/datasets/huggingface/documentation-images/discussions/22
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Remove `os.path.relpath` in `resolve_patterns`
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6815). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
2024-04-16T14:23:13Z
2024-04-16T16:06:48Z
2024-04-16T15:58:22Z
COLLABORATOR
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... to save a few seconds when resolving repos with many data files.
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https://api.github.com/repos/huggingface/datasets/issues/6449
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Fix metadata file resolution when inferred pattern is `**`
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[ "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_a...
2023-11-23T17:35:02Z
2023-11-27T10:02:56Z
2023-11-24T17:13:02Z
COLLABORATOR
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Refetch metadata files in case they were dropped by `filter_extensions` in the previous step. Fix #6442
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I_kwDODunzps6zWGXH
7,531
Deepspeed reward training hangs at end of training with Dataset.from_list
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2025-04-21T17:29:20Z
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There seems to be a weird interaction between Deepspeed, the Dataset.from_list method and trl's RewardTrainer. On a multi-GPU setup (10 A100s), training always hangs at the very end of training until it times out. The training itself works fine until the end of training and running the same script with Deepspeed on a single GPU works without hangig. The issue persisted across a wide range of Deepspeed configs and training arguments. The issue went away when storing the exact same dataset as a JSON and using `dataset = load_dataset("json", ...)`. Here is my training script: ```python import pickle import os import random import warnings import torch from datasets import load_dataset, Dataset from transformers import AutoModelForSequenceClassification, AutoTokenizer from trl import RewardConfig, RewardTrainer, ModelConfig ####################################### Reward model ################################################# # Explicitly set arguments model_name_or_path = "Qwen/Qwen2.5-1.5B" output_dir = "Qwen2-0.5B-Reward-LoRA" per_device_train_batch_size = 2 num_train_epochs = 5 gradient_checkpointing = True learning_rate = 1.0e-4 logging_steps = 25 eval_strategy = "steps" eval_steps = 50 max_length = 2048 torch_dtype = "auto" trust_remote_code = False model_args = ModelConfig( model_name_or_path=model_name_or_path, model_revision=None, trust_remote_code=trust_remote_code, torch_dtype=torch_dtype, lora_task_type="SEQ_CLS", # Make sure task type is seq_cls ) training_args = RewardConfig( output_dir=output_dir, per_device_train_batch_size=per_device_train_batch_size, num_train_epochs=num_train_epochs, gradient_checkpointing=gradient_checkpointing, learning_rate=learning_rate, logging_steps=logging_steps, eval_strategy=eval_strategy, eval_steps=eval_steps, max_length=max_length, gradient_checkpointing_kwargs=dict(use_reentrant=False), center_rewards_coefficient = 0.01, fp16=False, bf16=True, save_strategy="no", dataloader_num_workers=0, # deepspeed="./configs/deepspeed_config.json", ) ################ # Model & Tokenizer ################ model_kwargs = dict( revision=model_args.model_revision, use_cache=False if training_args.gradient_checkpointing else True, torch_dtype=model_args.torch_dtype, ) tokenizer = AutoTokenizer.from_pretrained( model_args.model_name_or_path, use_fast=True ) model = AutoModelForSequenceClassification.from_pretrained( model_args.model_name_or_path, num_labels=1, trust_remote_code=model_args.trust_remote_code, **model_kwargs ) # Align padding tokens between tokenizer and model model.config.pad_token_id = tokenizer.pad_token_id # If post-training a base model, use ChatML as the default template if tokenizer.chat_template is None: model, tokenizer = setup_chat_format(model, tokenizer) if model_args.use_peft and model_args.lora_task_type != "SEQ_CLS": warnings.warn( "You are using a `task_type` that is different than `SEQ_CLS` for PEFT. This will lead to silent bugs" " Make sure to pass --lora_task_type SEQ_CLS when using this script with PEFT.", UserWarning, ) ############## # Load dataset ############## with open('./prefs.pkl', 'rb') as fh: loaded_data = pickle.load(fh) random.shuffle(loaded_data) dataset = [] for a_wins, a, b in loaded_data: if a_wins == 0: a, b = b, a dataset.append({'chosen': a, 'rejected': b}) dataset = Dataset.from_list(dataset) # Split the dataset into training and evaluation sets train_eval_split = dataset.train_test_split(test_size=0.15, shuffle=True, seed=42) # Access the training and evaluation datasets train_dataset = train_eval_split['train'] eval_dataset = train_eval_split['test'] ########## # Training ########## trainer = RewardTrainer( model=model, processing_class=tokenizer, args=training_args, train_dataset=train_dataset, eval_dataset=eval_dataset, ) trainer.train() ``` Replacing `dataset = Dataset.from_list(dataset)` with ```python with open('./prefs.json', 'w') as fh: json.dump(dataset, fh) dataset = load_dataset("json", data_files="./prefs.json", split='train') ``` resolves the issue.
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Mismatch between tutoriel and doc
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[ "Hi, thanks for reporting! This line should be replaced with \r\n```python\r\ndataset = dataset.map(lambda examples: tokenizer(examples[\"text\"], return_tensors=\"np\"), batched=True)\r\n```\r\nfor it to work (the `return_tensors` part inside the `tokenizer` call).", "Can I work on this?", "Fixed in https://gi...
2022-10-10T10:23:53Z
2022-10-10T17:51:15Z
2022-10-10T17:51:14Z
MEMBER
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## Describe the bug In the "Process text data" tutorial, [`map` has `return_tensors` as kwarg](https://huggingface.co/docs/datasets/main/en/nlp_process#map). It does not seem to appear in the [function documentation](https://huggingface.co/docs/datasets/main/en/package_reference/main_classes#datasets.Dataset.map), nor to work. ## Steps to reproduce the bug MWE: ```python from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained("bert-base-cased") from datasets import load_dataset dataset = load_dataset("lhoestq/demo1", split="train") dataset = dataset.map(lambda examples: tokenizer(examples["review"]), batched=True, return_tensors="pt") ``` ## Expected results return_tensors to be a valid kwarg :smiley: ## Actual results ```python >> TypeError: map() got an unexpected keyword argument 'return_tensors' ``` ## Environment info - `datasets` version: 2.3.2 - Platform: Linux-5.14.0-1052-oem-x86_64-with-glibc2.29 - Python version: 3.8.10 - PyArrow version: 8.0.0 - Pandas version: 1.4.3
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Change release procedure to use only pull requests
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[ "_The documentation is not available anymore as the PR was closed or merged._", "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5250). All of your documentation changes will be reflected on that endpoint.", "The docs for this PR live [here](https://moon-ci-docs.huggingface...
2022-11-16T14:35:32Z
2022-11-22T16:30:58Z
2022-11-22T16:27:48Z
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This PR changes the release procedure so that: - it only make changes to main branch via pull requests - it is no longer necessary to directly commit/push to main branch Close #5251.
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2,048,795,819
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6,512
Remove deprecated HfFolder
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6512). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
2023-12-19T14:40:49Z
2023-12-19T20:21:13Z
2023-12-19T20:14:30Z
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...and use `huggingface_hub.get_token()` instead
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7,169
JSON lines with missing columns raise CastError
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2024-09-25T04:43:28Z
2024-09-26T06:42:08Z
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JSON lines with missing columns raise CastError: > CastError: Couldn't cast ... to ... because column names don't match Related to: - #7159 - #7161
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Revert temporary pin huggingface-hub < 0.23.0
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2024-05-27T10:14:41Z
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Revert temporary pin huggingface-hub < 0.23.0 introduced by - #6861 once the following issue is fixed and released: - huggingface/transformers#30618
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5,771
Support cloud storage for loading datasets
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2023-04-19T12:43:53Z
2023-05-07T17:47:41Z
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CONTRIBUTOR
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### Feature request It seems that the the current implementation supports cloud storage only for `load_from_disk`. It would be nice if a similar functionality existed in `load_dataset`. ### Motivation Motivation is pretty clear -- let users work with datasets located in the cloud. ### Your contribution I can help implementing this.
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Apply flake8-comprehensions to codebase
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2023-02-19T20:05:38Z
2023-02-23T13:59:41Z
2023-02-23T13:59:41Z
CONTRIBUTOR
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### Feature request Apply ruff flake8 comprehension checks to codebase. ### Motivation This should strictly improve the performance / readability of the codebase by removing unnecessary iteration, function calls, etc. This should generate better Python bytecode which should strictly improve performance. I already applied this fixes to PyTorch and Sympy with little issue and have opened PRs to diffusers and transformers todo this as well. ### Your contribution Making a PR.
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DVC integration broken
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[ "Unfortunately `url` is a reserved argument in `fsspec.url_to_fs`, so ideally file system implementations like DVC should use another argument name to avoid this kind of errors" ]
2025-02-25T13:14:31Z
2025-03-03T17:42:02Z
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### Describe the bug The DVC integration seems to be broken. Followed this guide: https://dvc.org/doc/user-guide/integrations/huggingface ### Steps to reproduce the bug #### Script to reproduce ~~~python from datasets import load_dataset dataset = load_dataset( "csv", data_files="dvc://workshop/satellite-data/jan_train.csv", storage_options={"url": "https://github.com/iterative/dataset-registry.git"}, ) print(dataset) ~~~ #### Error log ~~~ Traceback (most recent call last): File "C:\tmp\test\load.py", line 3, in <module> dataset = load_dataset( ^^^^^^^^^^^^^ File "C:\tmp\test\.venv\Lib\site-packages\datasets\load.py", line 2151, in load_dataset builder_instance.download_and_prepare( File "C:\tmp\test\.venv\Lib\site-packages\datasets\builder.py", line 808, in download_and_prepare fs, output_dir = url_to_fs(output_dir, **(storage_options or {})) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ TypeError: url_to_fs() got multiple values for argument 'url' ~~~ ### Expected behavior Integration would work and the indicated file is downloaded and opened. ### Environment info #### Python version ~~~ python --version Python 3.11.10 ~~~ #### Venv (pip install datasets dvc): ~~~ Package Version ---------------------- ----------- aiohappyeyeballs 2.4.6 aiohttp 3.11.13 aiohttp-retry 2.9.1 aiosignal 1.3.2 amqp 5.3.1 annotated-types 0.7.0 antlr4-python3-runtime 4.9.3 appdirs 1.4.4 asyncssh 2.20.0 atpublic 5.1 attrs 25.1.0 billiard 4.2.1 celery 5.4.0 certifi 2025.1.31 cffi 1.17.1 charset-normalizer 3.4.1 click 8.1.8 click-didyoumean 0.3.1 click-plugins 1.1.1 click-repl 0.3.0 colorama 0.4.6 configobj 5.0.9 cryptography 44.0.1 datasets 3.3.2 dictdiffer 0.9.0 dill 0.3.8 diskcache 5.6.3 distro 1.9.0 dpath 2.2.0 dulwich 0.22.7 dvc 3.59.1 dvc-data 3.16.9 dvc-http 2.32.0 dvc-objects 5.1.0 dvc-render 1.0.2 dvc-studio-client 0.21.0 dvc-task 0.40.2 entrypoints 0.4 filelock 3.17.0 flatten-dict 0.4.2 flufl-lock 8.1.0 frozenlist 1.5.0 fsspec 2024.12.0 funcy 2.0 gitdb 4.0.12 gitpython 3.1.44 grandalf 0.8 gto 1.7.2 huggingface-hub 0.29.1 hydra-core 1.3.2 idna 3.10 iterative-telemetry 0.0.10 kombu 5.4.2 markdown-it-py 3.0.0 mdurl 0.1.2 multidict 6.1.0 multiprocess 0.70.16 networkx 3.4.2 numpy 2.2.3 omegaconf 2.3.0 orjson 3.10.15 packaging 24.2 pandas 2.2.3 pathspec 0.12.1 platformdirs 4.3.6 prompt-toolkit 3.0.50 propcache 0.3.0 psutil 7.0.0 pyarrow 19.0.1 pycparser 2.22 pydantic 2.10.6 pydantic-core 2.27.2 pydot 3.0.4 pygit2 1.17.0 pygments 2.19.1 pygtrie 2.5.0 pyparsing 3.2.1 python-dateutil 2.9.0.post0 pytz 2025.1 pywin32 308 pyyaml 6.0.2 requests 2.32.3 rich 13.9.4 ruamel-yaml 0.18.10 ruamel-yaml-clib 0.2.12 scmrepo 3.3.10 semver 3.0.4 setuptools 75.8.0 shellingham 1.5.4 shortuuid 1.0.13 shtab 1.7.1 six 1.17.0 smmap 5.0.2 sqltrie 0.11.2 tabulate 0.9.0 tomlkit 0.13.2 tqdm 4.67.1 typer 0.15.1 typing-extensions 4.12.2 tzdata 2025.1 urllib3 2.3.0 vine 5.1.0 voluptuous 0.15.2 wcwidth 0.2.13 xxhash 3.5.0 yarl 1.18.3 zc-lockfile 3.0.post1 ~~~
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PR_kwDODunzps5A4X10
5,120
Fix `tqdm` zip bug
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[ "@albertvillanova Thanks for your comment. What do you think about creating 2 `pbar` for each case? I see the `pbar_iterable` is initialized differently. Maybe `pbar` can also be initialized like that.", "@albertvillanova Another solution I implemented is to change `pbar_iterable` and add the `zip` to it. I updat...
2022-10-16T22:19:18Z
2022-10-23T10:27:53Z
2022-10-19T08:53:17Z
CONTRIBUTOR
null
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This PR solves #5117, by wrapping the entire `zip` clause in tqdm. For more information, please checkout this Stack Overflow thread: https://stackoverflow.com/questions/41171191/tqdm-progressbar-and-zip-built-in-do-not-work-together
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https://api.github.com/repos/huggingface/datasets/issues/5913
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I tried to load a custom dataset using the following statement: dataset = load_dataset('json', data_files=data_files). The dataset contains 50 million text-image pairs, but an error occurred.
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[ "Thanks for reporting, @cjt222.\r\n\r\nWhat is the structure of your JSON files. Please note that it is normally simpler if the data file format is JSON-Lines instead. ", "> Thanks for reporting, @cjt222.\r\n> \r\n> What is the structure of your JSON files. Please note that it is normally simpler if the data file...
2023-05-30T02:55:26Z
2023-07-24T12:00:38Z
2023-07-24T12:00:38Z
NONE
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### Describe the bug File "/home/kas/.conda/envs/diffusers/lib/python3.7/site-packages/datasets/builder.py", line 1858, in _prepare_split_single Downloading and preparing dataset json/default to /home/kas/diffusers/examples/dreambooth/cache_data/datasets/json/default-acf423d8c6ef99d0/0.0.0/e347ab1c932092252e717ff3f949105a4dd28b27e842dd53157d2f72e276c2e4... Downloading data files: 0%| | 0/1 [00:00<?, ?it/s] Downloading data files: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:00<00:00, 84.35it/s] Extracting data files: 0%| | 0/1 [00:00<?, ?it/s] for _, table in generator: File "/home/kas/.conda/envs/diffusers/lib/python3.7/site-packages/datasets/packaged_modules/json/json.py", line 114, in _generate_tables io.BytesIO(batch), read_options=paj.ReadOptions(block_size=block_size) File "pyarrow/_json.pyx", line 258, in pyarrow._json.read_json Extracting data files: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:00<00:00, 27.72it/s] Generating train split: 0 examples [00:00, ? examples/s] File "pyarrow/error.pxi", line 144, in pyarrow.lib.pyarrow_internal_check_status File "pyarrow/error.pxi", line 125, in pyarrow.lib.check_status pyarrow.lib.ArrowCapacityError: array cannot contain more than 2147483646 bytes, have 2390448764 ### Steps to reproduce the bug 1、data_files = ["1.json", "2.json", "3.json"] 2、dataset = load_dataset('json', data_files=data_files) ### Expected behavior Read the dataset normally. ### Environment info - `datasets` version: 2.12.0 - Platform: Linux-4.15.0-29-generic-x86_64-with-debian-buster-sid - Python version: 3.7.16 - Huggingface_hub version: 0.14.1 - PyArrow version: 12.0.0 - Pandas version: 1.3.5
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5,334
Clean up docstrings
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Thanks ! Let us know if we can help :)\r\n\r\nSmall pref for having multiple PRs", "Awesome, thanks! Sorry this one is a little big, I'll open some smaller ones next :)" ]
2022-12-05T20:56:08Z
2022-12-09T01:44:25Z
2022-12-09T01:41:44Z
MEMBER
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As raised by @polinaeterna in #5324, some of the docstrings are a bit of a mess because it has both Markdown and Sphinx syntax. This PR fixes the docstring for `DatasetBuilder`. I'll start working on cleaning up the rest of the docstrings and removing the old Sphinx syntax (let me know if you prefer one big PR with all the cleaned changes or multiple smaller ones)! 🧼
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Fix `datasets.load_from_disk`, `DatasetDict.load_from_disk` and `Dataset.load_from_disk`
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Hmm, should this also be updated in `Dataset.load_from_disk` and `DatasetDict.load_from_disk`? https://github.com/huggingface/datasets/pull/5466 As there the paths are joined using `Path(..., ...)` and it won't work on Windows OS acc...
2023-02-13T14:54:55Z
2023-02-23T18:14:32Z
2023-02-23T18:05:26Z
MEMBER
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## What's in this PR? After playing around a little bit with πŸ€—`datasets` in Google Cloud Storage (GCS), I found out some things that should be fixed IMO in the code: * `datasets.load_from_disk` is not checking whether `state.json` is there too when trying to load a `Dataset`, just `dataset_info.json` is checked * `DatasetDict.load_from_disk` is not checking whether `state.json` is there too when redirecting the user to load it as `datasets.load_from_disk`, just `dataset_info.json` is checked, which is misleading, as it won't be loadable that way either * `Dataset.load_from_disk` is missing the `extract_path_from_uri` call before checking in the `fs` whether `dataset_info.json` and `dataset_dict.json` exist, which when using `gcsfs` leads to 400 error code (not blocking) due to `gcsfs.retry.HttpError: Invalid bucket name: 'gs:', 400` * And, finally, the exception messages are a little bit misleading / incomplete IMO so I've tried to include all the relevant information in the messages to avoid issues when interpreting the exceptions
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`drop_duplicates` method
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[ "There is an open issue #2514 about this which also proposes solutions." ]
2024-07-01T09:01:06Z
2024-07-20T06:51:58Z
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### Feature request `drop_duplicates` method for huggingface datasets (similiar in simplicity to the `pandas` one) ### Motivation Ease of use ### Your contribution I don't think i am good enough to help
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`path` is `None` when downloading a custom audio dataset from the Hub
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[ "Hi! Yes, this is expected behavior - we do this as a security measure to not leak local paths (this info would be useless on other users' machines anyways) and only push audio bytes. \r\n" ]
2022-11-02T11:51:25Z
2022-11-02T12:55:02Z
2022-11-02T12:55:02Z
MEMBER
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### Describe the bug I've created an [audio dataset](https://huggingface.co/datasets/lewtun/audio-test-push) using the `audiofolder` feature desribed in the [docs](https://huggingface.co/docs/datasets/audio_dataset#audiofolder) and then pushed it to the Hub. Locally, I can see the `audio.path` feature is of the expected form `path/to/data_dir`, but when I download the dataset from the Hub, I see `audio.path` is `None` Here's an example: ```python from datasets import load_dataset ds = load_dataset("lewtun/audio-test-push") ds["train"][0] # { # "audio": { # "path": None, <-- Is this expected? # "array": array( # [ # 3.97140226e-07, # 7.30310290e-07, # 7.56406735e-07, # ..., # -1.19636677e-01, # -1.16811886e-01, # -1.12441722e-01, # ] # ), # "sampling_rate": 44100, # }, # "song_id": 0, # "genre_id": 0, # "genre": "Electronic", # } ``` Is this expected behaviour? If yes, feel free to close this issue as it's not a true bug then :) ### Steps to reproduce the bug 1. Create an audio dataset with the `audiofolder` feature 2. Push the dataset to the Hub with `push_to_hub()` 3. Download the Hub dataset and inspect the `audio.path` feature ### Expected behavior `audio.path` points to the file associated with the audio data ### Environment info - `datasets` version: 2.6.2.dev0 - Platform: macOS-10.16-x86_64-i386-64bit - Python version: 3.8.13 - PyArrow version: 9.0.0 - Pandas version: 1.5.1
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cudf-cu12 24.4.1, ibis-framework 8.0.0 requires pyarrow<15.0.0a0,>=14.0.1,pyarrow<16,>=2 and datasets 2.21.0 requires pyarrow>=15.0.0
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[ "@sayakpaul please advice ", "Hits the same dependency conflict" ]
2024-08-20T08:13:55Z
2024-09-20T15:30:03Z
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### Describe the bug !pip install accelerate>=0.16.0 torchvision transformers>=4.25.1 datasets>=2.19.1 ftfy tensorboard Jinja2 peft==0.7.0 ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts. cudf-cu12 24.4.1 requires pyarrow<15.0.0a0,>=14.0.1, but you have pyarrow 17.0.0 which is incompatible. ibis-framework 8.0.0 requires pyarrow<16,>=2, but you have pyarrow 17.0.0 which is incompatible. to solve above error !pip install pyarrow==14.0.1 ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts. datasets 2.21.0 requires pyarrow>=15.0.0, but you have pyarrow 14.0.1 which is incompatible. ### Steps to reproduce the bug !pip install datasets>=2.19.1 ### Expected behavior run without dependency error ### Environment info Diffusers version: 0.31.0.dev0 Platform: Linux-6.1.85+-x86_64-with-glibc2.35 Running on Google Colab?: Yes Python version: 3.10.12 PyTorch version (GPU?): 2.3.1+cu121 (True) Flax version (CPU?/GPU?/TPU?): 0.8.4 (gpu) Jax version: 0.4.26 JaxLib version: 0.4.26 Huggingface_hub version: 0.23.5 Transformers version: 4.42.4 Accelerate version: 0.32.1 PEFT version: 0.7.0 Bitsandbytes version: not installed Safetensors version: 0.4.4 xFormers version: not installed Accelerator: Tesla T4, 15360 MiB Using GPU in script?: Using distributed or parallel set-up in script?:
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Add DocVQA
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[ "Thanks for proposing, @NielsRogge.\r\n\r\nPlease, note this dataset requires registering in their website and their Terms and Conditions state we cannot distribute their URL:\r\n```\r\n1. You will NOT distribute the download URLs\r\n...\r\n```" ]
2022-08-04T13:07:26Z
2022-08-08T05:31:20Z
null
CONTRIBUTOR
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## Adding a Dataset - **Name:** DocVQA - **Description:** Document Visual Question Answering (DocVQA) seeks to inspire a β€œpurpose-driven” point of view in Document Analysis and Recognition research, where the document content is extracted and used to respond to high-level tasks defined by the human consumers of this information. - **Paper:** https://arxiv.org/abs/2007.00398 - **Data:** https://www.docvqa.org/datasets/docvqa - **Motivation:** Models like LayoutLM and Donut in the Transformers library are fine-tuned on DocVQA. Would be very handy to directly load this dataset from the hub. Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/main/ADD_NEW_DATASET.md).
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[Minor fix] Typo correction
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
2022-07-06T15:37:02Z
2022-07-06T15:56:32Z
2022-07-06T15:45:16Z
CONTRIBUTOR
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recieve -> receive
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Why max_shard_size is not supported in load_dataset and passed to download_and_prepare
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[ "Can you explain your use case for `max_shard_size`? \r\n\r\nOn some systems, there is a limit to the size of a memory-mapped file, so we could consider exposing this parameter in `load_dataset`.", "In my use case, users may choose a proper size to balance the cost and benefit of using large shard size. (On azure...
2023-06-25T04:19:13Z
2023-06-29T16:06:08Z
2023-06-29T16:06:08Z
CONTRIBUTOR
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### Describe the bug https://github.com/huggingface/datasets/blob/a8a797cc92e860c8d0df71e0aa826f4d2690713e/src/datasets/load.py#L1809 What I can to is break the `load_dataset` and use `load_datset_builder` + `download_and_prepare` instead. ### Steps to reproduce the bug https://github.com/huggingface/datasets/blob/a8a797cc92e860c8d0df71e0aa826f4d2690713e/src/datasets/load.py#L1809 ### Expected behavior Users can define the max shard size. ### Environment info datasets==2.13.1
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Remove deprecated code
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6996). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
2024-06-25T06:54:40Z
2024-08-21T09:42:52Z
2024-08-21T09:35:06Z
MEMBER
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Remove deprecated code, as part of the 3.0 release. First merge: - [x] #6983 - [x] #6987 - [x] #6999
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better correspondence between cached and saved datasets created using from_generator
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2025-02-24T22:14:37Z
2025-02-26T03:10:22Z
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CONTRIBUTOR
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### Feature request At the moment `.from_generator` can only create a dataset that lives in the cache. The cached dataset cannot be loaded with `load_from_disk` because the cache folder is missing `state.json`. So the only way to convert this cached dataset to a regular is to use `save_to_disk` which needs to create a copy of the cached dataset. For large datasets this can end up wasting a lot of space. In my case the saving operation failed so I am stuck with a large cached dataset and no clear way to convert to a `Dataset` that I can use. The requested feature is to provide a way to be able to load a cached dataset using `.load_from_disk`. Alternatively `.from_generator` can create the dataset at a specified location so that it can be loaded from there with `.load_from_disk`. ### Motivation I have the following workflow which has exposed some awkwardness about the Datasets saving/caching. 1. I created a cached dataset using `.from_generator` which was cached in a folder. This dataset is rather large (~600GB) with many shards. 2. I tried to save this dataset using `.save_to_disk` to another location so that I can use later as a `Dataset`. This essentially creates another copy (for a total of 1.2TB!) of what is already in the cache... In my case the saving operation keeps dying for some reason and I am stuck with a cached dataset and no copy. 3. Now I am trying to "save" the existing cached dataset but it is not clear how to access the cached files after `.from_generator` has finished e.g. from a different process. I should not be even looking at the cache but I really do not want to waste another 2hr to generate the set so that if fails agains (I already did this couple of times). - I tried `.load_from_disk` but it does not work with cached files and complains that this is not a `Dataset` (!). - I looked at `.from_file` which takes one file but the cached file has many (shards) so I am not sure how to make this work. - I tried `.load_dataset` but this seems to either try to "download" a copy (of a file which is already in the local file system!) which I will then need to save or I need to use `streaming=False` to create an `IterableDataset `which then I need to convert (using the cache) to `Dataset` so that I can save it. With both options I will end up with 3 copies of the same dataset for a total of ~2TB! I am hoping here is another way to do this... Maybe I am missing something here: I looked at docs and forums but no luck. I have a bunch of arrow files cached by `Dataset.from_generator` and no clean way to make them into a `Dataset` that I can use. This all could be so much easer if `load_from_disk` can recognize the cached files and produce a `Dataset`: after the cache is created I would not have to "save" it again and I can just load it when I need. At the moment `load_from_disk` needs `state.json` which is lacking in the cache folder. So perhaps `.from_generator` could be made to "finalize" (e.g. create `state.json`) the dataset once it is done so that it can be loaded easily. Or provide `.from_generator` with a `save_to_dir` parameter in addition to `cache_dir` which can be used for the whole process including creating the `state.json` at the end. As a proof of concept I just created `state.json` by hand and `load_from_disk` worked using the cache! So it seems to be the missing piece here. ### Your contribution Time permitting I can look into `.from_generator` to see if adding `state.json` is feasible.
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I_kwDODunzps6F3RJu
6,814
`map` with `num_proc` > 1 leads to OOM
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[ "Hi ! You can try to reduce `writer_batch_size`. It corresponds to the number of samples that stay in RAM before being flushed to disk" ]
2024-04-16T11:56:03Z
2024-04-19T11:53:41Z
null
CONTRIBUTOR
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### Describe the bug When running `map` on parquet dataset loaded from local machine, the RAM usage increases linearly eventually leading to OOM. I was wondering if I should I save the `cache_file` after every n steps in order to prevent this? ### Steps to reproduce the bug ``` ds = load_dataset("parquet", data_files=dataset_path, split="train") ds = ds.shard(num_shards=4, index=0) ds = ds.cast_column("audio", datasets.features.Audio(sampling_rate=16_000)) ds = ds.map(prepare_dataset, num_proc=32, writer_batch_size=1000, keep_in_memory=False, desc="preprocess dataset") ``` ``` def prepare_dataset(batch): # load audio sample = batch["audio"] inputs = feature_extractor(sample["array"], sampling_rate=16000) batch["input_values"] = inputs.input_values[0] batch["input_length"] = len(sample["array"].squeeze()) return batch ``` ### Expected behavior It shouldn't run into OOM problem. ### Environment info - `datasets` version: 2.18.0 - Platform: Linux-5.4.0-91-generic-x86_64-with-glibc2.17 - Python version: 3.8.19 - `huggingface_hub` version: 0.22.2 - PyArrow version: 15.0.2 - Pandas version: 2.0.3 - `fsspec` version: 2024.2.0
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Fix empty splitinfo json
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[ "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_a...
2023-09-04T13:13:53Z
2023-09-04T14:58:34Z
2023-09-04T14:47:17Z
MEMBER
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If a split is empty, then the JSON split info should mention num_bytes = 0 and num_examples = 0. Until now they were omited because the JSON dumps ignore the fields that are equal to the default values. This is needed in datasets-server since we parse this information to the viewer
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6,241
Remove unused global variables in `audio.py`
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[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
2023-09-14T12:06:32Z
2023-09-15T15:57:10Z
2023-09-15T15:46:07Z
COLLABORATOR
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After `2.16.0` version, there are `PermissionError` when users use shared cache_dir
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[ "We'll do a new release of `datasets` in the coming days with a fix !", "@lhoestq Thank you very much!" ]
2024-01-15T06:46:27Z
2024-02-02T07:55:38Z
2024-01-30T15:28:38Z
NONE
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### Describe the bug - We use shared `cache_dir` using `HF_HOME="{shared_directory}"` - After dataset version 2.16.0, datasets uses `filelock` package for file locking #6445 - But, `filelock` package make `.lock` file with `644` permission - Dataset is not available to other users except the user who created the lock file via `load_dataset`. ### Steps to reproduce the bug 1. `pip install datasets==2.16.0` 2. `export HF_HOME="{shared_directory}"` 3. download dataset with `load_dataset` 4. logout and login another user 5. `pip install datasets==2.16.0` 6. `export HF_HOME="{shared_directory}"` 7. download dataset with `load_dataset` 8. `PermissionError` occurs ### Expected behavior - Users can share `cache_dir` using environment variable `HF_HOME` ### Environment info - python == 3.9.10 - datasets == 2.16.0 - ubuntu 22.04 - shared_directory has ACL ![image (1)](https://github.com/huggingface/datasets/assets/106717516/5ca759db-ad0c-4883-9a97-9c8fccd00d8a) - users are same group (developers)
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Some of DownloadConfig's properties are always being overridden in load.py
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2024-08-09T18:26:37Z
2024-08-09T18:26:37Z
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### Describe the bug The `extract_compressed_file` and `force_extract` properties of DownloadConfig are always being set to True in the function `dataset_module_factory` in the `load.py` file. This behavior is very annoying because data extracted will just be ignored the next time the dataset is loaded. See this image below: ![image](https://github.com/user-attachments/assets/9e76ebb7-09b1-4c95-adc8-a959b536f93c) ### Steps to reproduce the bug 1. Have a local dataset that contains archived files (zip, tar.gz, etc) 2. Build a dataset loading script to download and extract these files 3. Run the load_dataset function with a DownloadConfig that specifically set `force_extract` to False 4. The extraction process will start no matter if the archives was extracted previously ### Expected behavior The extraction process should not run when the archives were previously extracted and `force_extract` is set to False. ### Environment info datasets==2.20.0 python3.9
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Add a robustness benchmark dataset for vision
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[ "Ccing @nazneenrajani @lvwerra @osanseviero " ]
2022-12-17T12:35:13Z
2022-12-20T06:21:41Z
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MEMBER
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### Name ImageNet-C ### Paper Benchmarking Neural Network Robustness to Common Corruptions and Perturbations ### Data https://github.com/hendrycks/robustness ### Motivation It's a known fact that vision models are brittle when they meet with slightly corrupted and perturbed data. This is also correlated to the robustness aspects of vision models. Researchers use different benchmark datasets to evaluate the robustness aspects of vision models. ImageNet-C is one of them. Having this dataset in πŸ€— Datasets would allow researchers to evaluate and study the robustness aspects of vision models. Since the metric associated with these evaluations is top-1 accuracy, researchers should be able to easily take advantage of the evaluation benchmarks on the Hub and perform comprehensive reporting. ImageNet-C is a large dataset. Once it's in, it can act as a reference and we can also reach out to the authors of the other robustness benchmark datasets in vision, such as ObjectNet, WILDS, Metashift, etc. These datasets cater to different aspects. For example, ObjectNet is related to assessing how well a model performs under sub-population shifts. Related thread: https://huggingface.slack.com/archives/C036H4A5U8Z/p1669994598060499
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ValueError: Couldn't infer the same data file format for all splits. Got {'train': ('json', {}), 'validation': (None, {})}
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[ "How do you solve it ?\r\n", "> How do you solve it ?\r\n\r\nPlease check your Python environment and dataset version. I have just resolved the issue, which was caused by a Python environment switching error\r\n" ]
2024-05-29T12:40:05Z
2024-07-23T06:25:24Z
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### Describe the bug When I run the code en = load_dataset("allenai/c4", "en", streaming=True), I encounter an error: raise ValueError(f"Couldn't infer the same data file format for all splits. Got {split_modules}") ValueError: Couldn't infer the same data file format for all splits. Got {'train': ('json', {}), 'validation': (None, {})}. However, running dataset = load_dataset('allenai/c4', streaming=True, data_files={'validation': 'en/c4-validation.00003-of-00008.json.gz'}, split='validation') works fine. What is the issue here? ### Steps to reproduce the bug run code: import os os.environ['HF_ENDPOINT'] = 'https://hf-mirror.com' from datasets import load_dataset en = load_dataset("allenai/c4", "en", streaming=True) ### Expected behavior Successfully loaded the dataset. ### Environment info - `datasets` version: 2.18.0 - Platform: Linux-6.5.0-28-generic-x86_64-with-glibc2.17 - Python version: 3.8.19 - `huggingface_hub` version: 0.22.2 - PyArrow version: 15.0.2 - Pandas version: 2.0.3 - `fsspec` version: 2024.2.0
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Loading local datasets got strangely stuck
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[ "Yesterday I waited for more than 12 hours to make sure it was really **stuck** instead of proceeding too slow.", "I've had similar weird issues with `load_dataset` as well. Not multiple files, but dataset is quite big, about 50G.", "We use a generic multiprocessing code, so there is little we can do about this...
2023-08-01T02:28:06Z
2024-12-31T16:01:00Z
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### Describe the bug I try to use `load_dataset()` to load several local `.jsonl` files as a dataset. Every line of these files is a json structure only containing one key `text` (yeah it is a dataset for NLP model). The code snippet is as: ```python ds = load_dataset("json", data_files=LIST_OF_FILE_PATHS, num_proc=16)['train'] ``` However, I found that the loading process can get stuck -- the progress bar `Generating train split` no more proceed. When I was trying to find the cause and solution, I found a really strange behavior. If I load the dataset in this way: ```python dlist = list() for _ in LIST_OF_FILE_PATHS: dlist.append(load_dataset("json", data_files=_)['train']) ds = concatenate_datasets(dlist) ``` I can actually successfully load all the files despite its slow speed. But if I load them in batch like above, things go wrong. I did try to use Control-C to trace the stuck point but the program cannot be terminated in this way when `num_proc` is set to `None`. The only thing I can do is use Control-Z to hang it up then kill it. If I use more than 2 cpus, a Control-C would simply cause the following error: ```bash ^C Process ForkPoolWorker-1: Traceback (most recent call last): File "/usr/local/lib/python3.10/dist-packages/multiprocess/process.py", line 314, in _bootstrap self.run() File "/usr/local/lib/python3.10/dist-packages/multiprocess/process.py", line 108, in run self._target(*self._args, **self._kwargs) File "/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py", line 114, in worker task = get() File "/usr/local/lib/python3.10/dist-packages/multiprocess/queues.py", line 368, in get res = self._reader.recv_bytes() File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 224, in recv_bytes buf = self._recv_bytes(maxlength) File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 422, in _recv_bytes buf = self._recv(4) File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 387, in _recv chunk = read(handle, remaining) KeyboardInterrupt Generating train split: 92431 examples [01:23, 1104.25 examples/s] Traceback (most recent call last): File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1373, in iflatmap_unordered yield queue.get(timeout=0.05) File "<string>", line 2, in get File "/usr/local/lib/python3.10/dist-packages/multiprocess/managers.py", line 818, in _callmethod kind, result = conn.recv() File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 258, in recv buf = self._recv_bytes() File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 422, in _recv_bytes buf = self._recv(4) File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 387, in _recv chunk = read(handle, remaining) KeyboardInterrupt During handling of the above exception, another exception occurred: Traceback (most recent call last): File "/mnt/data/liyongyuan/source/batch_load.py", line 11, in <module> a = load_dataset( File "/usr/local/lib/python3.10/dist-packages/datasets/load.py", line 2133, in load_dataset builder_instance.download_and_prepare( File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 954, in download_and_prepare self._download_and_prepare( File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1049, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1842, in _prepare_split for job_id, done, content in iflatmap_unordered( File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1387, in iflatmap_unordered [async_result.get(timeout=0.05) for async_result in async_results] File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1387, in <listcomp> [async_result.get(timeout=0.05) for async_result in async_results] File "/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py", line 770, in get raise TimeoutError multiprocess.context.TimeoutError ``` I have validated the basic correctness of these `.jsonl` files. They are correctly formatted (or they cannot be loaded singly by `load_dataset`) though some of the json may contain too long text (more than 1e7 characters). I do not know if this could be the problem. And there should not be any bottleneck in system's resource. The whole dataset is ~300GB, and I am using a cloud server with plenty of storage and 1TB ram. Thanks for your efforts and patience! Any suggestion or help would be appreciated. ### Steps to reproduce the bug 1. use load_dataset() with `data_files = LIST_OF_FILES` ### Expected behavior All the files should be smoothly loaded. ### Environment info - Datasets: A private dataset. ~2500 `.jsonl` files. ~300GB in total. Each json structure only contains one key: `text`. Format checked. - `datasets` version: 2.14.2 - Platform: Linux-4.19.91-014.kangaroo.alios7.x86_64-x86_64-with-glibc2.35 - Python version: 3.10.6 - Huggingface_hub version: 0.15.1 - PyArrow version: 10.0.1.dev0+ga6eabc2b.d20230609 - Pandas version: 1.5.2
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2,221,049,121
I_kwDODunzps6EYoUh
6,773
Dataset on Hub re-downloads every time?
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[ "The caching works as expected when I try to reproduce this locally or on Colab...", "hi @mariosasko , Thank you for checking. I also tried running this again just now, and it seems like the `load_dataset()` caches properly (though I'll double check later).\r\n\r\nI think the issue might be in the caching of the ...
2024-04-02T17:23:22Z
2024-04-08T18:43:45Z
2024-04-08T18:43:45Z
NONE
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### Describe the bug Hi, I have a dataset on the hub [here](https://huggingface.co/datasets/manestay/borderlines). It has 1k+ downloads, which I sure is mostly just me and my colleagues working with it. It should have far fewer, since I'm using the same machine with a properly set up HF_HOME variable. However, whenever I run the below function `load_borderlines_hf`, it downloads the entire dataset from the hub and then does the other logic: https://github.com/manestay/borderlines/blob/4e161f444661e2ebfe643f3fe149d9258d63a57d/run_gpt/lib.py#L80 Let me know what I'm doing wrong here, or if it's a bug with the `datasets` library itself. On the hub I have my data stored in CSVs, but several columns are lists, so that's why I have the code to map splitting on `;`. I looked into dataset loading scripts, but it seemed difficult to set up. I have verified that other `datasets` and `models` on my system are using the cache properly (e.g. I have a 13B parameter model and large datasets, but those are cached and don't redownload). __EDIT: __ as pointed out in the discussion below, it may be the `map()` calls that aren't being cached properly. Supposing the `load_dataset()` retrieve from the cache, then it should be the case that the `map()` calls also retrieve from the cached output. But the `map()` commands re-execute sometimes. ### Steps to reproduce the bug 1. Copy and paste the function from [here](https://github.com/manestay/borderlines/blob/4e161f444661e2ebfe643f3fe149d9258d63a57d/run_gpt/lib.py#L80) (lines 80-100) 2. Run it in Python `load_borderlines_hf(None)` 3. It completes successfully, downloading from HF hub, then doing the mapping logic etc. 4. If you run it again after some time, it will re-download, ignoring the cache ### Expected behavior Re-running the code, which calls `datasets.load_dataset('manestay/borderlines', 'territories')`, should use the cached version ### Environment info - `datasets` version: 2.16.1 - Platform: Linux-5.14.21-150500.55.7-default-x86_64-with-glibc2.31 - Python version: 3.10.13 - `huggingface_hub` version: 0.20.3 - PyArrow version: 15.0.0 - Pandas version: 1.5.3 - `fsspec` version: 2023.10.0
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2,230,102,332
I_kwDODunzps6E7Kk8
6,791
`add_faiss_index` raises ValueError: not enough values to unpack (expected 2, got 1)
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[ "I realized I was passing a string column to this instead of float. Is it possible to add a warning or error to prevent users from falsely believing there's a bug?", "Hello!\r\n\r\nI agree that we could add some safeguards around the type of `ds[column]`. At least for FAISS, we need the column to be made of embed...
2024-04-08T01:57:03Z
2024-04-11T15:38:05Z
2024-04-11T15:38:05Z
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### Describe the bug Calling `add_faiss_index` on a `Dataset` with a column argument raises a ValueError. The following is the trace ```python 214 def replacement_add(self, x): 215 """Adds vectors to the index. 216 The index must be trained before vectors can be added to it. 217 The vectors are implicitly numbered in sequence. When `n` vectors are (...) 224 `dtype` must be float32. 225 """ --> 227 n, d = x.shape 228 assert d == self.d 229 x = np.ascontiguousarray(x, dtype='float32') ValueError: not enough values to unpack (expected 2, got 1) ``` ### Steps to reproduce the bug 1. Load any dataset like `ds = datasets.load_dataset("wikimedia/wikipedia", "20231101.en")["train"]` 2. Add an FAISS index on any column `ds.add_faiss_index('title')` ### Expected behavior The index should be created ### Environment info - `datasets` version: 2.18.0 - Platform: Linux-6.5.0-26-generic-x86_64-with-glibc2.35 - Python version: 3.9.19 - `huggingface_hub` version: 0.22.2 - PyArrow version: 15.0.2 - Pandas version: 2.2.1 - `fsspec` version: 2024.2.0 - `faiss-cpu` version: 1.8.0
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Unable to download the Chinese `wikipedia`, the dumpstatus.json not found!
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[ "In the dumps page of the wiki (https://dumps.wikimedia.org/zhwiki/), I found the following dumps:\r\n```\r\nIndex of /zhwiki/\r\n[../](https://dumps.wikimedia.org/)\r\n[20220701/](https://dumps.wikimedia.org/zhwiki/20220701/) 21-Aug-2022 01:48 -\r\n[202207...
2022-11-01T03:17:55Z
2022-11-02T08:27:15Z
2022-11-02T08:24:29Z
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### Describe the bug I tried: `data = load_dataset('wikipedia', '20220301.zh', beam_runner='DirectRunner')` and `data = load_dataset("wikipedia", language="zh", date="20220301", beam_runner='DirectRunner')` but both got: `FileNotFoundError: Couldn't find file at https://dumps.wikimedia.org/zhwiki/20220301/dumpstatus.json` the full report is: ``` FileNotFoundError Traceback (most recent call last) <ipython-input-13-d07c5021090c> in <module> 1 from datasets import load_dataset 2 ----> 3 data = load_dataset("wikipedia", language="zh", date="20220301", beam_runner='DirectRunner')<?, ?it/s] /opt/conda/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) 1740 1741 # Download and prepare data -> 1742 builder_instance.download_and_prepare( 1743 download_config=download_config, 1744 download_mode=download_mode, /opt/conda/lib/python3.8/site-packages/datasets/builder.py in download_and_prepare(self, output_dir, download_config, download_mode, ignore_verifications, try_from_hf_gcs, dl_manager, base_path, use_auth_token, file_format, max_shard_size, storage_options, **download_and_prepare_kwargs) 812 **download_and_prepare_kwargs, 813 } --> 814 self._download_and_prepare( 815 dl_manager=dl_manager, 816 verify_infos=verify_infos, /opt/conda/lib/python3.8/site-packages/datasets/builder.py in _download_and_prepare(self, dl_manager, verify_infos, **prepare_splits_kwargs) 1645 options=beam_options, 1646 ) -> 1647 super()._download_and_prepare( 1648 dl_manager, verify_infos=False, pipeline=pipeline, **prepare_splits_kwargs 1649 ) # TODO handle verify_infos in beam datasets /opt/conda/lib/python3.8/site-packages/datasets/builder.py in _download_and_prepare(self, dl_manager, verify_infos, **prepare_split_kwargs) 881 split_dict = SplitDict(dataset_name=self.name) 882 split_generators_kwargs = self._make_split_generators_kwargs(prepare_split_kwargs) --> 883 split_generators = self._split_generators(dl_manager, **split_generators_kwargs) 884 885 # Checksums verification ~/.cache/huggingface/modules/datasets_modules/datasets/wikipedia/aa542ed919df55cc5d3347f42dd4521d05ca68751f50dbc32bae2a7f1e167559/wikipedia.py in _split_generators(self, dl_manager, pipeline) 943 info_url = _base_url(lang) + _INFO_FILE 944 # Use dictionary since testing mock always returns the same result. --> 945 downloaded_files = dl_manager.download_and_extract({"info": info_url}) 946 947 xml_urls = [] /opt/conda/lib/python3.8/site-packages/datasets/download/download_manager.py in download_and_extract(self, url_or_urls) 431 extracted_path(s): `str`, extracted paths of given URL(s). 432 """ --> 433 return self.extract(self.download(url_or_urls)) 434 435 def get_recorded_sizes_checksums(self): /opt/conda/lib/python3.8/site-packages/datasets/download/download_manager.py in download(self, url_or_urls) 308 309 start_time = datetime.now() --> 310 downloaded_path_or_paths = map_nested( 311 download_func, 312 url_or_urls, /opt/conda/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, parallel_min_length, types, disable_tqdm, desc) 427 num_proc = 1 428 if num_proc <= 1 or len(iterable) < parallel_min_length: --> 429 mapped = [ 430 _single_map_nested((function, obj, types, None, True, None)) 431 for obj in logging.tqdm(iterable, disable=disable_tqdm, desc=desc) /opt/conda/lib/python3.8/site-packages/datasets/utils/py_utils.py in <listcomp>(.0) 428 if num_proc <= 1 or len(iterable) < parallel_min_length: 429 mapped = [ --> 430 _single_map_nested((function, obj, types, None, True, None)) 431 for obj in logging.tqdm(iterable, disable=disable_tqdm, desc=desc) 432 ] /opt/conda/lib/python3.8/site-packages/datasets/utils/py_utils.py in _single_map_nested(args) 329 # Singleton first to spare some computation 330 if not isinstance(data_struct, dict) and not isinstance(data_struct, types): --> 331 return function(data_struct) 332 333 # Reduce logging to keep things readable in multiprocessing with tqdm /opt/conda/lib/python3.8/site-packages/datasets/download/download_manager.py in _download(self, url_or_filename, download_config) 335 # append the relative path to the base_path 336 url_or_filename = url_or_path_join(self._base_path, url_or_filename) --> 337 return cached_path(url_or_filename, download_config=download_config) 338 339 def iter_archive(self, path_or_buf: Union[str, io.BufferedReader]): /opt/conda/lib/python3.8/site-packages/datasets/utils/file_utils.py in cached_path(url_or_filename, download_config, **download_kwargs) 186 if is_remote_url(url_or_filename): 187 # URL, so get it from the cache (downloading if necessary) --> 188 output_path = get_from_cache( 189 url_or_filename, 190 cache_dir=cache_dir, /opt/conda/lib/python3.8/site-packages/datasets/utils/file_utils.py in get_from_cache(url, cache_dir, force_download, proxies, etag_timeout, resume_download, user_agent, local_files_only, use_etag, max_retries, use_auth_token, ignore_url_params, download_desc) 533 ) 534 elif response is not None and response.status_code == 404: --> 535 raise FileNotFoundError(f"Couldn't find file at {url}") 536 _raise_if_offline_mode_is_enabled(f"Tried to reach {url}") 537 if head_error is not None: FileNotFoundError: Couldn't find file at https://dumps.wikimedia.org/zhwiki/20220301/dumpstatus.json ``` ### Steps to reproduce the bug `data = load_dataset('wikipedia', '20220301.zh', beam_runner='DirectRunner')` ### Expected behavior download the data ### Environment info python3.6 latest datasets/transformers version
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5,187
chore: add notebook links to img cls and obj det.
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[ "_The documentation is not available anymore as the PR was closed or merged._", "@nateraw I guess the failing test is unrelated. ", "@sayakpaul Yea failures are unrelated. ", "Alright. Will wait for @osanseviero's take and then merge. ", "FYI @stevhliu ", "@osanseviero @stevhliu @nateraw thank you for yo...
2022-11-02T02:30:09Z
2022-11-03T01:52:24Z
2022-11-03T01:49:56Z
MEMBER
null
null
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Closes https://github.com/huggingface/datasets/issues/5182
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https://api.github.com/repos/huggingface/datasets/issues/4622
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1,293,031,939
PR_kwDODunzps46ynmT
4,622
Fix ImageFolder with parameters drop_metadata=True and drop_labels=False (when metadata.jsonl is present)
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[ "_The documentation is not available anymore as the PR was closed or merged._", "@lhoestq @mariosasko pls take a look at https://github.com/huggingface/datasets/pull/4622/commits/769e4c046a5bd5e3a4dbd09cfad1f4cf60677869. I modified `_generate_examples()` according to the same logic too: removed checking if `metad...
2022-07-04T11:23:20Z
2022-07-15T14:37:23Z
2022-07-15T14:24:24Z
CONTRIBUTOR
null
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Will fix #4621 ImageFolder raises `KeyError: 'label'` with params `drop_metadata=True` and `drop_labels=False` (if there is at least one metadata.jsonl file a data directory). This happens because metadata files are collected inside `analyze()` function regardless of `drop_metadata` value. And then the following condition doesn't pass: https://github.com/huggingface/datasets/blob/master/src/datasets/packaged_modules/imagefolder/imagefolder.py#L167 So I suggest to double check it inside `analyze()` not to collect metadata files if they are not needed. (and labels too, to be consistent) --- Also, I added a test to check if labels are inferred correctly from directories names in general (because we didn't have it) :)
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AttributeError: 'InMemoryTable' object has no attribute '_batches'
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[ "Hi! Does running the following code also return the same error on your machine? \r\n\r\n```python\r\nimport copy\r\nimport pyarrow as pa\r\nfrom datasets.table import InMemoryTable\r\n\r\ncopy.deepcopy(InMemoryTable(pa.table({\"a\": [1, 2, 3], \"b\": [\"foo\", \"bar\", \"foobar\"]})))\r\n```", "No, it doesn't, ...
2024-02-08T17:11:26Z
2024-02-21T00:34:41Z
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### Describe the bug ``` Traceback (most recent call last): File "finetune.py", line 103, in <module> main(args) File "finetune.py", line 45, in main data_tokenized = data.map(partial(funcs.tokenize_function, tokenizer, File "/opt/conda/envs/ptca/lib/python3.8/site-packages/datasets/dataset_dict.py", line 868, in map { File "/opt/conda/envs/ptca/lib/python3.8/site-packages/datasets/dataset_dict.py", line 869, in <dictcomp> k: dataset.map( File "/opt/conda/envs/ptca/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 592, in wrapper out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) File "/opt/conda/envs/ptca/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 557, in wrapper out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) File "/opt/conda/envs/ptca/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 3093, in map for rank, done, content in Dataset._map_single(**dataset_kwargs): File "/opt/conda/envs/ptca/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 3432, in _map_single arrow_formatted_shard = shard.with_format("arrow") File "/opt/conda/envs/ptca/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 2667, in with_format dataset = copy.deepcopy(self) File "/opt/conda/envs/ptca/lib/python3.8/copy.py", line 172, in deepcopy y = _reconstruct(x, memo, *rv) File "/opt/conda/envs/ptca/lib/python3.8/copy.py", line 270, in _reconstruct state = deepcopy(state, memo) File "/opt/conda/envs/ptca/lib/python3.8/copy.py", line 146, in deepcopy y = copier(x, memo) File "/opt/conda/envs/ptca/lib/python3.8/copy.py", line 230, in _deepcopy_dict y[deepcopy(key, memo)] = deepcopy(value, memo) File "/opt/conda/envs/ptca/lib/python3.8/copy.py", line 153, in deepcopy y = copier(memo) File "/opt/conda/envs/ptca/lib/python3.8/site-packages/datasets/table.py", line 176, in __deepcopy__ memo[id(self._batches)] = list(self._batches) AttributeError: 'InMemoryTable' object has no attribute '_batches' ``` ### Steps to reproduce the bug I'm running an MLOps flow using AzureML. The error appears when I run the following function in my training script: ```python data_tokenized = data.map(partial(funcs.tokenize_function, tokenizer, seq_length), batched=True, batch_size=batch_size, remove_columns=['col1', 'col2']) ``` ```python def tokenize_function(tok, seq_length, example) # Pad so that each batch has the same sequence length inp = tok(example['col1'], padding=True, truncation=True) outp = tok(example['col2'], padding="max_length", max_length=seq_length) res = { 'input_ids': inp['input_ids'], 'attention_mask': inp['attention_mask'], 'decoder_input_ids': outp['input_ids'], 'labels': outp['input_ids'], 'decoder_attention_mask': outp['attention_mask'] } return res ``` ### Expected behavior Processing proceeds without errors. I ran this same workflow 2 weeks ago without a problem. I recreated the environment since then but it doesn't appear that datasets versions have changed since Dec. '23. ### Environment info datasets 2.16.1 transformers 4.35.2 pyarrow 15.0.0 pyarrow-hotfix 0.6 torch 2.0.1 I'm not using the latest transformers version because there was an error due to a conflict with Azure mlflow when I tried the last time.
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[DO-NOT-MERGE] Debug Windows issue at #3
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2023-05-02T07:19:34Z
2023-05-02T07:21:30Z
2023-05-02T07:21:30Z
NONE
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TBD
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6,444
Remove `Table.__getstate__` and `Table.__setstate__`
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[ "Thanks for working on this! The [issue](https://bugs.python.org/issue24658) with pickling objects larger than 4GB seems to be patched in Python 3.8 (the minimal supported version was 3.6 at the time of implementing this), so a simple solution would be removing the `Table.__setstate__` and `Table.__getstate__` over...
2023-11-22T17:55:10Z
2023-11-23T15:19:43Z
2023-11-23T15:13:28Z
CONTRIBUTOR
null
null
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When using distributed training, the code of `os.remove(filename)` may be executed separately by each rank, leading to `FileNotFoundError: [Errno 2] No such file or directory: '/tmp/tmprxxxxxxx.arrow'` ```python from torch import distributed as dist if dist.get_rank() == 0: dataset = process_dataset(*args, **kwargs) objects = [dataset] else: objects = [None] dist.broadcast_object_list(objects, src=0) dataset = objects[0] ```
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I_kwDODunzps5qNC_a
5,998
The current implementation has a potential bug in the sort method
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[ "Thanks for reporting, @wangyuxinwhy. " ]
2023-06-30T03:16:57Z
2023-06-30T14:21:03Z
2023-06-30T14:11:25Z
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### Describe the bug In the sort method,here's a piece of code ```python # column_names: Union[str, Sequence_[str]] # Check proper format of and for duplicates in column_names if not isinstance(column_names, list): column_names = [column_names] ``` I get an error when I pass in a tuple based on the column_names type annotation, it will raise an errror.As in the example below, while the type annotation implies that a tuple can be passed. ```python from datasets import load_dataset dataset = load_dataset('glue', 'ax')['test'] dataset.sort(column_names=('premise', 'hypothesis')) # Raise ValueError: Column '('premise', 'hypothesis')' not found in the dataset. ``` Of course, after I modified the tuple into a list, everything worked fine Change the code to the following so there will be no problem ```python # Check proper format of and for duplicates in column_names if not isinstance(column_names, list): if isinstance(column_names, str): column_names = [column_names] else: column_names = list(column_names) ``` ### Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset('glue', 'ax')['test'] dataset.sort(column_names=('premise', 'hypothesis')) # Raise ValueError: Column '('premise', 'hypothesis')' not found in the dataset. ``` ### Expected behavior Passing tuple into column_names should be equivalent to passing list ### Environment info - `datasets` version: 2.13.0 - Platform: macOS-13.1-arm64-arm-64bit - Python version: 3.10.11 - Huggingface_hub version: 0.15.1 - PyArrow version: 12.0.1 - Pandas version: 2.0.2
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I_kwDODunzps5x9kg-
6,259
Duplicated Rows When Loading Parquet Files from Root Directory with Subdirectories
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[ "Thanks for reporting this issue! We should be able to avoid this by making our `glob` patterns more precise. In the meantime, you can load the dataset by directly assigning splits to the data files: \r\n```python\r\nfrom datasets import load_dataset\r\nds = load_dataset(\"parquet\", data_files={\"train\": \"testin...
2023-09-25T17:20:54Z
2024-03-15T15:22:04Z
2024-03-15T15:22:04Z
NONE
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### Describe the bug When parquet files are saved in "train" and "val" subdirectories under a root directory, and datasets are then loaded using `load_dataset("parquet", data_dir="root_directory")`, the resulting dataset has duplicated rows for both the training and validation sets. ### Steps to reproduce the bug 1. Create a root directory, e.g., "testing123". 2. Under "testing123", create two subdirectories: "train" and "val". 3. Create and save a parquet file with 3 unique rows in the "train" subdirectory. 4. Create and save a parquet file with 4 unique rows in the "val" subdirectory. 5. Load the datasets from the root directory using `load_dataset("parquet", data_dir="testing123")` 6. Iterate through the datasets and print the rows Here's a collab reproducing these steps: https://colab.research.google.com/drive/11NEdImnQ3OqJlwKSHRMhr7jCBesNdLY4?usp=sharing ### Expected behavior - Training set should contain 3 unique rows. - Validation set should contain 4 unique rows. ### Environment info - `datasets` version: 2.14.5 - Platform: Linux-5.15.120+-x86_64-with-glibc2.35 - Python version: 3.10.12 - Huggingface_hub version: 0.17.2 - PyArrow version: 9.0.0 - Pandas version: 1.5.3
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Datasets map and select(range()) is giving dill error
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[ "It looks like an error that we observed once in https://github.com/huggingface/datasets/pull/5166\r\n\r\nCan you try to update `datasets` ?\r\n\r\n```\r\npip install -U datasets\r\n```\r\n\r\nif it doesn't work, can you make sure you don't have packages installed that may modify `dill`'s behavior, such as `apache-...
2023-03-16T10:01:28Z
2023-03-17T04:24:51Z
2023-03-17T04:24:51Z
NONE
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### Describe the bug I'm using Huggingface Datasets library to load the dataset in google colab When I do, > data = train_dataset.select(range(10)) or > train_datasets = train_dataset.map( > process_data_to_model_inputs, > batched=True, > batch_size=batch_size, > remove_columns=["article", "abstract"], > ) I get following error: `module 'dill._dill' has no attribute 'log'` I've tried downgrading the dill version from latest to 0.2.8, but no luck. Stack trace: > --------------------------------------------------------------------------- > ModuleNotFoundError Traceback (most recent call last) > /usr/local/lib/python3.9/dist-packages/datasets/utils/py_utils.py in _no_cache_fields(obj) > 367 try: > --> 368 import transformers as tr > 369 > > ModuleNotFoundError: No module named 'transformers' > > During handling of the above exception, another exception occurred: > > AttributeError Traceback (most recent call last) > 17 frames > <ipython-input-13-dd14813880a6> in <module> > ----> 1 test = train_dataset.select(range(10)) > > /usr/local/lib/python3.9/dist-packages/datasets/arrow_dataset.py in wrapper(*args, **kwargs) > 155 } > 156 # apply actual function > --> 157 out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) > 158 datasets: List["Dataset"] = list(out.values()) if isinstance(out, dict) else [out] > 159 # re-apply format to the output > > /usr/local/lib/python3.9/dist-packages/datasets/fingerprint.py in wrapper(*args, **kwargs) > 155 if kwargs.get(fingerprint_name) is None: > 156 kwargs_for_fingerprint["fingerprint_name"] = fingerprint_name > --> 157 kwargs[fingerprint_name] = update_fingerprint( > 158 self._fingerprint, transform, kwargs_for_fingerprint > 159 ) > > /usr/local/lib/python3.9/dist-packages/datasets/fingerprint.py in update_fingerprint(fingerprint, transform, transform_args) > 103 for key in sorted(transform_args): > 104 hasher.update(key) > --> 105 hasher.update(transform_args[key]) > 106 return hasher.hexdigest() > 107 > > /usr/local/lib/python3.9/dist-packages/datasets/fingerprint.py in update(self, value) > 55 def update(self, value): > 56 self.m.update(f"=={type(value)}==".encode("utf8")) > ---> 57 self.m.update(self.hash(value).encode("utf-8")) > 58 > 59 def hexdigest(self): > > /usr/local/lib/python3.9/dist-packages/datasets/fingerprint.py in hash(cls, value) > 51 return cls.dispatch[type(value)](cls, value) > 52 else: > ---> 53 return cls.hash_default(value) > 54 > 55 def update(self, value): > > /usr/local/lib/python3.9/dist-packages/datasets/fingerprint.py in hash_default(cls, value) > 44 @classmethod > 45 def hash_default(cls, value): > ---> 46 return cls.hash_bytes(dumps(value)) > 47 > 48 @classmethod > > /usr/local/lib/python3.9/dist-packages/datasets/utils/py_utils.py in dumps(obj) > 387 file = StringIO() > 388 with _no_cache_fields(obj): > --> 389 dump(obj, file) > 390 return file.getvalue() > 391 > > /usr/local/lib/python3.9/dist-packages/datasets/utils/py_utils.py in dump(obj, file) > 359 def dump(obj, file): > 360 """pickle an object to a file""" > --> 361 Pickler(file, recurse=True).dump(obj) > 362 return > 363 > > /usr/local/lib/python3.9/dist-packages/dill/_dill.py in dump(self, obj) > 392 return > 393 > --> 394 def load_session(filename='/tmp/session.pkl', main=None): > 395 """update the __main__ module with the state from the session file""" > 396 if main is None: main = _main_module > > /usr/lib/python3.9/pickle.py in dump(self, obj) > 485 if self.proto >= 4: > 486 self.framer.start_framing() > --> 487 self.save(obj) > 488 self.write(STOP) > 489 self.framer.end_framing() > > /usr/local/lib/python3.9/dist-packages/dill/_dill.py in save(self, obj, save_persistent_id) > 386 pickler._byref = False # disable pickling by name reference > 387 pickler._recurse = False # disable pickling recursion for globals > --> 388 pickler._session = True # is best indicator of when pickling a session > 389 pickler.dump(main) > 390 finally: > > /usr/lib/python3.9/pickle.py in save(self, obj, save_persistent_id) > 558 f = self.dispatch.get(t) > 559 if f is not None: > --> 560 f(self, obj) # Call unbound method with explicit self > 561 return > 562 > > /usr/local/lib/python3.9/dist-packages/dill/_dill.py in save_singleton(pickler, obj) > > /usr/lib/python3.9/pickle.py in save_reduce(self, func, args, state, listitems, dictitems, state_setter, obj) > 689 write(NEWOBJ) > 690 else: > --> 691 save(func) > 692 save(args) > 693 write(REDUCE) > > /usr/local/lib/python3.9/dist-packages/dill/_dill.py in save(self, obj, save_persistent_id) > 386 pickler._byref = False # disable pickling by name reference > 387 pickler._recurse = False # disable pickling recursion for globals > --> 388 pickler._session = True # is best indicator of when pickling a session > 389 pickler.dump(main) > 390 finally: > > /usr/lib/python3.9/pickle.py in save(self, obj, save_persistent_id) > 558 f = self.dispatch.get(t) > 559 if f is not None: > --> 560 f(self, obj) # Call unbound method with explicit self > 561 return > 562 > > /usr/local/lib/python3.9/dist-packages/datasets/utils/py_utils.py in save_function(pickler, obj) > 583 dill._dill.log.info("# F1") > 584 else: > --> 585 dill._dill.log.info("F2: %s" % obj) > 586 name = getattr(obj, "__qualname__", getattr(obj, "__name__", None)) > 587 dill._dill.StockPickler.save_global(pickler, obj, name=name) > > AttributeError: module 'dill._dill' has no attribute 'log' ### Steps to reproduce the bug After loading the dataset(eg: https://huggingface.co/datasets/scientific_papers) in google colab do either > data = train_dataset.select(range(10)) or > train_datasets = train_dataset.map( > process_data_to_model_inputs, > batched=True, > batch_size=batch_size, > remove_columns=["article", "abstract"], > ) ### Expected behavior The map and select function should work ### Environment info dataset: https://huggingface.co/datasets/scientific_papers dill = 0.3.6 python= 3.9.16 transformer = 4.2.0
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Add Video feature, videofolder, and video-classification task
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5339). All of your documentation changes will be reflected on that endpoint.", "@lhoestq I think I need some serious help with the tests πŸ˜…...I started this locally but it got too time consuming.\n\nOne issue I remember running...
2022-12-07T20:48:34Z
2024-01-11T06:30:24Z
2023-10-11T09:13:11Z
CONTRIBUTOR
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This PR does the following: - Adds `Video` feature (Resolves #5225 ) - Adds `video-classification` task - Adds `videofolder` packaged module for easy loading of local video classification datasets TODO: - [ ] add tests - [ ] add docs
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Release 2.5.0 breaks transformers CI
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[ "Shall we revert https://github.com/huggingface/datasets/pull/4971 @mariosasko ?\r\n\r\nAnd for consistency we can update IterableDataset.map later" ]
2022-09-21T13:39:19Z
2022-09-21T14:11:57Z
2022-09-21T14:11:57Z
MEMBER
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## Describe the bug As reported by @lhoestq: > see https://app.circleci.com/pipelines/github/huggingface/transformers/47634/workflows/b491886b-e66e-4edb-af96-8b459e72aa25/jobs/564563 this is used here: [https://github.com/huggingface/transformers/blob/3b19c0317b6909e2d7f11b5053895ac55[…]torch/speech-pretraining/run_wav2vec2_pretraining_no_trainer.py](https://github.com/huggingface/transformers/blob/3b19c0317b6909e2d7f11b5053895ac55250e7da/examples/pytorch/speech-pretraining/run_wav2vec2_pretraining_no_trainer.py#L482-L488)
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Closes #7457
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[ "This PR fixes issue #7457" ]
2025-03-30T20:41:20Z
2025-04-13T22:05:07Z
2025-04-13T22:05:07Z
NONE
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This PR updates the documentation to include the HF_DATASETS_CACHE environment variable, which allows users to customize the cache location for datasetsβ€”similar to HF_HUB_CACHE for models.
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Fix typo in arrow_dataset
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_7328). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update." ]
2024-12-13T15:17:09Z
2024-12-19T17:10:27Z
2024-12-19T17:10:25Z
CONTRIBUTOR
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amend docstring for dunder
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4866). All of your documentation changes will be reflected on that endpoint." ]
2022-08-19T19:09:15Z
2022-09-09T16:33:11Z
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display dunder method in docsting with underlines an not bold markdown.
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I_kwDODunzps6HB8NB
6,843
IterableDataset raises exception instead of retrying
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[ "Thanks for reporting! I've opened a PR with a fix.", "Thanks, @mariosasko! Related question (although I guess this is a feature request): could we have some kind of exponential back-off for these retries? Here's my reasoning:\r\n- If a one-time accidental error happens, you should retry immediately and will succ...
2024-04-26T10:00:43Z
2024-10-28T14:57:07Z
null
NONE
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### Describe the bug In light of the recent server outages, I decided to look into whether I could somehow wrap my IterableDataset streams to retry rather than error out immediately. To my surprise, `datasets` [already supports retries](https://github.com/huggingface/datasets/issues/6172#issuecomment-1794876229). Since a commit by @lhoestq [last week](https://github.com/huggingface/datasets/commit/a188022dc43a76a119d90c03832d51d6e4a94d91), that code lives here: https://github.com/huggingface/datasets/blob/fe2bea6a4b09b180bd23b88fe96dfd1a11191a4f/src/datasets/utils/file_utils.py#L1097C1-L1111C19 If GitHub code snippets still aren't working, here's a copy: ```python def read_with_retries(*args, **kwargs): disconnect_err = None for retry in range(1, max_retries + 1): try: out = read(*args, **kwargs) break except (ClientError, TimeoutError) as err: disconnect_err = err logger.warning( f"Got disconnected from remote data host. Retrying in {config.STREAMING_READ_RETRY_INTERVAL}sec [{retry}/{max_retries}]" ) time.sleep(config.STREAMING_READ_RETRY_INTERVAL) else: raise ConnectionError("Server Disconnected") from disconnect_err return out ``` With the latest outage, the end of my stack trace looked like this: ``` ... File "/miniconda3/envs/draft/lib/python3.11/site-packages/datasets/download/streaming_download_manager.py", line 342, in read_with_retries out = read(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^ File "/miniconda3/envs/draft/lib/python3.11/gzip.py", line 301, in read return self._buffer.read(size) ^^^^^^^^^^^^^^^^^^^^^^^ File "/miniconda3/envs/draft/lib/python3.11/_compression.py", line 68, in readinto data = self.read(len(byte_view)) ^^^^^^^^^^^^^^^^^^^^^^^^^ File "/miniconda3/envs/draft/lib/python3.11/gzip.py", line 505, in read buf = self._fp.read(io.DEFAULT_BUFFER_SIZE) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/miniconda3/envs/draft/lib/python3.11/gzip.py", line 88, in read return self.file.read(size) ^^^^^^^^^^^^^^^^^^^^ File "/miniconda3/envs/draft/lib/python3.11/site-packages/fsspec/spec.py", line 1856, in read out = self.cache._fetch(self.loc, self.loc + length) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/miniconda3/envs/draft/lib/python3.11/site-packages/fsspec/caching.py", line 189, in _fetch self.cache = self.fetcher(start, end) # new block replaces old ^^^^^^^^^^^^^^^^^^^^^^^^ File "/miniconda3/envs/draft/lib/python3.11/site-packages/huggingface_hub/hf_file_system.py", line 626, in _fetch_range hf_raise_for_status(r) File "/miniconda3/envs/draft/lib/python3.11/site-packages/huggingface_hub/utils/_errors.py", line 333, in hf_raise_for_status raise HfHubHTTPError(str(e), response=response) from e huggingface_hub.utils._errors.HfHubHTTPError: 504 Server Error: Gateway Time-out for url: https://huggingface.co/datasets/allenai/c4/resolve/1588ec454efa1a09f29cd18ddd04fe05fc8653a2/en/c4-train.00346-of-01024.json.gz ``` Indeed, the code for retries only catches `ClientError`s and `TimeoutError`s, and all other exceptions, *including HuggingFace's own custom HTTP error class*, **are not caught. Nothing is retried,** and instead the exception is propagated upwards immediately. ### Steps to reproduce the bug Not sure how you reproduce this. Maybe unplug your Ethernet cable while streaming a dataset; the issue is pretty clear from the stack trace. ### Expected behavior All HTTP errors while iterating a streamable dataset should cause retries. ### Environment info Output from `datasets-cli env`: - `datasets` version: 2.18.0 - Platform: Linux-4.18.0-513.24.1.el8_9.x86_64-x86_64-with-glibc2.28 - Python version: 3.11.7 - `huggingface_hub` version: 0.20.3 - PyArrow version: 15.0.0 - Pandas version: 2.2.0 - `fsspec` version: 2023.10.0
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I_kwDODunzps5k1sqZ
5,812
Cannot shuffle interleaved IterableDataset with "all_exhausted" stopping strategy
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2023-05-02T05:26:17Z
2023-05-04T14:24:51Z
2023-05-04T14:24:51Z
NONE
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### Describe the bug Shuffling interleaved `IterableDataset` with "all_exhausted" strategy yields non-exhaustive sampling. ### Steps to reproduce the bug ```py from datasets import IterableDataset, interleave_datasets def gen(bias, length): for i in range(length): yield dict(a=bias+i) seed = 42 probabilities = [0.2, 0.6, 0.2] d1 = IterableDataset.from_generator(lambda: gen(0, 3)) d2 = IterableDataset.from_generator(lambda: gen(10, 4)) d3 = IterableDataset.from_generator(lambda: gen(20, 3)) ds = interleave_datasets([d1, d2, d3], probabilities=probabilities, seed=seed, stopping_strategy='all_exhausted') ds = ds.shuffle(buffer_size=1000) for x in ds: print(x) ``` This code produces ``` {'a': 0} {'a': 22} {'a': 20} {'a': 21} {'a': 10} {'a': 1} ``` ### Expected behavior It should produce a longer list of examples to exhaust all the datasets. If you comment out the shuffle line, it will exhaust all the datasets properly. Here is the output if you comment out shuffling: ``` {'a': 10} {'a': 11} {'a': 20} {'a': 12} {'a': 0} {'a': 21} {'a': 13} {'a': 10} {'a': 1} {'a': 11} {'a': 12} {'a': 22} {'a': 13} {'a': 20} {'a': 10} {'a': 11} {'a': 12} {'a': 2} ``` ### Environment info - `datasets` version: 2.12.0 - Platform: Linux-5.10.147+-x86_64-with-glibc2.31 - Python version: 3.10.11 - Huggingface_hub version: 0.14.1 - PyArrow version: 9.0.0 - Pandas version: 1.5.3 This was run on Google Colab.
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Use hfh hf_hub_url function
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5196). All of your documentation changes will be reflected on that endpoint.", "@lhoestq I think we should first agree if `datasets` can introduce the breaking change of ignoring `config.HUB_DATASETS_URL`: some users may have o...
2022-11-03T10:08:09Z
2022-12-06T11:38:17Z
2022-11-09T07:15:12Z
MEMBER
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Small refactoring to use `hf_hub_url` function from `huggingface_hub`. This PR also creates the `hub` module that will contain all `huggingface_hub` functionalities relevant to `datasets`. This is a necessary stage before implementing the use of the `hfh` caching system (which uses its `hf_hub_url` under the hood). EDIT: ~~Finally, we use our `config.HUB_DATASETS_URL` when using `hfh.hf_hub_url`~~ There is a breaking change: the `hfh` `hf_hub_url` function uses - `hfh` `HUGGINGFACE_CO_URL_TEMPLATE` URL template, different from the `datasets` `config.HUB_DATASETS_URL` - also, `hfh` `DEFAULT_REVISION`, instead of `datasets` `config.HUB_DEFAULT_VERSION`
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dataclasses error when importing the library in python 3.11
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[ "I opened [this issue](https://github.com/python/cpython/issues/99401).\r\nPython's maintainers say that the issue is caused by [this change](https://docs.python.org/3.11/whatsnew/3.11.html#dataclasses).\r\nI believe adding a `__hash__` method to `datasets.utils.version.Version` should solve (at least partially) th...
2022-11-11T13:53:49Z
2023-05-25T04:37:05Z
2022-11-14T15:27:37Z
NONE
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### Describe the bug When I import datasets using python 3.11 the dataclasses standard library raises the following error: `ValueError: mutable default <class 'datasets.utils.version.Version'> for field version is not allowed: use default_factory` When I tried to import the library using the following jupyter notebook: ``` %%bash # create python 3.11 conda env conda create --yes --quiet -n myenv -c conda-forge python=3.11 # activate is source activate myenv # install pyarrow /opt/conda/envs/myenv/bin/python -m pip install --quiet --extra-index-url https://pypi.fury.io/arrow-nightlies/ \ --prefer-binary --pre pyarrow # install datasets /opt/conda/envs/myenv/bin/python -m pip install --quiet datasets ``` ``` # create a python file that only imports datasets with open("import_datasets.py", 'w') as f: f.write("import datasets") # run it with the env !/opt/conda/envs/myenv/bin/python import_datasets.py ``` I get the following error: ``` Traceback (most recent call last): File "/kaggle/working/import_datasets.py", line 1, in <module> import datasets File "/opt/conda/envs/myenv/lib/python3.11/site-packages/datasets/__init__.py", line 45, in <module> from .builder import ArrowBasedBuilder, BeamBasedBuilder, BuilderConfig, DatasetBuilder, GeneratorBasedBuilder File "/opt/conda/envs/myenv/lib/python3.11/site-packages/datasets/builder.py", line 91, in <module> @dataclass ^^^^^^^^^ File "/opt/conda/envs/myenv/lib/python3.11/dataclasses.py", line 1221, in dataclass return wrap(cls) ^^^^^^^^^ File "/opt/conda/envs/myenv/lib/python3.11/dataclasses.py", line 1211, in wrap return _process_class(cls, init, repr, eq, order, unsafe_hash, ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/myenv/lib/python3.11/dataclasses.py", line 959, in _process_class cls_fields.append(_get_field(cls, name, type, kw_only)) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/myenv/lib/python3.11/dataclasses.py", line 816, in _get_field raise ValueError(f'mutable default {type(f.default)} for field ' ValueError: mutable default <class 'datasets.utils.version.Version'> for field version is not allowed: use default_factory ``` This is probably due to one of the following changes in the [dataclasses standard library](https://docs.python.org/3/library/dataclasses.html) in version 3.11: 1. Changed in version 3.11: Instead of looking for and disallowing objects of type list, dict, or set, unhashable objects are now not allowed as default values. Unhashability is used to approximate mutability. 2. fields may optionally specify a default value, using normal Python syntax: ``` @dataclass class C: a: int # 'a' has no default value b: int = 0 # assign a default value for 'b' In this example, both a and b will be included in the added __init__() method, which will be defined as: def __init__(self, a: int, b: int = 0): ``` 3. Changed in version 3.11: If a field name is already included in the __slots__ of a base class, it will not be included in the generated __slots__ to prevent [overriding them](https://docs.python.org/3/reference/datamodel.html#datamodel-note-slots). Therefore, do not use __slots__ to retrieve the field names of a dataclass. Use [fields()](https://docs.python.org/3/library/dataclasses.html#dataclasses.fields) instead. To be able to determine inherited slots, base class __slots__ may be any iterable, but not an iterator. 4. weakref_slot: If true (the default is False), add a slot named β€œ__weakref__”, which is required to make an instance weakref-able. It is an error to specify weakref_slot=True without also specifying slots=True. [TypeError](https://docs.python.org/3/library/exceptions.html#TypeError) will be raised if a field without a default value follows a field with a default value. This is true whether this occurs in a single class, or as a result of class inheritance. ### Steps to reproduce the bug Steps to reproduce the behavior: 1. go to [the notebook in kaggle](https://www.kaggle.com/yonikremer/repreducing-issue) 2. rub both of the cells ### Expected behavior I'm expecting no issues. This error should not occur. ### Environment info kaggle kernels, with default settings: pin to original environment, no accelerator.
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Spark docs
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[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
2023-04-26T17:39:43Z
2023-04-27T16:41:50Z
2023-04-27T16:34:45Z
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Added a "Use with Spark" doc page to document `Dataset.from_spark` following https://github.com/huggingface/datasets/pull/5701 cc @maddiedawson
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Unable to load local tsv files through load_dataset method
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[ "Hi @DataNoob0723,\r\n\r\nUnder the hood, we use `pandas` to load CSV/TSV files. Therefore, you should use \"csv\" and pass `sep=\"\\t\"`, as explained in our docs: https://huggingface.co/docs/datasets/v2.4.0/en/package_reference/loading_methods#from-files\r\n```python\r\nds = load_dataset('csv', sep=\"\\t\", data_...
2022-08-31T16:13:39Z
2022-09-01T05:31:30Z
2022-09-01T05:31:30Z
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## Describe the bug Unable to load local tsv files through load_dataset method. ## Steps to reproduce the bug ```python # Sample code to reproduce the bug data_files = { 'train': 'train.tsv', 'test': 'test.tsv' } raw_datasets = load_dataset('tsv', data_files=data_files) ## Expected results I am pretty sure the data files exist in the current directory. The above code should load them as Datasets, but threw exceptions. ## Actual results --------------------------------------------------------------------------- FileNotFoundError Traceback (most recent call last) [<ipython-input-9-24207899c1af>](https://localhost:8080/#) in <module> ----> 1 raw_datasets = load_dataset('tsv', data_files='train.tsv') 2 frames [/usr/local/lib/python3.7/dist-packages/datasets/load.py](https://localhost:8080/#) in dataset_module_factory(path, revision, download_config, download_mode, dynamic_modules_path, data_dir, data_files, **download_kwargs) 1244 f"Couldn't find a dataset script at {relative_to_absolute_path(combined_path)} or any data file in the same directory. " 1245 f"Couldn't find '{path}' on the Hugging Face Hub either: {type(e1).__name__}: {e1}" -> 1246 ) from None 1247 raise e1 from None 1248 else: FileNotFoundError: Couldn't find a dataset script at /content/tsv/tsv.py or any data file in the same directory. Couldn't find 'tsv' on the Hugging Face Hub either: FileNotFoundError: Couldn't find file at https://raw.githubusercontent.com/huggingface/datasets/main/datasets/tsv/tsv.py ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.4.0 - Platform: Linux-5.4.188+-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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Use yaml for issue templates + revamp
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
2022-10-14T15:53:13Z
2022-10-19T13:05:49Z
2022-10-19T13:03:22Z
COLLABORATOR
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Use YAML instead of markdown (more expressive) for the issue templates. In addition, update their structure/fields to be more aligned with Transformers. PS: also removes the "add_dataset" PR template, as we no longer accept such PRs.
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[ "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==6.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_a...
2023-01-05T18:12:17Z
2023-02-01T18:11:45Z
2023-02-01T16:36:01Z
MEMBER
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Added `ds.to_iterable()` to get an iterable dataset from a map-style arrow dataset. It also has a `num_shards` argument to split the dataset before converting to an iterable dataset. Sharding is important to enable efficient shuffling and parallel loading of iterable datasets. TODO: - [x] tests - [x] docs Fix https://github.com/huggingface/datasets/issues/5265
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Update dataset card creation
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[ "_The documentation is not available anymore as the PR was closed or merged._", "The CI failure is unrelated to your PR - feel free to merge :)", "Haha thanks, you read my mind :)", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==6.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n##...
2023-01-26T17:57:51Z
2023-01-27T16:27:00Z
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Encourages users to create a dataset card on the Hub directly with the new metadata ui + import dataset card template instead of telling users to manually create and upload one.
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datasets map `cache_file_name` does not work
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[ "Unfortunately, I'm unable to reproduce this error. Can you share the reproducer?", "```\r\nds = datasets.Dataset.from_dict(dict(a=[i for i in range(100)]))\r\nds.map(lambda item: dict(b=item['a'] * 2), cache_file_name=\"/tmp/whatever-fn\") # this worked\r\nds.map(lambda item: dict(b=item['a'] * 2), cache_file_na...
2024-01-18T23:08:30Z
2024-01-28T04:01:15Z
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### Describe the bug In the documentation `datasets.Dataset.map` arg `cache_file_name` is said to be a string, but it doesn't work. ### Steps to reproduce the bug 1. pick a dataset 2. write a map function 3. do `ds.map(..., cache_file_name='some_filename')` 4. it crashes ### Expected behavior It will tell you the filename you specified does not exist or it will generate a new file and tell you the filename does not exist. ### Environment info - `datasets` version: 2.16.0 - Platform: Linux-5.10.201-168.748.amzn2int.x86_64-x86_64-with-glibc2.26 - Python version: 3.10.13 - `huggingface_hub` version: 0.20.2 - PyArrow version: 14.0.2 - Pandas version: 2.1.4 - `fsspec` version: 2023.12.2
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Export Parquet Tablet Audio-Set is null bytes in Arrow
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2024-05-27T14:27:57Z
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### Describe the bug Exporting the processed audio inside the table with the dataset.to_parquet function, the object pyarrow {bytes: null, path: "Some/Path"} At the same time, the same dataset uploaded to the hub has bit arrays ![Screenshot from 2024-05-27 19-14-49](https://github.com/huggingface/datasets/assets/140120605/ddfba089-426f-4659-9df4-7a634c948b9e) ![Screenshot from 2024-05-27 19-12-51](https://github.com/huggingface/datasets/assets/140120605/4cf8c0a1-650e-491b-86c8-b475c284a021) ### Steps to reproduce the bug 1.Get dataset from audio and cast it 2.Export and push dataset 3.It’s scary to be indignant at the difference in the uploaded dataset and the fact that it was saved locally ```py from datasets import Dataset, Audio df = Dataset.from_csv("./datasets.csv") df = df.cast_column("audio", Audio(16000)) df.to_parquet("./datasets.parquet") df.push_to_hub(repo_id="************", token="**********************") ``` You can use "try replicate case" for this [replicate_packet.zip](https://github.com/huggingface/datasets/files/15457114/replicate_packet.zip) ### Expected behavior Two parquet tables identical in content. It is obvious? ### Environment info Python 3.11+ (I try did it in 3.12 and got same result )
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_7484). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update." ]
2025-03-27T16:33:27Z
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Set dev version
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Raise a more precise error when the URL is unreachable in streaming mode
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See for example: - https://github.com/huggingface/datasets/issues/3191 - https://github.com/huggingface/datasets/issues/3186 It would help provide clearer information on the Hub and help the dataset maintainer solve the issue by themselves quicker. Currently: - https://huggingface.co/datasets/compguesswhat <img width="1029" alt="Capture d’écran 2022-09-08 aΜ€ 15 51 37" src="https://user-images.githubusercontent.com/1676121/189139946-6deffb91-f21b-4281-8825-a98026c69740.png"> - https://huggingface.co/datasets/nli_tr <img width="1032" alt="Capture d’écran 2022-09-08 aΜ€ 15 51 44" src="https://user-images.githubusercontent.com/1676121/189139963-d26490ed-ad23-48ea-9cfc-1ab9c4d08d0c.png"> cc @albertvillanova
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7,202
`from_parquet` return type annotation
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2024-10-08T09:08:10Z
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### Describe the bug As already posted in https://github.com/microsoft/pylance-release/issues/6534, the correct type hinting fails when building a dataset using the `from_parquet` constructor. Their suggestion is to comprehensively annotate the method's return type to better align with the docstring information. ### Steps to reproduce the bug ```python from datasets import Dataset dataset = Dataset.from_parquet(path_or_paths="file") dataset.map(lambda x: {"new": x["old"]}, batched=True) ``` ### Expected behavior map is a [valid](https://huggingface.co/docs/datasets/v3.0.1/en/package_reference/main_classes#datasets.Dataset.map), no error should be thrown. ### Environment info - `datasets` version: 3.0.1 - Platform: macOS-15.0.1-arm64-arm-64bit - Python version: 3.12.6 - `huggingface_hub` version: 0.25.1 - PyArrow version: 17.0.0 - Pandas version: 2.2.3 - `fsspec` version: 2024.6.1
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PR_kwDODunzps5s0MYO
6,816
Improve typing of Dataset.search, matching definition
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6816). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "Hi! This is a breaking change. A better solution is to check for \"indexable\" types in...
2024-04-16T14:53:39Z
2024-04-16T15:54:10Z
2024-04-16T15:54:10Z
CONTRIBUTOR
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Previously, the output of `score, indices = Dataset.search(...)` would be numpy arrays. The definition in `SearchResult` is a `List[int]` so this PR now matched the expected type. The previous behavior is a bit annoying as `Dataset.__getitem__` doesn't support `numpy.int64` which forced me to convert `indices` to int eg: ```python score, indices = ds.search(...) item = ds[int(indices[0])] ```
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I_kwDODunzps5qn8Ue
6,006
NotADirectoryError when loading gigawords
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[ "issue due to corrupted download files. resolved after cleaning download cache. sorry for any inconvinence." ]
2023-07-05T06:23:41Z
2023-07-05T06:31:02Z
2023-07-05T06:31:01Z
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### Describe the bug got `NotADirectoryError` whtn loading gigawords dataset ### Steps to reproduce the bug When running ``` import datasets datasets.load_dataset('gigaword') ``` Got the following exception: ```bash Traceback (most recent call last): [0/1862] File "/home/x/.conda/envs/dataproc/lib/python3.8/site-packages/datasets/builder.py", line 1629, in _prepare_split_single for key, record in generator: File "/home/x/.cache/huggingface/modules/datasets_modules/datasets/gigaword/ea83a8b819190acac5f2dae011fad51dccf269a0604ec5dd24795b 64efb424b6/gigaword.py", line 115, in _generate_examples with open(src_path, encoding="utf-8") as f_d, open(tgt_path, encoding="utf-8") as f_s: File "/home/x/.conda/envs/dataproc/lib/python3.8/site-packages/datasets/streaming.py", line 71, in wrapper return function(*args, use_auth_token=use_auth_token, **kwargs) File "/home/x/.conda/envs/dataproc/lib/python3.8/site-packages/datasets/download/streaming_download_manager.py", line 493, in xope n return open(main_hop, mode, *args, **kwargs) NotADirectoryError: [Errno 20] Not a directory: '/home/x/.cache/huggingface/datasets/downloads/6da52431bb5124d90cf51a0187d2dbee9046e 89780c4be7599794a4f559048ec/org_data/train.src.txt' The above exception was the direct cause of the following exception: Traceback (most recent call last): File "gigaword.py", line 38, in <module> main() File "gigaword.py", line 35, in main train, dev, test = dataset.generate_k_shot_data(k=32, seed=seed, path="../data/") File "/home/x/MICL/preprocess/fewshot_gym_dataset.py", line 199, in generate_k_shot_data dataset = self.load_dataset() File "gigaword.py", line 29, in load_dataset return datasets.load_dataset('gigaword') File "/home/x/.conda/envs/dataproc/lib/python3.8/site-packages/datasets/load.py", line 1809, in load_dataset builder_instance.download_and_prepare( File "/home/x/.conda/envs/dataproc/lib/python3.8/site-packages/datasets/builder.py", line 909, in download_and_prepare self._download_and_prepare( File "/home/x/.conda/envs/dataproc/lib/python3.8/site-packages/datasets/builder.py", line 1670, in _download_and_prepare super()._download_and_prepare( File "/home/x/.conda/envs/dataproc/lib/python3.8/site-packages/datasets/builder.py", line 1004, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/home/x/.conda/envs/dataproc/lib/python3.8/site-packages/datasets/builder.py", line 1508, in _prepare_split for job_id, done, content in self._prepare_split_single( File "/home/x/.conda/envs/dataproc/lib/python3.8/site-packages/datasets/builder.py", line 1665, in _prepare_split_single raise DatasetGenerationError("An error occurred while generating the dataset") from e datasets.builder.DatasetGenerationError: An error occurred while generating the dataset ``` ### Expected behavior Download and process the dataset successfully ### Environment info - `datasets` version: 2.13.1 - Platform: Linux-5.0.0-1032-azure-x86_64-with-glibc2.10 - Python version: 3.8.0 - Huggingface_hub version: 0.15.1 - PyArrow version: 12.0.1 - Pandas version: 2.0.3
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Fix parallel downloads for datasets without scripts
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2024-01-02T18:06:18Z
2024-01-06T20:14:57Z
2024-01-03T13:19:48Z
MEMBER
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Enable parallel downloads using multiprocessing when `num_proc` is passed to `load_dataset`. It was enabled for datasets with scripts already (if they passed lists to `dl_manager.download`) but not for no-script datasets (we pass dicts {split: [list of files]} to `dl_manager.download` for those ones). I fixed this by parallelising on the lists contained in the data files dicts when possible. I also added a context manager `stack_multiprocessing_download_progress_bars` in `DownloadManager` to stack the progress bard of the downloads (from `cached_path(...)` calls). Otherwise the progress bars overlap each other with an annoying flickering effect.
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Add Pandas, PyArrow and Polars docs
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_7382). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update." ]
2025-01-31T13:22:59Z
2025-01-31T16:30:59Z
2025-01-31T16:30:57Z
MEMBER
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(also added the missing numpy docs and fixed a small bug in pyarrow formatting)
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Update CI badge
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
2022-07-28T18:04:20Z
2022-07-29T11:36:37Z
2022-07-29T11:23:51Z
COLLABORATOR
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Replace the old CircleCI badge with a new one for GH Actions.
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Preserve JSON column order and support list of strings field
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6914). All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>...
2024-05-22T09:58:54Z
2024-05-29T13:18:47Z
2024-05-29T13:12:23Z
MEMBER
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Preserve column order when loading from a JSON file with a list of dict (or with a field containing a list of dicts). Additionally, support JSON file with a list of strings field. Fix #6913.
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5,851
Error message not clear in interleaving datasets
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2023-05-11T20:52:13Z
2023-05-23T10:32:59Z
2023-05-23T10:32:59Z
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### System Info standard env ### Who can help? _No response_ ### Information - [ ] The official example scripts - [X] My own modified scripts ### Tasks - [ ] An officially supported task in the `examples` folder (such as GLUE/SQuAD, ...) - [X] My own task or dataset (give details below) ### Reproduction I'm trying to interleave 'sciq', 'wiki' and the 'pile-enron' dataset. I think the error I made was that I loaded the train split of one, but for the other but the error is not too helpful- ``` --------------------------------------------------------------------------- ValueError Traceback (most recent call last) [/home/suryahari/Vornoi/save_model_ops.py](https://vscode-remote+ssh-002dremote-002bthomsonlab-002d2-002ejamesgornet-002ecom.vscode-resource.vscode-cdn.net/home/suryahari/Vornoi/save_model_ops.py) in line 3 [41](file:///home/suryahari/Vornoi/save_model_ops.py?line=40) # %% ----> [43](file:///home/suryahari/Vornoi/save_model_ops.py?line=42) dataset = interleave_datasets(datasets, stopping_strategy="all_exhausted") File [~/miniconda3/envs/vornoi/lib/python3.10/site-packages/datasets/combine.py:124](https://vscode-remote+ssh-002dremote-002bthomsonlab-002d2-002ejamesgornet-002ecom.vscode-resource.vscode-cdn.net/home/suryahari/~/miniconda3/envs/vornoi/lib/python3.10/site-packages/datasets/combine.py:124), in interleave_datasets(datasets, probabilities, seed, info, split, stopping_strategy) [122](file:///home/suryahari/miniconda3/envs/vornoi/lib/python3.10/site-packages/datasets/combine.py?line=121) for dataset in datasets[1:]: [123](file:///home/suryahari/miniconda3/envs/vornoi/lib/python3.10/site-packages/datasets/combine.py?line=122) if (map_style and not isinstance(dataset, Dataset)) or (iterable and not isinstance(dataset, IterableDataset)): --> [124](file:///home/suryahari/miniconda3/envs/vornoi/lib/python3.10/site-packages/datasets/combine.py?line=123) raise ValueError( [125](file:///home/suryahari/miniconda3/envs/vornoi/lib/python3.10/site-packages/datasets/combine.py?line=124) f"Unable to interleave a {type(datasets[0])} with a {type(dataset)}. Expected a list of Dataset objects or a list of IterableDataset objects." [126](file:///home/suryahari/miniconda3/envs/vornoi/lib/python3.10/site-packages/datasets/combine.py?line=125) ) [127](file:///home/suryahari/miniconda3/envs/vornoi/lib/python3.10/site-packages/datasets/combine.py?line=126) if stopping_strategy not in ["first_exhausted", "all_exhausted"]: [128](file:///home/suryahari/miniconda3/envs/vornoi/lib/python3.10/site-packages/datasets/combine.py?line=127) raise ValueError(f"{stopping_strategy} is not supported. Please enter a valid stopping_strategy.") ValueError: Unable to interleave a with a . Expected a list of Dataset objects or a list of IterableDataset objects. ``` ### Expected behavior the error message should hopefully be more clear
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6035). All of your documentation changes will be reflected on that endpoint." ]
2023-07-14T15:42:37Z
2023-07-19T19:41:35Z
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__repr__ and _repr_html_ now both are similar to that of Polars
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I was getting a similar error `pyarrow.lib.ArrowInvalid: Integer value 528 not in range: -128 to 127` - AFAICT, this is because the type specified for `reddit_scores` is `datasets.Sequence(datasets.Value("int8"))`, but the actual values can be well outside the max range for 8-bit integers.
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2023-02-24T12:57:49Z
2023-02-24T12:58:31Z
2023-02-24T12:58:18Z
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I was getting a similar error `pyarrow.lib.ArrowInvalid: Integer value 528 not in range: -128 to 127` - AFAICT, this is because the type specified for `reddit_scores` is `datasets.Sequence(datasets.Value("int8"))`, but the actual values can be well outside the max range for 8-bit integers. I worked around this by downloading the `the_pile_openwebtext2.py` and editing it to use local files and drop reddit scores as a column (not needed for my purposes). _Originally posted by @tc-wolf in https://github.com/huggingface/datasets/issues/3053#issuecomment-1281392422_
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Fix push_to_hub with no dataset_infos
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[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==6.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
2023-03-01T13:54:06Z
2023-03-02T13:47:13Z
2023-03-02T13:40:17Z
MEMBER
null
null
null
As reported in https://github.com/vijaydwivedi75/lrgb/issues/10, `push_to_hub` fails if the remote repository already exists and has a README.md without `dataset_info` in the YAML tags cc @clefourrier
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https://api.github.com/repos/huggingface/datasets/issues/6655
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2,127,020,042
I_kwDODunzps5-x8AK
6,655
Cannot load the dataset go_emotions
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[ "Thanks for reporting, @arame.\r\n\r\nI guess you have an old version of `transformers` (that submodule is present in `transformers` since version 3.0.1, since nearly 4 years ago). If you update it, the error should disappear:\r\n```shell\r\npip install -U transformers\r\n```\r\n\r\nOn the other hand, I am wonderin...
2024-02-09T12:15:39Z
2024-02-12T09:35:55Z
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### Describe the bug When I run the following code I get an exception; `go_emotions = load_dataset("go_emotions")` > AttributeError Traceback (most recent call last) Cell In[6], [line 1](vscode-notebook-cell:?execution_count=6&line=1) ----> [1](vscode-notebook-cell:?execution_count=6&line=1) go_emotions = load_dataset("go_emotions") [2](vscode-notebook-cell:?execution_count=6&line=2) data = go_emotions.data File [c:\Users\hijik\anaconda3\Lib\site-packages\datasets\load.py:2523](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2523), in load_dataset(path, name, data_dir, data_files, split, cache_dir, features, download_config, download_mode, verification_mode, ignore_verifications, keep_in_memory, save_infos, revision, token, use_auth_token, task, streaming, num_proc, storage_options, trust_remote_code, **config_kwargs) [2518](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2518) verification_mode = VerificationMode( [2519](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2519) (verification_mode or VerificationMode.BASIC_CHECKS) if not save_infos else VerificationMode.ALL_CHECKS [2520](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2520) ) [2522](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2522) # Create a dataset builder -> [2523](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2523) builder_instance = load_dataset_builder( [2524](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2524) path=path, [2525](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2525) name=name, [2526](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2526) data_dir=data_dir, [2527](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2527) data_files=data_files, [2528](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2528) cache_dir=cache_dir, [2529](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2529) features=features, [2530](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2530) download_config=download_config, [2531](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2531) download_mode=download_mode, [2532](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2532) revision=revision, [2533](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2533) token=token, [2534](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2534) storage_options=storage_options, [2535](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2535) trust_remote_code=trust_remote_code, [2536](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/load.py:2536) _require_default_config_name=name is None, ... ---> [63](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/utils/_dill.py:63) if issubclass(obj_type, transformers.PreTrainedTokenizerBase): [64](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/utils/_dill.py:64) pklregister(obj_type)(_save_transformersPreTrainedTokenizerBase) [66](file:///C:/Users/hijik/anaconda3/Lib/site-packages/datasets/utils/_dill.py:66) # Unwrap `torch.compile`-ed functions AttributeError: module 'transformers' has no attribute 'PreTrainedTokenizerBase' Output is truncated. View as a [scrollable element](command:cellOutput.enableScrolling?10bc0728-6947-456e-9a3e-f056872b04c6) or open in a [text editor](command:workbench.action.openLargeOutput?10bc0728-6947-456e-9a3e-f056872b04c6). Adjust cell output [settings](command:workbench.action.openSettings?%5B%22%40tag%3AnotebookOutputLayout%22%5D)... ### Steps to reproduce the bug ``` from datasets import load_dataset go_emotions = load_dataset("go_emotions") ``` ### Expected behavior Should simply load the variable with the data from the file ### Environment info Copy-and-paste the text below in your GitHub issue. - `datasets` version: 2.16.1 - Platform: Windows-10-10.0.22631-SP0 - Python version: 3.11.4 - `huggingface_hub` version: 0.20.3 - PyArrow version: 11.0.0 - Pandas version: 1.5.3 - `fsspec` version: 2023.10.0
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5,258
Restore order of split names in dataset_info for canonical datasets
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[ "The bulk edit is running...\r\n\r\nSee for example: \r\n- A single config: https://huggingface.co/datasets/acronym_identification/discussions/2\r\n- Multiple configs: https://huggingface.co/datasets/babi_qa/discussions/1", "TODO: Add \"dataset_info\" YAML metadata to:\r\n- [x] \"chr_en\" has no metadata JSON fil...
2022-11-17T15:13:15Z
2023-02-16T09:49:05Z
2022-11-19T06:51:37Z
MEMBER
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After a bulk edit of canonical datasets to create the YAML `dataset_info` metadata, the split names were accidentally sorted alphabetically. See for example: - https://huggingface.co/datasets/bc2gm_corpus/commit/2384629484401ecf4bb77cd808816719c424e57c Note that this order is the one appearing in the preview of the datasets. I'm making a bulk edit to align the order of the splits appearing in the metadata info with the order appearing in the loading script. Related to: - #5202
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Small typo on the documentation
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[ "Thanks for reporting @fostiropoulos! I've edited your comment to fix the link to the problematic line.\r\n", "@mariosasko can i take this up?", "#self-assign" ]
2024-03-24T21:47:52Z
2024-04-02T14:01:19Z
2024-04-02T14:01:19Z
NONE
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### Describe the bug There is a small typo on https://github.com/huggingface/datasets/blob/d5468836fe94e8be1ae093397dd43d4a2503b926/src/datasets/dataset_dict.py#L938 It should be `caching is enabled`. ### Steps to reproduce the bug Please visit https://github.com/huggingface/datasets/blob/d5468836fe94e8be1ae093397dd43d4a2503b926/src/datasets/dataset_dict.py#L938 ### Expected behavior `caching is enabled` ### Environment info - `datasets` version: 2.17.1 - Platform: Linux-5.15.0-101-generic-x86_64-with-glibc2.35 - Python version: 3.11.7 - `huggingface_hub` version: 0.20.3 - PyArrow version: 15.0.0 - Pandas version: 2.2.1 - `fsspec` version: 2023.10.0
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4,642
Streaming issue for ccdv/pubmed-summarization
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[ "Thanks for reporting @lewtun.\r\n\r\nI confirm there is an issue with streaming: it does not stream locally. ", "Oh, after investigation, the source of the issue is in the Hub dataset loading script.\r\n\r\nI'm opening a PR on the Hub dataset.", "I've opened a PR on their Hub dataset to support streaming: http...
2022-07-06T12:13:07Z
2022-07-06T14:17:34Z
2022-07-06T14:17:34Z
MEMBER
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### Link https://huggingface.co/datasets/ccdv/pubmed-summarization ### Description This was reported by a [user of AutoTrain Evaluate](https://huggingface.co/spaces/autoevaluate/model-evaluator/discussions/7). It seems like streaming doesn't work due to the way the dataset loading script is defined? ``` Status code: 400 Exception: FileNotFoundError Message: https://huggingface.co/datasets/ccdv/pubmed-summarization/resolve/main/train.zip/train.txt ``` ### Owner No
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1,625,564,471
I_kwDODunzps5g5CU3
5,638
xPath to implement all operations for Path
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[ " I think https://github.com/fsspec/universal_pathlib is the project you are looking for.\r\n\r\n`xPath` has the methods often used in dataset scripts, and `mkdir` is not one of them (`dl_manager`'s role is to \"interact\" with the file system, so using `mkdir` is discouraged).", "Right is there a difference betw...
2023-03-15T13:47:11Z
2023-03-17T13:21:12Z
2023-03-17T13:21:12Z
CONTRIBUTOR
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### Feature request Current xPath implementation is a great extension of Path in order to work with remote objects. However some methods such as `mkdir` are not implemented correctly. It should instead rely on `fsspec` methods, instead of defaulting do `Path` methods which only work locally. ### Motivation I'm using xPath to interact with remote objects. ### Your contribution I could try to make a PR. I'm a bit unfamiliar with chaining right now.
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I_kwDODunzps6HljNG
6,854
Wrong example of usage when config name is missing for community script-datasets
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2024-05-02T06:59:39Z
2024-05-03T15:51:59Z
2024-05-03T15:51:58Z
MEMBER
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As reported by @Wauplin, when loading a community dataset with script, there is a bug in the example of usage of the error message if the dataset has multiple configs (and no default config) and the user does not pass any config. For example: ```python >>> ds = load_dataset("google/fleurs") ValueError: Config name is missing. Please pick one among the available configs: ['af_za', 'am_et', 'ar_eg', 'as_in', 'ast_es', 'az_az', 'be_by', 'bg_bg', 'bn_in', 'bs_ba', 'ca_es', 'ceb_ph', 'ckb_iq', 'cmn_hans_cn', 'cs_cz', 'cy_gb', 'da_dk', 'de_de', 'el_gr', 'en_us', 'es_419', 'et_ee', 'fa_ir', 'ff_sn', 'fi_fi', 'fil_ph', 'fr_fr', 'ga_ie', 'gl_es', 'gu_in', 'ha_ng', 'he_il', 'hi_in', 'hr_hr', 'hu_hu', 'hy_am', 'id_id', 'ig_ng', 'is_is', 'it_it', 'ja_jp', 'jv_id', 'ka_ge', 'kam_ke', 'kea_cv', 'kk_kz', 'km_kh', 'kn_in', 'ko_kr', 'ky_kg', 'lb_lu', 'lg_ug', 'ln_cd', 'lo_la', 'lt_lt', 'luo_ke', 'lv_lv', 'mi_nz', 'mk_mk', 'ml_in', 'mn_mn', 'mr_in', 'ms_my', 'mt_mt', 'my_mm', 'nb_no', 'ne_np', 'nl_nl', 'nso_za', 'ny_mw', 'oc_fr', 'om_et', 'or_in', 'pa_in', 'pl_pl', 'ps_af', 'pt_br', 'ro_ro', 'ru_ru', 'sd_in', 'sk_sk', 'sl_si', 'sn_zw', 'so_so', 'sr_rs', 'sv_se', 'sw_ke', 'ta_in', 'te_in', 'tg_tj', 'th_th', 'tr_tr', 'uk_ua', 'umb_ao', 'ur_pk', 'uz_uz', 'vi_vn', 'wo_sn', 'xh_za', 'yo_ng', 'yue_hant_hk', 'zu_za', 'all'] Example of usage: `load_dataset('fleurs', 'af_za')` ``` Note the example of usage in the error message suggests loading "fleurs" instead of "google/fleurs".
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I_kwDODunzps5UQe-K
5,132
Depracate `num_proc` parameter in `DownloadManager.extract`
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[ "I can take this! #self-assign", "#self-assign", "@lazarust i'm already working on this issue :smile: ", "#self-assign", "hey @mariosasko , i made a pr for this issue. Could you please review it." ]
2022-10-18T17:41:05Z
2022-10-25T15:56:46Z
2022-10-25T15:56:46Z
COLLABORATOR
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The `num_proc` parameter is only present in `DownloadManager.extract` but not in `StreamingDownloadManager.extract`, making it impossible to support streaming in the dataset scripts that use it (`openwebtext` and `the_pile_stack_exchange`). We can avoid this situation by deprecating this parameter and passing `DownloadConfig`'s `num_proc` to `map_nested` instead, as it's done in `DownloadManager.download`.
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6,075
Error loading music files using `load_dataset`
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[ "This code behaves as expected on my local machine or in Colab. Which version of `soundfile` do you have installed? MP3 requires `soundfile>=0.12.1`.", "I upgraded the `soundfile` and it's working now! \r\nThanks @mariosasko for the help!" ]
2023-07-26T12:44:05Z
2023-07-26T13:08:08Z
2023-07-26T13:08:08Z
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### Describe the bug I tried to load a music file using `datasets.load_dataset()` from the repository - https://huggingface.co/datasets/susnato/pop2piano_real_music_test I got the following error - ``` Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 2803, in __getitem__ return self._getitem(key) File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 2788, in _getitem formatted_output = format_table( File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/datasets/formatting/formatting.py", line 629, in format_table return formatter(pa_table, query_type=query_type) File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/datasets/formatting/formatting.py", line 398, in __call__ return self.format_column(pa_table) File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/datasets/formatting/formatting.py", line 442, in format_column column = self.python_features_decoder.decode_column(column, pa_table.column_names[0]) File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/datasets/formatting/formatting.py", line 218, in decode_column return self.features.decode_column(column, column_name) if self.features else column File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/datasets/features/features.py", line 1924, in decode_column [decode_nested_example(self[column_name], value) if value is not None else None for value in column] File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/datasets/features/features.py", line 1924, in <listcomp> [decode_nested_example(self[column_name], value) if value is not None else None for value in column] File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/datasets/features/features.py", line 1325, in decode_nested_example return schema.decode_example(obj, token_per_repo_id=token_per_repo_id) File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/datasets/features/audio.py", line 184, in decode_example array, sampling_rate = sf.read(f) File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/soundfile.py", line 372, in read with SoundFile(file, 'r', samplerate, channels, File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/soundfile.py", line 740, in __init__ self._file = self._open(file, mode_int, closefd) File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/soundfile.py", line 1264, in _open _error_check(_snd.sf_error(file_ptr), File "/home/susnato/anaconda3/envs/p2p/lib/python3.9/site-packages/soundfile.py", line 1455, in _error_check raise RuntimeError(prefix + _ffi.string(err_str).decode('utf-8', 'replace')) RuntimeError: Error opening <_io.BufferedReader name='/home/susnato/.cache/huggingface/datasets/downloads/d2b09cb974b967b13f91553297c40c0f02f3c0d4c8356350743598ff48d6f29e'>: Format not recognised. ``` ### Steps to reproduce the bug Code to reproduce the error - ```python from datasets import load_dataset ds = load_dataset("susnato/pop2piano_real_music_test", split="test") print(ds[0]) ``` ### Expected behavior I should be able to read the music file without any error. ### Environment info - `datasets` version: 2.14.0 - Platform: Linux-5.19.0-50-generic-x86_64-with-glibc2.35 - Python version: 3.9.16 - Huggingface_hub version: 0.15.1 - PyArrow version: 11.0.0 - Pandas version: 1.5.3
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Fix CI quality
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6473). All of your documentation changes will be reflected on that endpoint.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchma...
2023-12-05T15:36:23Z
2023-12-05T18:14:50Z
2023-12-05T18:08:41Z
MEMBER
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Fix #6472.
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PR_kwDODunzps5WwspW
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Release 2.14.2
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[ "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_a...
2023-07-31T06:05:36Z
2023-07-31T06:33:00Z
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5,147
Allow ignoring kwargs inside fn_kwargs during dataset.map's fingerprinting
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[ "Hi ! In the `transformers` issue the object to not hash is a `Pool` - I think you can instantiate it inside your function instead of passing it as a parameter. It's good practice that your function and all its fn_kwargs are picklable, in case you want to parallelize `map` using `num_proc>1`\r\n\r\nFor the other ca...
2022-10-22T21:46:38Z
2022-11-01T22:19:07Z
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### Feature request `dataset.map` accepts a `fn_kwargs` that is passed to `fn`. Currently, the whole `fn_kwargs` is used by `fingerprint_transform` to calculate the new fingerprint. I'd like to be able to inform `fingerprint_transform` which `fn_kwargs` shoud/shouldn't be taken into account during hashing. Of course, users should be aware to properly use this new feature, just like the internal usages of `fingerprint_transform` [does](https://github.com/huggingface/datasets/blob/2699593b33ee63d17aad2a2bfddedd38a8df57b8/src/datasets/arrow_dataset.py#L2700). ### Motivation This is originally motivated by https://github.com/huggingface/transformers/pull/18351#issuecomment-1263588680. Nonetheless, consider a more general processing function that accepts a kwarg that does not influence it's output: ```python def fn(example, verbose=False): ... ``` Then `dataset.map(fn, verbose=True)` would not benefit from dataset caching. I'm not sure if other methods in the `Dataset` API could benefit from this feature. ### Your contribution Based on `fingerprint_transform `'s `wrapper` function [here](https://github.com/huggingface/datasets/blob/c59cc34fcd2a369d27b77cc678017f5976a926a9/src/datasets/fingerprint.py#L443), it seems to me that it should be possible to make `.map`/`._map_single` accept something like `fn_use_fingerprint_kwargs`/`fn_ignore_fingerprint_kwargs` (probably another arg name). This would then be used by `fingerprint_transform.wrapper` to better/more flexibly hash the transformation. I could contribute with a PR if this feature and approach look good to you.
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`push_to_hub` is not robust to hub closing connection
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[ "Hi! We made some improvements to `push_to_hub` to make it more robust a couple of weeks ago but haven't published a release in the meantime, so it would help if you could install `datasets` from `main` (`pip install https://github.com/huggingface/datasets`) and let us know if this improved version of `push_to_hub`...
2023-11-08T20:44:53Z
2023-12-20T07:28:24Z
2023-12-01T17:51:34Z
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### Describe the bug Like to #6172, `push_to_hub` will crash if Hub resets the connection and raise the following error: ``` Pushing dataset shards to the dataset hub: 32%|β–ˆβ–ˆβ–ˆβ– | 54/171 [06:38<14:23, 7.38s/it] Traceback (most recent call last): File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/urllib3/connectionpool.py", line 715, in urlopen httplib_response = self._make_request( File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/urllib3/connectionpool.py", line 467, in _make_request six.raise_from(e, None) File "<string>", line 3, in raise_from File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/urllib3/connectionpool.py", line 462, in _make_request httplib_response = conn.getresponse() File "/usr/lib/python3.8/http/client.py", line 1348, in getresponse response.begin() File "/usr/lib/python3.8/http/client.py", line 316, in begin version, status, reason = self._read_status() File "/usr/lib/python3.8/http/client.py", line 285, in _read_status raise RemoteDisconnected("Remote end closed connection without" http.client.RemoteDisconnected: Remote end closed connection without response During handling of the above exception, another exception occurred: Traceback (most recent call last): File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/requests/adapters.py", line 486, in send resp = conn.urlopen( File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/urllib3/connectionpool.py", line 799, in urlopen retries = retries.increment( File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/urllib3/util/retry.py", line 550, in increment raise six.reraise(type(error), error, _stacktrace) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/urllib3/packages/six.py", line 769, in reraise raise value.with_traceback(tb) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/urllib3/connectionpool.py", line 715, in urlopen httplib_response = self._make_request( File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/urllib3/connectionpool.py", line 467, in _make_request six.raise_from(e, None) File "<string>", line 3, in raise_from File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/urllib3/connectionpool.py", line 462, in _make_request httplib_response = conn.getresponse() File "/usr/lib/python3.8/http/client.py", line 1348, in getresponse response.begin() File "/usr/lib/python3.8/http/client.py", line 316, in begin version, status, reason = self._read_status() File "/usr/lib/python3.8/http/client.py", line 285, in _read_status raise RemoteDisconnected("Remote end closed connection without" urllib3.exceptions.ProtocolError: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')) During handling of the above exception, another exception occurred: Traceback (most recent call last): File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/_commit_api.py", line 383, in _wrapped_lfs_upload lfs_upload(operation=operation, lfs_batch_action=batch_action, token=token) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/lfs.py", line 223, in lfs_upload _upload_multi_part(operation=operation, header=header, chunk_size=chunk_size, upload_url=upload_action["href"]) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/lfs.py", line 319, in _upload_multi_part else _upload_parts_iteratively(operation=operation, sorted_parts_urls=sorted_parts_urls, chunk_size=chunk_size) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/lfs.py", line 375, in _upload_parts_iteratively part_upload_res = http_backoff("PUT", part_upload_url, data=fileobj_slice) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/utils/_http.py", line 258, in http_backoff response = session.request(method=method, url=url, **kwargs) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/requests/sessions.py", line 589, in request resp = self.send(prep, **send_kwargs) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/requests/sessions.py", line 703, in send r = adapter.send(request, **kwargs) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/utils/_http.py", line 63, in send return super().send(request, *args, **kwargs) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/requests/adapters.py", line 501, in send raise ConnectionError(err, request=request) requests.exceptions.ConnectionError: (ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')), '(Request ID: 2bab8c06-b701-4266-aead-fe2e0dc0e3ed)') The above exception was the direct cause of the following exception: Traceback (most recent call last): File "convert_to_hf.py", line 116, in <module> main() File "convert_to_hf.py", line 108, in main audio_dataset.push_to_hub( File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/datasets/dataset_dict.py", line 1641, in push_to_hub repo_id, split, uploaded_size, dataset_nbytes, _, _ = self[split]._push_parquet_shards_to_hub( File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 5308, in _push_parquet_shards_to_hub _retry( File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/datasets/utils/file_utils.py", line 290, in _retry return func(*func_args, **func_kwargs) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/utils/_validators.py", line 118, in _inner_fn return fn(*args, **kwargs) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/hf_api.py", line 828, in _inner return fn(self, *args, **kwargs) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/hf_api.py", line 3221, in upload_file commit_info = self.create_commit( File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/utils/_validators.py", line 118, in _inner_fn return fn(*args, **kwargs) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/hf_api.py", line 828, in _inner return fn(self, *args, **kwargs) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/hf_api.py", line 2695, in create_commit upload_lfs_files( File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/utils/_validators.py", line 118, in _inner_fn return fn(*args, **kwargs) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/_commit_api.py", line 393, in upload_lfs_files _wrapped_lfs_upload(filtered_actions[0]) File "/admin/home-piraka9011/.virtualenvs/w2v2/lib/python3.8/site-packages/huggingface_hub/_commit_api.py", line 385, in _wrapped_lfs_upload raise RuntimeError(f"Error while uploading '{operation.path_in_repo}' to the Hub.") from exc RuntimeError: Error while uploading 'batch_19/train-00054-of-00171-932beb4082c034bf.parquet' to the Hub. ``` The function should retry if the operations fails, or at least offer a way to recover after such a failure. Right now, calling the function again will start sending all the parquets files leading to duplicates in the repository, with no guarantee that it will actually be pushed. Previously, it would crash with an error 400 #4677 . ### Steps to reproduce the bug Any large dataset pushed the hub: ```py audio_dataset.push_to_hub( repo_id="org/dataset", ) ``` ### Expected behavior `push_to_hub` should have an option for max retries or resume. ### Environment info - `datasets` version: 2.14.6 - Platform: Linux-5.15.0-1044-aws-x86_64-with-glibc2.29 - Python version: 3.8.10 - Huggingface_hub version: 0.16.4 - PyArrow version: 13.0.0 - Pandas version: 2.0.3
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5,551
Suggest scikit-learn instead of sklearn
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[ "good catch!", "_The documentation is not available anymore as the PR was closed or merged._", "The test fail is unrelated to this PR and fixed on `main` - merging :)", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==6.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: ...
2023-02-20T16:16:57Z
2023-02-21T13:27:57Z
2023-02-21T13:21:07Z
CONTRIBUTOR
null
null
null
This is kinda unimportant fix but, the suggested `pip install sklearn` does not work. The current error message if sklearn is not installed: ``` ImportError: To be able to use [dataset name], you need to install the following dependency: sklearn. Please install it using 'pip install sklearn' for instance. ```
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6,184
Map cache does not detect function changes in another module
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[ "This issue is a duplicate of https://github.com/huggingface/datasets/issues/3297. This is a limitation of `dill`, a package we use for caching (non-`__main__` module objects are serialized by reference). You can find more info about it here: https://github.com/uqfoundation/dill/issues/424.\r\n\r\nIn your case, mo...
2023-08-25T22:59:14Z
2023-08-29T20:57:07Z
2023-08-29T20:56:49Z
NONE
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```python # dataset.py import os import datasets if not os.path.exists('/tmp/test.json'): with open('/tmp/test.json', 'w') as file: file.write('[{"text": "hello"}]') def transform(example): text = example['text'] # text += ' world' return {'text': text} data = datasets.load_dataset('json', data_files=['/tmp/test.json'], split='train') data = data.map(transform) ``` ```python # test.py import dataset print(next(iter(dataset.data))) ``` Initialize cache ``` python3 test.py # {'text': 'hello'} ``` Edit dataset.py and uncomment the commented line, run again ``` python3 test.py # {'text': 'hello'} # expected: {'text': 'hello world'} ``` Clear cache and run again ``` rm -rf ~/.cache/huggingface/datasets/* python3 test.py # {'text': 'hello world'} ``` If instead the two files are combined, then changes to the function are detected correctly. But it's expected when working on any realistic codebase that things will be modularized into separate files.
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PR_kwDODunzps5aCr8_
6,231
Overwrite legacy default config name in `dataset_infos.json` in packaged datasets
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_6231). All of your documentation changes will be reflected on that endpoint.", "realized that this pr is still not merged, @lhoestq maybe you can take a look at it? ", "I think https://github.com/huggingface/datasets/pull/621...
2023-09-11T16:27:09Z
2023-09-26T11:19:36Z
null
CONTRIBUTOR
null
null
null
Currently if we push data as default config with `.push_to_hub` to a repo that has a legacy `dataset_infos.json` file containing a legacy default config name like `{username}--{dataset_name}`, new key `"default"` is added to `dataset_infos.json` along with the legacy one. I think the legacy one should be dropped in this case. Also, in `load.py` I suggest to check if a legacy config name is indeed a legacy config name because after this fix it might not be the case (this check was first introduced in https://github.com/huggingface/datasets/pull/6218)
null
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5,605
Update README logo
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Are you sure it's safe to remove? https://github.com/huggingface/datasets/pull/3866", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==6.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benc...
2023-03-03T15:46:31Z
2023-03-03T21:57:18Z
2023-03-03T21:50:17Z
CONTRIBUTOR
null
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Domain specific dataset discovery on the Hugging Face hub
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[ "Hi! I added a link to this issue in our internal request for adding keywords/topics to the Hub, which is identical to the `topic tags` solution. The `collections` solution seems too complex (as you point out). Regarding the `domain tags` solution, we primarily focus on machine learning, so I'm not sure if it's a g...
2022-07-18T11:14:03Z
2024-02-12T09:53:43Z
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**Is your feature request related to a problem? Please describe.** ## The problem The datasets hub currently has `8,239` datasets. These datasets span a wide range of different modalities and tasks (currently with a bias towards textual data). There are various ways of identifying datasets that may be relevant for a particular use case: - searching - various filters Currently, however, there isn't an easy way to identify datasets belonging to a specific domain. For example, I want to browse machine learning datasets related to 'social science' or 'climate change research'. The ability to identify datasets relating to a specific domain has come up in discussions around the [BigLA](https://github.com/bigscience-workshop/lam/) datasets hackathon https://github.com/bigscience-workshop/lam/discussions/31#discussioncomment-3123610. As part of the hackathon, we're currently collecting datasets related to Libraries, Archives and Museums and making them available via the hub. We currently do this under a Hugging Face organization (https://huggingface.co/biglam). However, going forward, I can see some of these datasets being migrated to sit under an organization that is the custodian of the dataset (for example, a national library the data was originally from). At this point, it becomes more difficult to quickly identify datasets from this domain without relying on search. This is also related to some existing issues on Github related to metadata on the hub: - https://github.com/huggingface/datasets/issues/3625 - https://github.com/huggingface/datasets/issues/3877 **Describe the solution you'd like** ### Some possible solutions that may help with this: #### Enable domain tags (from a controlled vocabulary) - This would add metadata field to the YAML for the domain a dataset relates to - Advantages: - the list is controlled, allowing it to be more easily integrated into the datasets tag app (https://huggingface.co/space/huggingface/datasets-tagging) - the controlled vocabulary could align with an existing controlled vocabulary - this additional metadata can be used to perform filtering by domain - disadvantages - choosing the best controlled vocab may be difficult - there are many datasets that are likely to fit into the 'machine learning' domain (i.e. there is a long tail of datasets that aren't in more 'generic' machine learning domain #### Enable topic tags (user-generated) Enable 'free form' topic tags for datasets and models. This would be closer to GitHub's repository topics which can be chosen from a controlled list (https://github.com/topics/) but can also be more user/org specific. This could potentially be useful for organizations to also manage their own models and datasets as the number they hold in their org grows. For example, they may create 'topic tags' for a specific project, so it's clearer which datasets /models are related to that project. #### Collections This solution would likely be the biggest shift and may require significant changes in the hub fronted. Collections could work in several different ways but would include: Users can curate particular datasets, models, spaces, etc., into a collection. For example, they may create a collection of 'historic newspapers suitable for training language models'. These collections would not be mutually exclusive, i.e. a dataset can belong to zero, one or many collections. Collections can also potentially be nested under other collections. This is fairly common on other data reposotiores for example the following collections: <img width="293" alt="Screenshot 2022-07-18 at 11 50 44" src="https://user-images.githubusercontent.com/8995957/179496445-963ed122-5e26-4574-96e8-41081bce3e2b.png"> all belong under a higher level collection (https://bl.iro.bl.uk/collections/353c908d-b495-4413-b047-87236d2573e3?locale=en). There are different models one could use for how these collections could be created: - only within an org - for any dataset/model - the owner or a dataset/model has to agree to be added to a collection - a collection owner can have people suggest additions to their collection - other models.... These collections could be thematic, related to particular training approaches, curate models with particular inference properties etc. Whilst some of these features may duplicate current/or future tag filters on the hub, they offer the advantage of being flexible and not having to predict what users will want to do upfront. There is also potential for automating the creation of these collections based on existing metadata. For example, one could collect models trained on a collection of datasets so for example, if we had a collection of 'historic newspapers suitable for training language models' that contained 30 datasets, we could create another collection 'historic newspaper language models' that takes any model on the hub whose metadata says it used one or more of those 30 datasets. There is also the option of exploring ML approaches to suggest models/datasets may be relevant to a particular collection. This approach is likely to be quite difficult to implement well and would require significant thought. There is also likely to be a benefit in doing quite a bit of upfront work in curating useful collections to demonstrate the benefits of collections. **Describe alternatives you've considered** A clear and concise description of any alternative solutions or features you've considered. It is possible to collate this information externally, i.e. one could link back to the relevant models/datasets from an external platform. **Additional context** Add any other context about the feature request here. I'm cc'ing others involved in the BigLAM hackathon who may also have thoughts @cakiki @clancyoftheoverflow @albertvillanova
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7,041
`sort` after `filter` unreasonably slow
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[ "`filter` add an indices mapping on top of the dataset, so `sort` has to gather all the rows that are kept to form a new Arrow table and sort the table. Gathering all the rows can take some time, but is a necessary step. You can try calling `ds = ds.flatten_indices()` before sorting to remove the indices mapping.",...
2024-07-12T03:29:27Z
2025-04-03T07:58:55Z
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### Describe the bug as the tittle says ... ### Steps to reproduce the bug `sort` seems to be normal. ```python from datasets import Dataset import random nums = [{"k":random.choice(range(0,1000))} for _ in range(100000)] ds = Dataset.from_list(nums) print("start sort") ds = ds.sort("k") print("finish sort") ``` but `sort` after `filter` is extremely slow. ```python from datasets import Dataset import random nums = [{"k":random.choice(range(0,1000))} for _ in range(100000)] ds = Dataset.from_list(nums) ds = ds.filter(lambda x:x > 100, input_columns="k") print("start sort") ds = ds.sort("k") print("finish sort") ``` ### Expected behavior Is this a bug, or is it a misuse of the `sort` function? ### Environment info - `datasets` version: 2.20.0 - Platform: Linux-3.10.0-1127.19.1.el7.x86_64-x86_64-with-glibc2.17 - Python version: 3.10.13 - `huggingface_hub` version: 0.23.4 - PyArrow version: 16.1.0 - Pandas version: 2.2.2 - `fsspec` version: 2023.10.0
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Get an IterableDataset from a map-style Dataset
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[ "I think `stream` could be misleading since the data is not being streamed from remote endpoints (one could think that's the case when they see `load_dataset` followed by `stream`). Hence, I prefer the second option.\r\n\r\nPS: When we resolve https://github.com/huggingface/datasets/issues/4542, we could add `as_tf...
2022-11-18T14:54:40Z
2023-02-01T16:36:03Z
2023-02-01T16:36:03Z
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This is useful to leverage iterable datasets specific features like: - fast approximate shuffling - lazy map, filter etc. Iterating over the resulting iterable dataset should be at least as fast at iterating over the map-style dataset. Here are some ideas regarding the API: ```python # 1. # - consistency with load_dataset(..., streaming=True) # - gives intuition that map/filter/etc. are done on-the-fly ids = ds.stream() # 2. # - more explicit on the output type # - but maybe sounds like a conversion tool rather than a step in a processing pipeline ids = ds.as_iterable_dataset() ```
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Fix style
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[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
2023-04-20T13:21:32Z
2023-04-20T13:34:26Z
2023-04-20T13:24:28Z
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Fix C419 issues
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Try to fix the Windows CI after TF update 2.10
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4947). All of your documentation changes will be reflected on that endpoint." ]
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https://api.github.com/repos/huggingface/datasets/issues/6034
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1,804,501,361
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6,034
load_dataset hangs on WSL
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[ "Even if a dataset is cached, we still make requests to check whether the cache is up-to-date. [This](https://huggingface.co/docs/datasets/v2.13.1/en/loading#offline) section in the docs explains how to avoid them and directly load the cached version.", "Thanks - that works! However it doesn't resolve the origina...
2023-07-14T09:03:10Z
2023-07-14T14:48:29Z
2023-07-14T14:48:29Z
NONE
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### Describe the bug load_dataset simply hangs. It happens once every ~5 times, and interestingly hangs for a multiple of 5 minutes (hangs for 5/10/15 minutes). Using the profiler in PyCharm shows that it spends the time at <method 'connect' of '_socket.socket' objects>. However, a local cache is available so I am not sure why socket is needed. ([profiler result](https://ibb.co/0Btbbp8)) It only happens on WSL for me. It works for native Windows and my MacBook. (cache quickly recognized and loaded within a second). ### Steps to reproduce the bug I am using Ubuntu 22.04.2 LTS (GNU/Linux 5.15.90.1-microsoft-standard-WSL2 x86_64) Python 3.10.10 (main, Mar 21 2023, 18:45:11) [GCC 11.2.0] on linux >>> import datasets >>> datasets.load_dataset('ai2_arc', 'ARC-Challenge') # hangs for 5/10/15 minutes ### Expected behavior cache quickly recognized and loaded within a second ### Environment info Please let me know if I should provide more environment information.
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https://api.github.com/repos/huggingface/datasets/issues/5063
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1,395,895,463
PR_kwDODunzps5AHasG
5,063
Align signature of list_repo_files with latest hfh
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
2022-10-04T08:51:46Z
2022-10-07T16:42:57Z
2022-10-07T16:40:16Z
MEMBER
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This PR aligns the signature of `list_repo_files` with the current one in `hfh`, by renaming deprecated `token` to `use_auth_token`. This is already the case for `dataset_info`. CC: @lhoestq
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https://api.github.com/repos/huggingface/datasets/issues/6235
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1,893,337,083
I_kwDODunzps5w2gf7
6,235
Support multiprocessing for download/extract nestedly
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2023-09-12T21:51:08Z
2023-09-12T21:51:08Z
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### Feature request Current multiprocessing for download/extract is not done nestedly. For example, when processing SlimPajama, there is only 3 processes (for train/test/val), while there are many files inside these 3 folders ``` Downloading data files #0: 0%| | 0/1 [00:00<?, ?obj/s] Downloading data files #1: 0%| | 0/1 [00:00<?, ?obj/s] Downloading data files #2: 0%| | 0/1 [00:00<?, ?obj/s] Extracting data files #0: 0%| | 0/1 [00:00<?, ?obj/s] Extracting data files #1: 0%| | 0/1 [00:00<?, ?obj/s] Extracting data files #2: 0%| | 0/1 [00:00<?, ?obj/s] ``` ### Motivation speedup dataset loading ### Your contribution I can help test the feature
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