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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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[ "Duplicated issue." ]
2023-02-24T12:57:49
2023-02-24T12:58:31
2023-02-24T12:58:18
NONE
null
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 aro...
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5,574
c4 dataset streaming fails with `FileNotFoundError`
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[ "Also encountering this issue for every dataset I try to stream! Installed datasets from main:\r\n```\r\n- `datasets` version: 2.10.1.dev0\r\n- Platform: macOS-13.1-arm64-arm-64bit\r\n- Python version: 3.9.13\r\n- PyArrow version: 10.0.1\r\n- Pandas version: 1.5.2\r\n```\r\n\r\nRepro:\r\n```python\r\nfrom datasets ...
2023-02-24T07:57:32
2023-03-06T13:14:11
2023-02-27T04:03:38
NONE
null
### Describe the bug Loading the `c4` dataset in streaming mode with `load_dataset("c4", "en", split="validation", streaming=True)` and then using it fails with a `FileNotFoundException`. ### Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset("c4", "en", split="train", ...
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PR_kwDODunzps5Kop7n
5,573
Use soundfile for mp3 decoding instead of torchaudio
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2023-02-23T19:19:44
2023-02-28T20:25:14
2023-02-28T20:16:02
CONTRIBUTOR
null
I've removed `torchaudio` completely and switched to use `soundfile` for everything. With the new version of `soundfile` package this should work smoothly because the `libsndfile` C library is bundled, in Linux wheels too. Let me know if you think it's too harsh and we should continue to support `torchaudio` decodi...
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I_kwDODunzps5fNDeY
5,572
Datasets 2.10.0 does not reuse the dataset cache
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2023-02-23T17:28:11
2023-02-23T18:03:55
2023-02-23T18:03:55
NONE
null
### Describe the bug download_mode="reuse_dataset_if_exists" will always consider that a dataset doesn't exist. Specifically, upon losing an internet connection trying to load a dataset for a second time in ten seconds, a connection error results, showing a breakpoint of: ``` File ~/jupyterlab/.direnv/python-...
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5,571
load_dataset fails for JSON in windows
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[ "Hi! \r\n\r\nYou need to pass an input json file explicitly as `data_files` to `load_dataset` to avoid this error:\r\n```python\r\n ds = load_dataset(\"json\", data_files=args.input_json)\r\n```\r\n\r\n", "Thanks it worked!" ]
2023-02-23T16:50:11
2023-02-24T13:21:47
2023-02-24T13:21:47
NONE
null
### Describe the bug Steps: 1. Created a dataset in a Linux VM and created a small sample using dataset.to_json() method. 2. Downloaded the JSON file to my local Windows machine for working and saved in say - r"C:\Users\name\file.json" 3. I am reading the file in my local PyCharm - the location of python file is di...
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5,569
pass the dataset features to the IterableDataset.from_generator function
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2023-02-23T16:06:04
2023-02-24T14:06:37
2023-02-23T18:15:16
CONTRIBUTOR
null
[5558](https://github.com/huggingface/datasets/issues/5568)
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5,568
dataset.to_iterable_dataset() loses useful info like dataset features
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[ "Hi ! Oh good catch. I think the features should be passed to `IterableDataset.from_generator()` in `to_iterable_dataset()` indeed.\r\n\r\nSetting this as a good first issue if someone would like to contribute, otherwise we can take care of it :)", "#self-assign", "seems like the feature parameter is missing fr...
2023-02-23T13:45:33
2023-02-24T13:22:36
2023-02-24T13:22:36
CONTRIBUTOR
null
### Describe the bug Hello, I like the new `to_iterable_dataset` feature but I noticed something that seems to be missing. When using `to_iterable_dataset` to transform your map style dataset into iterable dataset, you lose valuable metadata like the features. These metadata are useful if you want to interleav...
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5,565
Add writer_batch_size for ArrowBasedBuilder
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2023-02-22T15:09:30
2023-03-10T13:53:03
2023-03-10T13:45:43
MEMBER
null
This way we can control the size of the record_batches/row_groups of arrow/parquet files. This can be useful for `datasets-server` to keep control of the row groups size which can affect random access performance for audio/image/video datasets Right now having 1,000 examples per row group cause some image dataset...
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Set dev version
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2023-02-22T13:00:09
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Release: 2.10.0
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Update csv.py
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2023-02-22T07:56:10
2023-02-23T11:07:49
2023-02-23T11:00:58
CONTRIBUTOR
null
Removed mangle_dup_cols=True from BuilderConfig. It triggered following deprecation warning: /usr/local/lib/python3.8/dist-packages/datasets/download/streaming_download_manager.py:776: FutureWarning: the 'mangle_dupe_cols' keyword is deprecated and will be removed in a future version. Please take steps to stop the ...
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Add pre-commit config yaml file to enable automatic code formatting
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2023-02-21T17:35:07
2023-02-28T15:37:22
2023-02-23T18:23:29
CONTRIBUTOR
null
@huggingface/datasets do you think it would be useful? Motivation - sometimes PRs are like 30% "fix: style" commits :) If so - I need to double check the config but for me locally it works as expected.
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5,560
Ensure last tqdm update in `map`
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2023-02-21T16:56:17
2023-02-21T18:26:23
2023-02-21T18:19:09
CONTRIBUTOR
null
This PR modifies `map` to: * ensure the TQDM bar gets the last progress update * when a map function fails, avoid throwing a chained exception in the single-proc mode
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Fix map suffix_template
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2023-02-21T15:26:26
2023-02-21T17:21:37
2023-02-21T17:14:29
MEMBER
null
#5455 introduced a small bug that lead `map` to ignore the `suffix_template` argument and not put suffixes to cached files in multiprocessing. I fixed this and also improved a few things: - regarding logging: "Loading cached processed dataset" is now logged only once even in multiprocessing (it used to be logged ...
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5,558
Remove instructions for `ffmpeg` system package installation on Colab
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2023-02-21T15:13:36
2023-03-01T13:46:04
2023-02-23T13:50:27
CONTRIBUTOR
null
Colab now has Ubuntu 20.04 which already has `ffmpeg` of required (>4) version.
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5,557
Add filter desc
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2023-02-21T14:04:42
2023-02-21T14:19:54
2023-02-21T14:12:39
MEMBER
null
Otherwise it would show a `Map` progress bar, since it uses `map` under the hood
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5,556
Use default audio resampling type
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2023-02-21T10:45:50
2023-02-21T12:49:50
2023-02-21T12:42:52
MEMBER
null
...instead of relying on the optional librosa dependency `resampy`. It was only used for `_decode_non_mp3_file_like` anyway and not for the other ones - removing it fixes consistency between decoding methods (except torchaudio decoding) Therefore I think it is a better solution than adding `resampy` as a dependen...
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Add resampy dep
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2023-02-20T18:15:43
2023-02-21T12:46:10
2023-02-21T12:43:38
MEMBER
null
In librosa 0.10 they removed the `resmpy` dependency and set it to optional. However it is necessary for resampling. I added it to the "audio" extra dependencies.
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5,553
improved message error row formatting
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2023-02-20T17:29:14
2023-02-21T13:08:25
2023-02-21T12:58:12
CONTRIBUTOR
null
Solves #5539
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5,552
Make tiktoken tokenizers hashable
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2023-02-20T16:50:09
2023-02-21T13:20:42
2023-02-21T13:13:05
CONTRIBUTOR
null
Fix for https://discord.com/channels/879548962464493619/1075729627546406912/1075729627546406912
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5,551
Suggest scikit-learn instead of sklearn
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2023-02-20T16:16:57
2023-02-21T13:27:57
2023-02-21T13:21:07
CONTRIBUTOR
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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5,550
Resolve four broken refs in the docs
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2023-02-20T08:52:11
2023-02-20T15:16:13
2023-02-20T15:09:13
CONTRIBUTOR
null
Hello! ## Pull Request overview * Resolve 4 broken references in the docs ## The problems Two broken references [here](https://huggingface.co/docs/datasets/package_reference/main_classes#datasets.Dataset.class_encode_column): ![image](https://user-images.githubusercontent.com/37621491/220056232-366b64dc-33c9-...
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5,549
Apply ruff flake8-comprehension checks
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2023-02-19T20:09:28
2023-02-23T14:06:39
2023-02-23T13:59:39
CONTRIBUTOR
null
Fix #5548 Apply ruff's flake8-comprehension checks for better performance, and more readable code.
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I_kwDODunzps5e0jkX
5,548
Apply flake8-comprehensions to codebase
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2023-02-19T20:05:38
2023-02-23T13:59:41
2023-02-23T13:59:41
CONTRIBUTOR
null
### 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 alread...
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PR_kwDODunzps5KRmcf
5,547
Add JAX device selection when formatting
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2023-02-18T20:57:40
2023-02-21T16:10:55
2023-02-21T16:04:03
CONTRIBUTOR
null
## What's in this PR? After exploring for a while the JAX integration in 🤗`datasets`, I found out that, even though JAX prioritizes the TPU and GPU as the default device when available, the `JaxFormatter` doesn't let you specify the device where you want to place the `jax.Array`s in case you don't want to rely on J...
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1,588,951,379
I_kwDODunzps5etXlT
5,543
the pile datasets url seems to change back
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[ "Thanks for reporting, @wjfwzzc.\r\n\r\nI am transferring this issue to the corresponding dataset on the Hub: https://huggingface.co/datasets/bookcorpusopen/discussions/1", "Thank you. All fixes are done:\r\n- [x] https://huggingface.co/datasets/bookcorpusopen/discussions/2\r\n- [x] https://huggingface.co/dataset...
2023-02-17T08:40:11
2023-02-21T06:37:00
2023-02-20T08:41:33
NONE
null
### Describe the bug in #3627, the host url of the pile dataset became `https://mystic.the-eye.eu`. Now the new url is broken, but `https://the-eye.eu` seems to work again. ### Steps to reproduce the bug ```python3 from datasets import load_dataset dataset = load_dataset("bookcorpusopen") ``` shows ```python3 ...
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1,588,633,724
PR_kwDODunzps5KLjMl
5,542
Avoid saving sparse ChunkedArrays in pyarrow tables
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2023-02-17T01:52:38
2023-02-17T19:20:49
2023-02-17T11:12:32
CONTRIBUTOR
null
Fixes https://github.com/huggingface/datasets/issues/5541
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Flattening indices in selected datasets is extremely inefficient
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[ "Running the script above on the branch https://github.com/huggingface/datasets/pull/5542 results in the expected behaviour:\r\n```\r\nNum chunks for original ds: 1\r\nOriginal ds save/load\r\nsave_to_disk -- RAM memory used: 0.671875 MB -- Total time: 0.255265 s\r\nload_from_disk -- RAM memory used: 42.796875 MB -...
2023-02-17T01:52:24
2023-02-22T13:15:20
2023-02-17T11:12:33
CONTRIBUTOR
null
### Describe the bug If we perform a `select` (or `shuffle`, `train_test_split`, etc.) operation on a dataset , we end up with a dataset with an `indices_table`. Currently, flattening such dataset consumes a lot of memory and the resulting flat dataset contains ChunkedArrays with as many chunks as there are rows. Thi...
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5,540
Tutorial for creating a dataset
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2023-02-16T22:09:35
2023-02-17T18:50:46
2023-02-17T18:41:28
MEMBER
null
A tutorial for creating datasets based on the folder-based builders and `from_dict` and `from_generator` methods. I've also mentioned loading scripts as a next step, but I think we should keep the tutorial focused on the low-code methods. Let me know what you think! 🙂
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5,539
IndexError: invalid index of a 0-dim tensor. Use `tensor.item()` in Python or `tensor.item<T>()` in C++ to convert a 0-dim tensor to a number
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[ "Hi! The `set_transform` does not apply a custom formatting transform on a single example but the entire batch, so the fixed version of your transform would look as follows:\r\n```python\r\nfrom datasets import load_dataset\r\nimport torch\r\n\r\ndataset = load_dataset(\"lambdalabs/pokemon-blip-captions\", split='t...
2023-02-16T16:08:51
2023-02-22T10:30:30
2023-02-21T13:03:57
NONE
null
### Describe the bug When dataset contains a 0-dim tensor, formatting.py raises a following error and fails. ```bash Traceback (most recent call last): File "<path>/lib/python3.8/site-packages/datasets/formatting/formatting.py", line 501, in format_row return _unnest(formatted_batch) File "<path>/lib/py...
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load_dataset in seaborn is not working for me. getting this error.
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[ "Hi! `seaborn`'s `load_dataset` pulls datasets from [here](https://github.com/mwaskom/seaborn-data) and not from our Hub, so this issue is not related to our library in any way and should be reported in their repo instead." ]
2023-02-16T14:01:58
2023-02-16T14:44:36
2023-02-16T14:44:36
NONE
null
TimeoutError Traceback (most recent call last) ~\anaconda3\lib\urllib\request.py in do_open(self, http_class, req, **http_conn_args) 1345 try: -> 1346 h.request(req.get_method(), req.selector, req.data, headers, 1347 encode_chu...
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Failure to hash function when using .map()
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[ "Hi ! `enc` is not hashable:\r\n```python\r\nimport tiktoken\r\nfrom datasets.fingerprint import Hasher\r\n\r\nenc = tiktoken.get_encoding(\"gpt2\")\r\nHasher.hash(enc)\r\n# raises TypeError: cannot pickle 'builtins.CoreBPE' object\r\n```\r\nIt happens because it's not picklable, and because of that it's not possib...
2023-02-16T03:12:07
2023-02-28T10:21:28
2023-02-16T14:56:41
NONE
null
### Describe the bug _Parameter 'function'=<function process at 0x7f1ec4388af0> of the transform datasets.arrow_dataset.Dataset.\_map_single couldn't be hashed properly, a random hash was used instead. Make sure your transforms and parameters are serializable with pickle or dill for the dataset fingerprinting and ca...
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Add JAX-formatting documentation
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2023-02-15T20:35:11
2023-02-20T10:39:42
2023-02-20T10:32:39
CONTRIBUTOR
null
## What's in this PR? As a follow-up of #5522, I've created this entry in the documentation to explain how to use `.with_format("jax")` and why is it useful. @lhoestq Feel free to drop any feedback and/or suggestion, as probably more useful features can be included there!
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Add reduce function
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2023-02-15T13:44:01
2023-02-28T14:46:13
2023-02-28T14:46:12
NONE
null
This PR closes #5496 . I tried to imitate the `reduce`-method from `functools`, i.e. the function input must be a binary operation. I assume that the input type has an empty element, i.e. `input_type()` is defined, as the acumulant is instantiated as this object - im not sure that is this a reasonable assumption? ...
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1,584,505,128
I_kwDODunzps5ecaEo
5,532
train_test_split in arrow_dataset does not ensure to keep single classes in test set
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[ "Hi! You can get this behavior by specifying `stratify_by_column=\"label\"` in `train_test_split`.\r\n\r\nThis is the full example:\r\n```python\r\nimport numpy as np\r\nfrom datasets import Dataset, ClassLabel\r\n\r\ndata = [\r\n {'label': 0, 'text': \"example1\"},\r\n {'label': 1, 'text': \"example2\"},\r\n...
2023-02-14T16:52:29
2023-02-15T16:09:19
2023-02-15T16:09:19
NONE
null
### Describe the bug When I have a dataset with very few (e.g. 1) examples per class and I call the train_test_split function on it, sometimes the single class will be in the test set. thus will never be considered for training. ### Steps to reproduce the bug ``` import numpy as np from datasets import Dataset ...
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1,582,938,241
PR_kwDODunzps5J4W_4
5,530
Add missing license in `NumpyFormatter`
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2023-02-13T19:33:23
2023-02-14T14:40:41
2023-02-14T12:23:58
CONTRIBUTOR
null
## What's in this PR? As discussed with @lhoestq in https://github.com/huggingface/datasets/pull/5522, the license for `NumpyFormatter` at `datasets/formatting/np_formatter.py` was missing, but present on the rest of the `formatting/*.py` files. So this PR is basically to include it there.
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1,582,501,233
PR_kwDODunzps5J26Fq
5,529
Fix `datasets.load_from_disk`, `DatasetDict.load_from_disk` and `Dataset.load_from_disk`
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2023-02-13T14:54:55
2023-02-23T18:14:32
2023-02-23T18:05:26
CONTRIBUTOR
null
## What's in this PR? After playing around a little bit with 🤗`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 ...
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1,581,228,531
PR_kwDODunzps5JysSM
5,527
Fix benchmarks CI - pin protobuf
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2023-02-12T11:51:25
2023-02-13T10:29:03
2023-02-13T09:24:16
MEMBER
null
fix https://github.com/huggingface/datasets/actions/runs/4156059127/jobs/7189576331
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1,580,342,729
I_kwDODunzps5eMh3J
5,525
TypeError: Couldn't cast array of type string to null
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[ "Thanks for reporting, @TJ-Solergibert.\r\n\r\nWe cannot access your Colab notebook: `There was an error loading this notebook. Ensure that the file is accessible and try again.`\r\nCould you please make it publicly accessible?\r\n", "I swear it's public, I've checked the settings and I've been able to open it in...
2023-02-10T21:12:36
2023-02-14T17:41:08
2023-02-14T09:35:49
NONE
null
### Describe the bug Processing a dataset I alredy uploaded to the Hub (https://huggingface.co/datasets/tj-solergibert/Europarl-ST) I found that for some splits and some languages (test split, source_lang = "nl") after applying a map function I get the mentioned error. I alredy tried reseting the shorter strings...
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[INVALID PR]
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2023-02-10T19:35:50
2023-02-10T19:51:45
2023-02-10T19:49:12
CONTRIBUTOR
null
Hi to whoever is reading this! 🤗 ## What's in this PR? ~~Basically, I've removed the 🤗`datasets` installation as `python -m pip install ".[quality]" in the `check_code_quality` job in `.github/workflows/ci.yaml`, as we don't need to install the whole package to run the CI, unless that's done on purpose e.g. to ...
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5,522
Minor changes in JAX-formatting docstrings & type-hints
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2023-02-10T19:05:00
2023-02-15T14:48:27
2023-02-15T13:19:06
CONTRIBUTOR
null
Hi to whoever is reading this! 🤗 ## What's in this PR? I was exploring the code regarding the `JaxFormatter` implemented in 🤗`datasets`, and found some things that IMO could be changed. Those are mainly regarding the docstrings and the type-hints based on `jax`'s 0.4.1 release where `jax.Array` was introduced a...
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Fix bug when casting empty array to class labels
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2023-02-09T18:47:59
2023-02-13T20:40:48
2023-02-12T11:17:17
CONTRIBUTOR
null
Fix https://github.com/huggingface/datasets/issues/5520.
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I_kwDODunzps5eFLuy
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ClassLabel.cast_storage raises TypeError when called on an empty IntegerArray
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2023-02-09T18:46:52
2023-02-12T11:17:18
2023-02-12T11:17:18
CONTRIBUTOR
null
### Describe the bug `ClassLabel.cast_storage` raises `TypeError` when called on an empty `IntegerArray`. ### Steps to reproduce the bug Minimal steps: ```python import pyarrow as pa from datasets import ClassLabel ClassLabel(names=['foo', 'bar']).cast_storage(pa.array([], pa.int64())) ``` In practice, thi...
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Format code with `ruff`
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2023-02-09T17:50:21
2023-02-14T16:28:27
2023-02-14T16:18:38
CONTRIBUTOR
null
Use `ruff` for formatting instead of `isort` and `black` to be consistent with [`transformers`](https://github.com/huggingface/transformers/pull/21480) and [`hfh`](https://github.com/huggingface/huggingface_hub/pull/1323). TODO: - [x] ~Merge the community contributors' PR to avoid having to run `make style` on thei...
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Remove py.typed
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2023-02-09T16:22:29
2023-02-13T13:55:49
2023-02-13T13:48:40
CONTRIBUTOR
null
Fix https://github.com/huggingface/datasets/issues/3841
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PR_kwDODunzps5JmzPQ
5,516
Reload features from Parquet metadata
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2023-02-09T10:52:15
2023-02-12T16:00:00
2023-02-12T15:57:01
CONTRIBUTOR
null
Resolves #5482. Attaches feature metadata to parquet files serialised using `Dataset.to_parquet`. This allows retrieving data with "rich" feature types (e.g., `datasets.features.image.Image` or `datasets.features.audio.Audio`) from parquet files without cumbersome casting (for an example, see #5482). @lhoest...
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1,577,590,611
PR_kwDODunzps5Jmj5X
5,515
Unify `load_from_cache_file` type and logic
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2023-02-09T10:04:46
2023-02-14T15:38:13
2023-02-14T14:26:42
CONTRIBUTOR
null
* Updating type annotations for #`load_from_cache_file` * Added logic for cache checking if needed * Updated documentation following the wording of `Dataset.map`
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1,576,453,837
I_kwDODunzps5d9sbN
5,514
Improve inconsistency of `Dataset.map` interface for `load_from_cache_file`
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[ "Hi, thanks for noticing this! We can't just remove the cache control as this allows us to control where the arrow files generated by the ops are written (cached on disk if enabled or a temporary directory if disabled). The right way to address this inconsistency would be by having `load_from_cache_file=None` by de...
2023-02-08T16:40:44
2023-02-14T14:26:44
2023-02-14T14:26:44
CONTRIBUTOR
null
### Feature request 1. Replace the `load_from_cache_file` default value to `True`. 2. Remove or alter checks from `is_caching_enabled` logic. ### Motivation I stumbled over an inconsistency in the `Dataset.map` interface. The documentation (and source) states for the parameter `load_from_cache_file`: ``` load_...
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1,576,142,432
PR_kwDODunzps5JhtQy
5,512
Speed up batched PyTorch DataLoader
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2023-02-08T13:38:59
2023-02-19T18:35:09
2023-02-19T18:27:29
MEMBER
null
I implemented `__getitems__` to speed up batched data loading in PyTorch close https://github.com/huggingface/datasets/issues/5505
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1,575,851,768
I_kwDODunzps5d7Zb4
5,511
Creating a dummy dataset from a bigger one
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[ "Update `datasets` or downgrade `huggingface-hub` ;)\r\n\r\nThe `huggingface-hub` lib did a breaking change a few months ago, and you're using an old version of `datasets` that does't support it", "Awesome thanks a lot! Everything works just fine with `datasets==2.9.0` :-) " ]
2023-02-08T10:18:41
2023-02-08T10:35:48
2023-02-08T10:35:48
MEMBER
null
### Describe the bug I often want to create a dummy dataset from a bigger dataset for fast iteration when training. However, I'm having a hard time doing this especially when trying to upload the dataset to the Hub. ### Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset...
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1,573,290,359
I_kwDODunzps5dxoF3
5,508
Saving a dataset after setting format to torch doesn't work, but only if filtering
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[ "Hey, I'm a research engineer working on language modelling wanting to contribute to open source. I was wondering if I could give it a shot?", "Hi! This issue was fixed in https://github.com/huggingface/datasets/pull/4972, so please install `datasets>=2.5.0` to avoid it." ]
2023-02-06T21:08:58
2023-02-09T14:55:26
2023-02-09T14:55:26
NONE
null
### Describe the bug Saving a dataset after setting format to torch doesn't work, but only if filtering ### Steps to reproduce the bug ``` a = Dataset.from_dict({"b": [1, 2]}) a.set_format('torch') a.save_to_disk("test_save") # saves successfully a.filter(None).save_to_disk("test_save_filter") # does not >> [.....
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I_kwDODunzps5dsFqx
5,506
IterableDataset and Dataset return different batch sizes when using Trainer with multiple GPUs
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[ "Hi ! `datasets` doesn't do batching - the PyTorch DataLoader does and is created by the `Trainer`. Do you pass other arguments to training_args with respect to data loading ?\r\n\r\nAlso we recently released `.to_iterable_dataset` that does pretty much what you implemented, but using contiguous shards to get a bet...
2023-02-06T03:26:03
2023-02-08T18:30:08
2023-02-08T18:30:07
NONE
null
### Describe the bug I am training a Roberta model using 2 GPUs and the `Trainer` API with a batch size of 256. Initially I used a standard `Dataset`, but had issues with slow data loading. After reading [this issue](https://github.com/huggingface/datasets/issues/2252), I swapped to loading my dataset as contiguous...
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1,571,720,814
I_kwDODunzps5dro5u
5,505
PyTorch BatchSampler still loads from Dataset one-by-one
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[ "This change seems to come from a few months ago in the PyTorch side. That's good news and it means we may not need to pass a batch_sampler as soon as we add `Dataset.__getitems__` to get the optimal speed :)\r\n\r\nThanks for reporting ! Would you like to open a PR to add `__getitems__` and remove this outdated do...
2023-02-06T01:14:55
2023-02-19T18:27:30
2023-02-19T18:27:30
NONE
null
### Describe the bug In [the docs here](https://huggingface.co/docs/datasets/use_with_pytorch#use-a-batchsampler), it mentions the issue of the Dataset being read one-by-one, then states that using a BatchSampler resolves the issue. I'm not sure if this is a mistake in the docs or the code, but it seems that the on...
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5,504
don't zero copy timestamps
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2023-02-03T23:39:04
2023-02-08T17:28:50
2023-02-08T14:33:17
CONTRIBUTOR
null
Fixes https://github.com/huggingface/datasets/issues/5495 I'm not sure whether we prefer a test here or if timestamps are known to be unsupported (like booleans). The current test at least covers the bug
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5,502
Added functionality: sort datasets by multiple keys
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2023-02-03T16:17:00
2023-02-21T14:46:49
2023-02-21T14:39:23
CONTRIBUTOR
null
Added functionality implementation: sort datasets by multiple keys/columns as discussed in https://github.com/huggingface/datasets/issues/5425.
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5,500
WMT19 custom download checksum error
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[ "I update the `datatsets` version and it works." ]
2023-02-03T05:45:37
2023-02-03T05:52:56
2023-02-03T05:52:56
NONE
null
### Describe the bug I use the following scripts to download data from WMT19: ```python import datasets from datasets import inspect_dataset, load_dataset_builder from wmt19.wmt_utils import _TRAIN_SUBSETS,_DEV_SUBSETS ## this is a must due to: https://discuss.huggingface.co/t/load-dataset-hangs-with-local-fi...
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5,498
TypeError: 'bool' object is not iterable when filtering a datasets.arrow_dataset.Dataset
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[ "Hi! Instead of a single boolean, your filter function should return an iterable (of booleans) in the batched mode like so:\r\n```python\r\ntrain_dataset = train_dataset.filter(\r\n function=lambda batch: [image is not None for image in batch[\"image\"]], \r\n batched=True,\r\n batc...
2023-02-02T14:46:49
2023-02-04T17:19:37
2023-02-04T17:19:36
NONE
null
### Describe the bug Hi, Thanks for the amazing work on the library! **Describe the bug** I think I might have noticed a small bug in the filter method. Having loaded a dataset using `load_dataset`, when I try to filter out empty entries with `batched=True`, I get a TypeError. ### Steps to reproduce the ...
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PR_kwDODunzps5JFhvc
5,497
Improved error message for gated/private repos
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2023-02-02T08:56:15
2023-02-02T11:26:08
2023-02-02T11:17:15
MEMBER
null
Using `use_auth_token=True` is not needed anymore. If a user logged in, the token will be automatically retrieved. Also include a mention for gated repos See https://github.com/huggingface/huggingface_hub/pull/1064
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1,566,803,452
I_kwDODunzps5dY4X8
5,495
to_tf_dataset fails with datetime UTC columns even if not included in columns argument
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[ "Hi! This is indeed a bug in our zero-copy logic.\r\n\r\nTo fix it, instead of the line:\r\nhttps://github.com/huggingface/datasets/blob/7cfac43b980ab9e4a69c2328f085770996323005/src/datasets/features/features.py#L702\r\n\r\nwe should have:\r\n```python\r\nreturn pa.types.is_primitive(pa_type) and not (pa.types.is_b...
2023-02-01T20:47:33
2023-02-08T14:33:19
2023-02-08T14:33:19
CONTRIBUTOR
null
### Describe the bug There appears to be some eager behavior in `to_tf_dataset` that runs against every column in a dataset even if they aren't included in the columns argument. This is problematic with datetime UTC columns due to them not working with zero copy. If I don't have UTC information in my datetime column...
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1,566,655,348
I_kwDODunzps5dYUN0
5,494
Update audio installation doc page
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[ "Totally agree, the docs should be in sync with our code.\r\n\r\nIndeed to avoid confusing users, I think we should have updated the docs at the same time as this PR:\r\n- #5167", "@albertvillanova yeah sure I should have, but I forgot back then, sorry for that 😶", "No, @polinaeterna, nothing to be sorry about...
2023-02-01T19:07:50
2023-03-02T16:08:17
2023-03-02T16:08:17
CONTRIBUTOR
null
Our [installation documentation page](https://huggingface.co/docs/datasets/installation#audio) says that one can use Datasets for mp3 only with `torchaudio<0.12`. `torchaudio>0.12` is actually supported too but requires a specific version of ffmpeg which is not easily installed on all linux versions but there is a cust...
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PR_kwDODunzps5JCSAZ
5,493
Remove unused `load_from_cache_file` arg from `Dataset.shard()` docstring
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2023-02-01T18:57:48
2023-02-08T15:10:46
2023-02-08T15:03:50
CONTRIBUTOR
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null
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[MINOR] Typo
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2023-02-01T14:39:39
2023-02-02T07:42:28
2023-02-02T07:35:14
CONTRIBUTOR
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5,490
Do not add index column by default when exporting to CSV
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2023-02-01T10:20:55
2023-02-09T09:29:08
2023-02-09T09:22:23
MEMBER
null
As pointed out by @merveenoyan, default behavior of `Dataset.to_csv` adds the index as an additional column without name. This PR changes the default behavior, so that now the index column is not written. To add the index column, now you need to pass `index=True` and also `index_label=<name of the index colum>` t...
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Pin dill lower version
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2023-02-01T09:33:42
2023-02-02T07:48:09
2023-02-02T07:40:43
MEMBER
null
Pin `dill` lower version compatible with `datasets`. Related to: - #5487 - #288 Note that the required `dill._dill` module was introduced in dill-2.8.0, however we have heuristically tested that datasets can only be installed with dill>=3.0.0 (otherwise pip hangs indefinitely while preparing metadata for multip...
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5,488
Error loading MP3 files from CommonVoice
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[ "Hi @kradonneoh, thanks for reporting.\r\n\r\nPlease note that to work with audio datasets (and specifically with MP3 files) we have detailed installation instructions in our docs: https://huggingface.co/docs/datasets/installation#audio\r\n- one of the requirements is torchaudio<0.12.0\r\n\r\nLet us know if the pro...
2023-01-31T21:25:33
2023-03-02T16:25:14
2023-03-02T16:25:13
NONE
null
### Describe the bug When loading a CommonVoice dataset with `datasets==2.9.0` and `torchaudio>=0.12.0`, I get an error reading the audio arrays: ```python --------------------------------------------------------------------------- LibsndfileError Traceback (most recent call last) ~/.l...
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5,487
Incorrect filepath for dill module
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[ "Hi! The correct path is still `dill._dill.XXXX` in the latest release. What do you get when you run `python -c \"import dill; print(dill.__version__)\"` in your environment?", "`0.3.6` I feel like that's bad news, because it's probably not the issue.\r\n\r\nMy mistake, about the wrong path guess. I think I did...
2023-01-31T15:01:08
2023-02-24T16:18:36
2023-02-24T16:18:36
NONE
null
### Describe the bug I installed the `datasets` package and when I try to `import` it, I get the following error: ``` Traceback (most recent call last): File "/var/folders/jt/zw5g74ln6tqfdzsl8tx378j00000gn/T/ipykernel_3805/3458380017.py", line 1, in <module> import datasets File "/Users/avivbrokman/...
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5,485
Add section in tutorial for IterableDataset
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2023-01-30T18:43:04
2023-02-01T18:15:38
2023-02-01T18:08:46
MEMBER
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Introduces an `IterableDataset` and how to access it in the tutorial section. It also adds a brief next step section at the end to provide a path for users who want more explanation and a path for users who want something more practical and learn how to preprocess these dataset types. It'll complement the awesome new d...
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5,484
Update docs for `nyu_depth_v2` dataset
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2023-01-30T17:37:08
2023-02-05T14:22:10
2023-02-05T14:15:04
CONTRIBUTOR
null
This PR will fix the issue mentioned in #5461. cc: @sayakpaul @lhoestq
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Unable to upload dataset
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[ "Seems to work now, perhaps it was something internal with our university's network." ]
2023-01-28T15:18:26
2023-01-29T08:09:49
2023-01-29T08:09:49
NONE
null
### Describe the bug Uploading a simple dataset ends with an exception ### Steps to reproduce the bug I created a new conda env with python 3.10, pip installed datasets and: ```python >>> from datasets import load_dataset, load_from_disk, Dataset >>> d = Dataset.from_dict({"text": ["hello"] * 2}) >>> d.pus...
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I_kwDODunzps5dCLqR
5,482
Reload features from Parquet metadata
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[ "I'd be happy to have a look, if nobody else has started working on this yet @lhoestq. \r\n\r\nIt seems to me that for the `arrow` format features are currently attached as metadata [in `datasets.arrow_writer`](https://github.com/huggingface/datasets/blob/5f810b7011a8a4ab077a1847c024d2d9e267b065/src/datasets/arrow_...
2023-01-28T13:12:31
2023-02-12T15:57:02
2023-02-12T15:57:02
MEMBER
null
The idea would be to allow this : ```python ds.to_parquet("my_dataset/ds.parquet") reloaded = load_dataset("my_dataset") assert ds.features == reloaded.features ``` And it should also work with Image and Audio types (right now they're reloaded as a dict type) This can be implemented by storing and reading th...
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PR_kwDODunzps5ItY2y
5,480
Select columns of Dataset or DatasetDict
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2023-01-27T20:06:16
2023-02-13T11:10:13
2023-02-13T09:59:35
CONTRIBUTOR
null
Close #5474 and #5468.
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5,479
audiofolder works on local env, but creates empty dataset in a remote one, what dependencies could I be missing/outdated
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2023-01-27T20:01:22
2023-01-29T05:23:14
2023-01-29T05:23:14
NONE
null
### Describe the bug I'm using a custom audio dataset (400+ audio files) in the correct format for audiofolder. Although loading the dataset with audiofolder works in one local setup, it doesn't in a remote one (it just creates an empty dataset). I have both ffmpeg and libndfile installed on both computers, what cou...
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5,478
Tip for recomputing metadata
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2023-01-27T20:01:22
2023-01-30T19:22:21
2023-01-30T19:15:26
MEMBER
null
From this [feedback](https://discuss.huggingface.co/t/nonmatchingsplitssizeserror/30033) on the forum, thought I'd include a tip for recomputing the metadata numbers if it is your own dataset.
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Pin sqlalchemy
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2023-01-27T11:26:38
2023-01-27T12:06:51
2023-01-27T11:57:48
MEMBER
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since sqlalchemy update to 2.0.0 the CI started to fail: https://github.com/huggingface/datasets/actions/runs/4023742457/jobs/6914976514 the error comes from pandas: https://github.com/pandas-dev/pandas/issues/51015
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1,559,030,149
I_kwDODunzps5c7OmF
5,475
Dataset scan time is much slower than using native arrow
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[ "Hi ! In your code you only iterate on the Arrow buffers - you don't actually load the data as python objects. For a fair comparison, you can modify your code using:\r\n```diff\r\n- for _ in range(0, len(table), bsz):\r\n- _ = {k:table[k][_ : _ + bsz] for k in cols}\r\n+ for _ in range(0, len(table)...
2023-01-27T01:32:25
2023-01-30T16:17:11
2023-01-30T16:17:11
CONTRIBUTOR
null
### Describe the bug I'm basically running the same scanning experiment from the tutorials https://huggingface.co/course/chapter5/4?fw=pt except now I'm comparing to a native pyarrow version. I'm finding that the native pyarrow approach is much faster (2 orders of magnitude). Is there something I'm missing that exp...
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1,558,827,155
I_kwDODunzps5c6dCT
5,474
Column project operation on `datasets.Dataset`
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[ "Hi ! This would be a nice addition indeed :) This sounds like a duplicate of https://github.com/huggingface/datasets/issues/5468\r\n\r\n> Not sure. Some of my PRs are still open and some do not have any discussions.\r\n\r\nSorry to hear that, feel free to ping me on those PRs" ]
2023-01-26T21:47:53
2023-02-13T09:59:37
2023-02-13T09:59:37
CONTRIBUTOR
null
### Feature request There is no operation to select a subset of columns of original dataset. Expected API follows. ```python a = Dataset.from_dict({ 'int': [0, 1, 2] 'char': ['a', 'b', 'c'], 'none': [None] * 3, }) b = a.project('int', 'char') # usually, .select() print(a.column_names) # std...
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Set dev version
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2023-01-26T19:34:44
2023-01-26T19:47:34
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MEMBER
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Release: 2.9.0
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2023-01-26T19:29:42
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Add num_test_batches option
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2023-01-26T18:09:40
2023-01-27T18:16:45
2023-01-27T18:08:36
CONTRIBUTOR
null
`to_tf_dataset` calls can be very costly because of the number of test batches drawn during `_get_output_signature`. The test batches are draw in order to estimate the shapes when creating the tensorflow dataset. This is necessary when the shapes can be irregular, but not in cases when the tensor shapes are the same ac...
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Update dataset card creation
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2023-01-26T17:57:51
2023-01-27T16:27:00
2023-01-27T16:20:10
MEMBER
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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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1,558,346,906
PR_kwDODunzps5Imhk2
5,469
Remove deprecated `shard_size` arg from `.push_to_hub()`
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2023-01-26T15:40:56
2023-01-26T17:37:51
2023-01-26T17:30:59
CONTRIBUTOR
null
The docstrings say that it was supposed to be deprecated since version 2.4.0, can we remove it?
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1,558,066,625
I_kwDODunzps5c3jXB
5,468
Allow opposite of remove_columns on Dataset and DatasetDict
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[ "Hi! I agree it would be nice to have a method like that. Instead of `keep_columns`, we can name it `select_columns` to be more aligned with PyArrow's naming convention (`pa.Table.select`).", "Hi, I am a newbie to open source and would like to contribute. @mariosasko can I take up this issue ?", "Hey, I also wa...
2023-01-26T12:28:09
2023-02-13T09:59:38
2023-02-13T09:59:38
NONE
null
### Feature request In this blog post https://huggingface.co/blog/audio-datasets, I noticed the following code: ```python COLUMNS_TO_KEEP = ["text", "audio"] all_columns = gigaspeech["train"].column_names columns_to_remove = set(all_columns) - set(COLUMNS_TO_KEEP) gigaspeech = gigaspeech.remove_columns(column...
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PR_kwDODunzps5IlAlk
5,467
Fix conda command in readme
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2023-01-26T10:03:01
2023-01-26T18:32:16
2023-01-26T18:29:37
MEMBER
null
The [conda forge channel](https://anaconda.org/conda-forge/datasets) is lagging behind (as of right now, only 2.7.1 is available), we should recommend using the [Hugging face channel](https://anaconda.org/HuggingFace/datasets) that we are maintaining ``` conda install -c huggingface datasets ```
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1,557,584,845
PR_kwDODunzps5Ij-z1
5,466
remove pathlib.Path with URIs
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2023-01-26T03:25:45
2023-01-26T17:08:57
2023-01-26T16:59:11
CONTRIBUTOR
null
Pathlib will convert "//" to "/" which causes retry errors when downloading from cloud storage
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1,557,510,618
I_kwDODunzps5c1bna
5,465
audiofolder creates empty dataset even though the dataset passed in follows the correct structure
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2023-01-26T01:45:45
2023-01-26T08:48:45
2023-01-26T08:48:45
NONE
null
### Describe the bug The structure of my dataset folder called "my_dataset" is : data metadata.csv The data folder consists of all mp3 files and metadata.csv consist of file locations like 'data/...mp3 and transcriptions. There's 400+ mp3 files and corresponding transcriptions for my dataset. When I run the follo...
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1,557,462,104
I_kwDODunzps5c1PxY
5,464
NonMatchingChecksumError for hendrycks_test
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[ "Thanks for reporting, @sarahwie.\r\n\r\nPlease note this issue was already fixed in `datasets` 2.6.0 version:\r\n- #5040\r\n\r\nIf you update your `datasets` version, you will be able to load the dataset:\r\n```\r\npip install -U datasets\r\n```", "Oops, missed that I needed to upgrade. Thanks!" ]
2023-01-26T00:43:23
2023-01-27T05:44:31
2023-01-26T07:41:58
NONE
null
### Describe the bug The checksum of the file has likely changed on the remote host. ### Steps to reproduce the bug `dataset = nlp.load_dataset("hendrycks_test", "anatomy")` ### Expected behavior no error thrown ### Environment info - `datasets` version: 2.2.1 - Platform: macOS-13.1-arm64-arm-64bit - Pyt...
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1,557,021,041
PR_kwDODunzps5IiGWb
5,463
Imagefolder docs: mention support of CSV and ZIP
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2023-01-25T17:24:01
2023-01-25T18:33:35
2023-01-25T18:26:15
MEMBER
null
null
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5,462
Concatenate on axis=1 with misaligned blocks
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2023-01-25T12:33:22
2023-01-26T09:37:00
2023-01-26T09:27:19
MEMBER
null
Allow to concatenate on axis 1 two tables made of misaligned blocks. For example if the first table has 2 row blocks of 3 rows each, and the second table has 3 row blocks or 2 rows each. To do that, I slice the row blocks to re-align the blocks. Fix https://github.com/huggingface/datasets/issues/5413
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5,460
Document that removing all the columns returns an empty document and the num_row is lost
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2023-01-24T17:33:38
2023-01-25T16:11:10
2023-01-25T16:04:03
MEMBER
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5,459
Disable aiohttp requoting of redirection URL
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2023-01-24T17:18:59
2023-02-01T08:45:33
2023-01-31T08:37:54
MEMBER
null
The library `aiohttp` performs a requoting of redirection URLs that unquotes the single quotation mark character: `%27` => `'` This is a problem for our Hugging Face Hub, which requires exact URL from location header. Specifically, in the query component of the URL (`https://netloc/path?query`), the value for `re...
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5,458
slice split while streaming
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[ "Hi! Yes, that's correct. When `streaming` is `True`, only split names can be specified as `split`, and for slicing, you have to use `.skip`/`.take` instead.\r\n\r\nE.g. \r\n`load_dataset(\"lhoestq/demo1\",revision=None, streaming=True, split=\"train[:3]\")`\r\n\r\nrewritten with `.skip`/`.take`:\r\n`load_dataset(\...
2023-01-24T14:08:17
2023-01-24T15:11:47
2023-01-24T15:11:47
NONE
null
### Describe the bug When using the `load_dataset` function with streaming set to True, slicing splits is apparently not supported. Did I miss this in the documentation? ### Steps to reproduce the bug `load_dataset("lhoestq/demo1",revision=None, streaming=True, split="train[:3]")` causes ValueError: Bad split:...
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5,456
feat: tqdm for `to_parquet`
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2023-01-23T22:05:38
2023-01-24T11:26:47
2023-01-24T11:17:12
CONTRIBUTOR
null
As described in #5418 I noticed also that the `to_json` function supports multi-workers whereas `to_parquet`, is that not possible/not needed with Parquet or something that hasn't been implemented yet?
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5,455
Single TQDM bar in multi-proc map
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2023-01-23T12:49:40
2023-02-13T20:23:34
2023-02-13T20:16:38
CONTRIBUTOR
null
Use the "shard generator approach with periodic progress updates" (used in `save_to_disk` and multi-proc `load_dataset`) in `Dataset.map` to enable having a single TQDM progress bar in the multi-proc mode. Closes https://github.com/huggingface/datasets/issues/771, closes https://github.com/huggingface/datasets/issue...
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1,552,727,425
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5,453
Fix base directory while extracting insecure TAR files
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2023-01-23T08:57:40
2023-01-24T01:34:20
2023-01-23T10:10:42
MEMBER
null
This PR fixes the extraction of insecure TAR files by changing the base path against which TAR members are compared: - from: "." - to: `output_path` This PR also adds tests for extracting insecure TAR files. Related to: - #5441 - #5452 @stas00 please note this PR addresses just one of the issues you pointe...
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1,552,655,939
PR_kwDODunzps5ITcA3
5,452
Swap log messages for symbolic/hard links in tar extractor
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2023-01-23T07:53:38
2023-01-23T09:40:55
2023-01-23T08:31:17
MEMBER
null
The log messages do not match their if-condition. This PR swaps them. Found while investigating: - #5441 CC: @lhoestq
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5,451
ImageFolder BadZipFile: Bad offset for central directory
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[ "Hi ! Could you share the full stack trace ? Which dataset did you try to load ?", "The `BadZipFile` error means the ZIP file is corrupted, so I'm closing this issue as it's not directly related to `datasets`." ]
2023-01-22T23:50:12
2023-02-10T16:31:37
2023-02-10T16:31:36
NONE
null
### Describe the bug I'm getting the following exception: ``` lib/python3.10/zipfile.py:1353 in _RealGetContents │ │ │ │ 1350 │ │ # self.start_dir: Position of start of central directory ...
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5,450
to_tf_dataset with a TF collator causes bizarrely persistent slowdown
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[ "wtf", "Couldn't find what's causing this, this will need more investigation", "A possible hint: The function it seems to be spending a lot of time in (when iterating over the original dataset) is `_get_mp` in the PIL JPEG decoder: \r\n![image](https://user-images.githubusercontent.com/12866554/214057267-c889f0...
2023-01-20T16:08:37
2023-02-13T14:13:34
2023-02-13T14:13:34
MEMBER
null
### Describe the bug This will make more sense if you take a look at [a Colab notebook that reproduces this issue.](https://colab.research.google.com/drive/1rxyeciQFWJTI0WrZ5aojp4Ls1ut18fNH?usp=sharing) Briefly, there are several datasets that, when you iterate over them with `to_tf_dataset` **and** a data colla...
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5,449
Support fsspec 2023.1.0 in CI
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2023-01-20T12:53:17
2023-01-20T13:32:50
2023-01-20T13:26:03
MEMBER
null
Support fsspec 2023.1.0 in CI. In the 2023.1.0 fsspec release, they replaced the type of `fsspec.registry`: - from `ReadOnlyRegistry`, with an attribute called `target` - to `MappingProxyType`, without that attribute Consequently, we need to change our `mock_fsspec` fixtures, that were using the `target` attrib...
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Support fsspec 2023.1.0 in CI
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2023-01-20T10:26:31
2023-01-20T13:26:05
2023-01-20T13:26:05
MEMBER
null
Once we find out the root cause of: - #5445 we should revert the temporary pin on fsspec introduced by: - #5447
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5,447
Fix CI by temporarily pinning fsspec < 2023.1.0
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2023-01-20T10:11:02
2023-01-20T10:38:13
2023-01-20T10:28:43
MEMBER
null
Temporarily pin fsspec < 2023.1.0 Fix #5445.
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