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https://github.com/huggingface/datasets/issues/5677
Dataset.map() crashes when any column contains more than 1000 empty dictionaries
[]
### Describe the bug `Dataset.map()` crashes any time any column contains more than `writer_batch_size` (default 1000) empty dictionaries, regardless of whether the column is being operated on. The error does not occur if the dictionaries are non-empty. ### Steps to reproduce the bug Example: ``` import datasets...
5,677
https://github.com/huggingface/datasets/issues/5675
Filter datasets by language code
[ "The dataset still can be found, if instead of using the search form you just enter the language code in the url, like https://huggingface.co/datasets?language=language:myv. \r\n\r\nBut of course having a more complete list of languages in the search form (or just a fallback to the language codes, if they are missi...
Hi! I use the language search field on https://huggingface.co/datasets However, some of the datasets tagged by ISO language code are not accessible by this search form. For example, [myv_ru_2022](https://huggingface.co/datasets/slone/myv_ru_2022) is has `myv` language tag but it is not included in Languages search fo...
5,675
https://github.com/huggingface/datasets/issues/5674
Stored XSS
[ "Hi! You can contact `security@huggingface.co` to report this vulnerability." ]
x
5,674
https://github.com/huggingface/datasets/issues/5672
Pushing dataset to hub crash
[ "Hi ! It's been fixed by https://github.com/huggingface/datasets/pull/5598. We're doing a new release tomorrow with the fix and you'll be able to push your 100k images ;)\r\n\r\nBasically `push_to_hub` used to fail if the remote repository already exists and has a README.md without dataset_info in the YAML tags.\r\...
### Describe the bug Uploading a dataset with `push_to_hub()` fails without error description. ### Steps to reproduce the bug Hey there, I've built a image dataset of 100k images + text pair as described here https://huggingface.co/docs/datasets/image_dataset#imagefolder Now I'm trying to push it to the hub b...
5,672
https://github.com/huggingface/datasets/issues/5671
How to use `load_dataset('glue', 'cola')`
[ "Sounds like an issue with incompatible `transformers` dependencies versions.\r\n\r\nCan you try to update `transformers` ?\r\n\r\nEDIT: I checked the `transformers` dependencies and it seems like you need `tokenizers>=0.10.1,<0.11` with `transformers==4.5.1`\r\n\r\nEDIT2: this old version of `datasets` seems to im...
### Describe the bug I'm new to use HuggingFace datasets but I cannot use `load_dataset('glue', 'cola')`. - I was stacked by the following problem: ```python from datasets import load_dataset cola_dataset = load_dataset('glue', 'cola') ------------------------------------------------------------------------...
5,671
https://github.com/huggingface/datasets/issues/5670
Unable to load multi class classification datasets
[ "Hi ! This sounds related to https://github.com/huggingface/datasets/issues/5406\r\n\r\nUpdating `datasets` fixes the issue ;)", "Thanks @lhoestq!\r\n\r\nI'll close this issue now." ]
### Describe the bug I've been playing around with huggingface library, mostly with `datasets` and wanted to download the multi class classification datasets to fine tune BERT on this task. ([link](https://huggingface.co/docs/transformers/training#train-with-pytorch-trainer)). While loading the dataset, I'm getting...
5,670
https://github.com/huggingface/datasets/issues/5669
Almost identical datasets, huge performance difference
[ "Do I miss something here?", "Hi! \r\n\r\nThe first dataset stores images as bytes (the \"image\" column type is `datasets.Image()`) and decodes them as `PIL.Image` objects and the second dataset stores them as variable-length lists (the \"image\" column type is `datasets.Sequence(...)`)), so I guess going from `...
### Describe the bug I am struggling to understand (huge) performance difference between two datasets that are almost identical. ### Steps to reproduce the bug # Fast (normal) dataset speed: ```python import cv2 from datasets import load_dataset from torch.utils.data import DataLoader dataset = load_dataset(...
5,669
https://github.com/huggingface/datasets/issues/5666
Support tensorflow 2.12.0 in CI
[]
Once we find out the root cause of: - #5663 we should revert the temporary pin on tensorflow introduced by: - #5664
5,666
https://github.com/huggingface/datasets/issues/5665
Feature request: IterableDataset.push_to_hub
[ "+1", "+1" ]
### Feature request It'd be great to have a lazy push to hub, similar to the lazy loading we have with `IterableDataset`. Suppose you'd like to filter [LAION](https://huggingface.co/datasets/laion/laion400m) based on certain conditions, but as LAION doesn't fit into your disk, you'd like to leverage streaming: `...
5,665
https://github.com/huggingface/datasets/issues/5663
CI is broken: ModuleNotFoundError: jax requires jaxlib to be installed
[]
CI test_py310 is broken: see https://github.com/huggingface/datasets/actions/runs/4498945505/jobs/7916194236?pr=5662 ``` FAILED tests/test_arrow_dataset.py::BaseDatasetTest::test_map_jax_in_memory - ModuleNotFoundError: jax requires jaxlib to be installed. See https://github.com/google/jax#installation for installati...
5,663
https://github.com/huggingface/datasets/issues/5661
CI is broken: Unnecessary `dict` comprehension
[]
CI check_code_quality is broken: ``` src/datasets/arrow_dataset.py:3267:35: C416 [*] Unnecessary `dict` comprehension (rewrite using `dict()`) Found 1 error. ```
5,661
https://github.com/huggingface/datasets/issues/5660
integration with imbalanced-learn
[ "You can convert any dataset to pandas to be used with imbalanced-learn using `.to_pandas()`\r\n\r\nOtherwise if you want to keep a `Dataset` object and still use e.g. [make_imbalance](https://imbalanced-learn.org/stable/references/generated/imblearn.datasets.make_imbalance.html#imblearn.datasets.make_imbalance), y...
### Feature request Wouldn't it be great if the various class balancing operations from imbalanced-learn were available as part of datasets? ### Motivation I'm trying to use imbalanced-learn to balance a dataset, but it's not clear how to get the two to interoperate - what would be great would be some examples. I'v...
5,660
https://github.com/huggingface/datasets/issues/5659
[Audio] Soundfile/libsndfile requirements too stringent for decoding mp3 files
[ "cc @polinaeterna @lhoestq ", "@sanchit-gandhi can you please also post the logs of `pip install soundfile==0.12.1`? To check what wheel is being installed or if it's being built from source (I think it's the latter case). \r\nRequired `libsndfile` binary **should** be bundeled with `soundfile` wheel but I assume...
### Describe the bug I'm encountering several issues trying to load mp3 audio files using `datasets` on a TPU v4. The PR https://github.com/huggingface/datasets/pull/5573 updated the audio loading logic to rely solely on the `soundfile`/`libsndfile` libraries for loading audio samples, regardless of their file t...
5,659
https://github.com/huggingface/datasets/issues/5654
Offset overflow when executing Dataset.map
[ "Upd. the above code works if we replace `25` with `1`, but the result value at key \"hr\" is not a tensor but a list of lists of lists of uint8.\r\n\r\nAdding `train_data.set_format(\"torch\")` after map fixes this, but the original issue remains\r\n\r\n", "As a workaround, one can replace\r\n`return {\"hr\": to...
### Describe the bug Hi, I'm trying to use `.map` method to cache multiple random crops from the image to speed up data processing during training, as the image size is too big. The map function executes all iterations, and then returns the following error: ```bash Traceback (most recent call last): ...
5,654
https://github.com/huggingface/datasets/issues/5653
Doc: save_to_disk, `num_proc` will affect `num_shards`, but it's not documented
[ "I agree this should be documented" ]
### Describe the bug [`num_proc`](https://huggingface.co/docs/datasets/main/en/package_reference/main_classes#datasets.DatasetDict.save_to_disk.num_proc) will affect `num_shards`, but it's not documented ### Steps to reproduce the bug Nothing to reproduce ### Expected behavior [document of `num_shards`](https://...
5,653
https://github.com/huggingface/datasets/issues/5651
expanduser in save_to_disk
[ "`save_to_disk` should indeed expand `~`. Marking it as a \"good first issue\".", "#self-assign\r\n\r\nFile path to code: \r\n\r\nhttps://github.com/huggingface/datasets/blob/2.13.0/src/datasets/arrow_dataset.py#L1364\r\n\r\n@RmZeta2718 I created a pull request for this issue. ", "Hello, \r\nIt says `save_to_di...
### Describe the bug save_to_disk() does not expand `~` 1. `dataset = load_datasets("any dataset")` 2. `dataset.save_to_disk("~/data")` 3. a folder named "~" created in current folder 4. FileNotFoundError is raised, because the expanded path does not exist (`/home/<user>/data`) related issue https://github....
5,651
https://github.com/huggingface/datasets/issues/5650
load_dataset can't work correct with my image data
[ "Can you post a reproducible code snippet of what you tried to do?\r\n\r\n", "> Can you post a reproducible code snippet of what you tried to do?\n> \n> \n\n```python\nfrom datasets import load_dataset\n\ndataset = load_dataset(\"my_folder_name\", split=\"train\")\n```", "hi @WiNE-iNEFF ! can you please also te...
I have about 20000 images in my folder which divided into 4 folders with class names. When i use load_dataset("my_folder_name", split="train") this function create dataset in which there are only 4 images, the remaining 19000 images were not added there. What is the problem and did not understand. Tried converting imag...
5,650
https://github.com/huggingface/datasets/issues/5649
The index column created with .to_sql() is dependent on the batch_size when writing
[ "Thanks for reporting, @lsb. \r\n\r\nWe are investigating it.\r\n\r\nOn the other hand, please note that in the next `datasets` release, the index will not be created by default (see #5583). If you would like to have it, you will need to explicitly pass `index=True`. ", "I think this is low enough priority for me...
### Describe the bug It seems like the "index" column is designed to be unique? The values are only unique per batch. The SQL index is not a unique index. This can be a problem, for instance, when building a faiss index on a dataset and then trying to match up ids with a sql export. ### Steps to reproduce the ...
5,649
https://github.com/huggingface/datasets/issues/5648
flatten_indices doesn't work with pandas format
[ "Thanks for reporting! This can be fixed by setting the format to `arrow` in `flatten_indices` and restoring the original format after the flattening. I'm working on a PR that reduces the number of the `flatten_indices` calls in our codebase and makes `flatten_indices` a no-op when a dataset does not have an indice...
### Describe the bug Hi, I noticed that `flatten_indices` throws an error when the batch format is `pandas`. This is probably due to the fact that flatten_indices uses map internally which doesn't accept dataframes as the transformation function output ### Steps to reproduce the bug tabular_data = pd.DataFrame(np.r...
5,648
https://github.com/huggingface/datasets/issues/5647
Make all print statements optional
[ "related to #5444 ", "We now log these messages instead of printing them (addressed in #6019), so I'm closing this issue." ]
### Feature request Make all print statements optional to speed up the development ### Motivation Im loading multiple tiny datasets and all the print statements make the loading slower ### Your contribution I can help contribute
5,647
https://github.com/huggingface/datasets/issues/5645
Datasets map and select(range()) is giving dill error
[ "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-...
### 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...
5,645
https://github.com/huggingface/datasets/issues/5641
Features cannot be named "self"
[]
### Describe the bug Hi, I noticed that we cannot create a HuggingFace dataset from Pandas DataFrame with a column named `self`. The error seems to be coming from arguments validation in the `Features.from_dict` function. ### Steps to reproduce the bug ```python import datasets dummy_pandas = pd.DataFrame([0...
5,641
https://github.com/huggingface/datasets/issues/5639
Parquet file wrongly recognized as zip prevents loading a dataset
[]
### Describe the bug When trying to `load_dataset_builder` for `HuggingFaceGECLM/StackExchange_Mar2023`, extraction fails, because parquet file [devops-00000-of-00001-22fe902fd8702892.parquet](https://huggingface.co/datasets/HuggingFaceGECLM/StackExchange_Mar2023/resolve/1f8c9a2ab6f7d0f9ae904b8b922e4384592ae1a5/data...
5,639
https://github.com/huggingface/datasets/issues/5638
xPath to implement all operations for Path
[ " 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...
### 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...
5,638
https://github.com/huggingface/datasets/issues/5637
IterableDataset with_format does not support 'device' keyword for jax
[ "Hi! Yes, only `torch` is currently supported. Unlike `Dataset`, `IterableDataset` is not PyArrow-backed, so we cannot simply call `to_numpy` on the underlying subtables to format them numerically. Instead, we must manually convert examples to (numeric) arrays while preserving consistency with `Dataset`, which is n...
### Describe the bug As seen here: https://huggingface.co/docs/datasets/use_with_jax dataset.with_format() supports the keyword 'device', to put data on a specific device when loaded as jax. However, when called on an IterableDataset, I got the error `TypeError: with_format() got an unexpected keyword argument 'devi...
5,637
https://github.com/huggingface/datasets/issues/5634
Not all progress bars are showing up when they should for downloading dataset
[ "Hi! \r\n\r\nBy default, tqdm has `leave=True` to \"keep all traces of the progress bar upon the termination of iteration\". However, we use `leave=False` in some places (as of recently), which removes the bar once the iteration is over.\r\n\r\nI feel like our TQDM bars are noisy, so I think we should always set `l...
### Describe the bug During downloading the rotten tomatoes dataset, not all progress bars are displayed properly. This might be related to [this ticket](https://github.com/huggingface/datasets/issues/5117) as it raised the same concern but its not clear if the fix solves this issue too. ipywidgets <img width=...
5,634
https://github.com/huggingface/datasets/issues/5633
Cannot import datasets
[ "Okay, the issue was likely caused by mixing `conda` and `pip` usage - I forgot that I have already used `pip` in this environment previously and that it was 'spoiled' because of it. Creating another environment and installing `datasets` by pip with other packages from the `requirements.txt` file solved the problem...
### Describe the bug Hi, I cannot even import the library :( I installed it by running: ``` $ conda install datasets ``` Then I realized I should maybe use the huggingface channel, because I encountered the error below, so I ran: ``` $ conda remove datasets $ conda install -c huggingface datasets ``` Pl...
5,633
https://github.com/huggingface/datasets/issues/5632
Dataset cannot convert too large dictionnary
[ "Answered on the forum:\r\n\r\n> To fix the overflow error, we need to merge [support LargeListArray in pyarrow by xwwwwww · Pull Request #4800 · huggingface/datasets · GitHub](https://github.com/huggingface/datasets/pull/4800), which adds support for the large lists. However, before merging it, we need to come up ...
### Describe the bug Hello everyone! I tried to build a new dataset with the command "dict_valid = datasets.Dataset.from_dict({'input_values': values_array})". However, I have a very large dataset (~400Go) and it seems that dataset cannot handle this. Indeed, I can create the dataset until a certain size of m...
5,632
https://github.com/huggingface/datasets/issues/5631
Custom split names
[ "Hi!\r\n\r\nYou can also use names other than \"train\", \"validation\" and \"test\". As an example, check the [script](https://huggingface.co/datasets/mozilla-foundation/common_voice_11_0/blob/e095840f23f3dffc1056c078c2f9320dad9ca74d/common_voice_11_0.py#L139) of the Common Voice 11 dataset. " ]
### Feature request Hi, I participated in multiple NLP tasks where there are more than just train, test, validation splits, there could be multiple validation sets or test sets. But it seems currently only those mentioned three splits supported. It would be nice to have the support for more splits on the hub. (curren...
5,631
https://github.com/huggingface/datasets/issues/5629
load_dataset gives "403" error when using Financial phrasebank
[ "Hi! You seem to be using an outdated version of `datasets` that downloads the older script version. To avoid the error, you can either pass `revision=\"main\"` to `load_dataset` (this can fail if a script uses newer features of the lib) or update your installation with `pip install -U datasets` (better solution)."...
When I try to load this dataset, I receive the following error: ConnectionError: Couldn't reach https://www.researchgate.net/profile/Pekka_Malo/publication/251231364_FinancialPhraseBank-v10/data/0c96051eee4fb1d56e000000/FinancialPhraseBank-v10.zip (error 403) Has this been seen before? Thanks. The website loads ...
5,629
https://github.com/huggingface/datasets/issues/5627
Unable to load AutoTrain-generated dataset from the hub
[ "The AutoTrain format is not supported right now. I think it would require a dedicated dataset builder", "Okay, good to know. Thanks for the reply. For now I will just have to\nmanage the split manually before training, because I can’t find any way of\npulling out file indices or file names from the autogenerated...
### Describe the bug DatasetGenerationError: An error occurred while generating the dataset -> ValueError: Couldn't cast ... because column names don't match ``` ValueError: Couldn't cast _data_files: list<item: struct<filename: string>> child 0, item: struct<filename: string> child 0, filename: string ...
5,627
https://github.com/huggingface/datasets/issues/5625
Allow "jsonl" data type signifier
[ "You can use \"json\" instead. It doesn't work by extension names, but rather by dataset builder names, e.g. \"text\", \"imagefolder\", etc. I don't think the example in `transformers` is correct because of that", "Yes, I understand the reasoning but this issue is to propose that the example in transformers (whil...
### Feature request `load_dataset` currently does not accept `jsonl` as type but only `json`. ### Motivation I was working with one of the `run_translation` scripts and used my own datasets (`.jsonl`) as train_dataset. But the default code did not work because ``` FileNotFoundError: Couldn't find a dataset scri...
5,625
https://github.com/huggingface/datasets/issues/5624
glue datasets returning -1 for test split
[ "Hi @lithafnium, thanks for reporting.\r\n\r\nPlease note that you can use the \"Community\" tab in the corresponding dataset page to start any discussion: https://huggingface.co/datasets/glue/discussions\r\n\r\nIndeed this issue was already raised there (https://huggingface.co/datasets/glue/discussions/5) and answ...
### Describe the bug Downloading any dataset from GLUE has -1 as class labels for test split. Train and validation have regular 0/1 class labels. This is also present in the dataset card online. ### Steps to reproduce the bug ``` dataset = load_dataset("glue", "sst2") for d in dataset: # prints out -1 ...
5,624
https://github.com/huggingface/datasets/issues/5618
Unpin fsspec < 2023.3.0 once issue fixed
[]
Unpin `fsspec` upper version once root cause of our CI break is fixed. See: - #5614
5,618
https://github.com/huggingface/datasets/issues/5616
CI is broken after fsspec-2023.3.0 release
[]
As reported by @lhoestq, our CI is broken after `fsspec` 2023.3.0 release: ``` FAILED tests/test_filesystem.py::test_compression_filesystems[Bz2FileSystem] - AssertionError: assert [{'created': ...: False, ...}] == ['file.txt'] At index 0 diff: {'name': 'file.txt', 'size': 70, 'type': 'file', 'created': 1678175677...
5,616
https://github.com/huggingface/datasets/issues/5615
IterableDataset.add_column is unable to accept another IterableDataset as a parameter.
[ "Hi! You can use `concatenate_datasets([ids1, ids2], axis=1)` to do this." ]
### Describe the bug `IterableDataset.add_column` occurs an exception when passing another `IterableDataset` as a parameter. The method seems to accept only eager evaluated values. https://github.com/huggingface/datasets/blob/35b789e8f6826b6b5a6b48fcc2416c890a1f326a/src/datasets/iterable_dataset.py#L1388-L1391 ...
5,615
https://github.com/huggingface/datasets/issues/5613
Version mismatch with multiprocess and dill on Python 3.10
[ "Sorry, I just found https://github.com/apache/beam/issues/24458. It seems this issue is being worked on. ", "Reopening, since I think the docs should inform the user of this problem. For example, [this page](https://huggingface.co/docs/datasets/installation) says \r\n> Datasets is tested on Python 3.7+.\r\n\r\nb...
### Describe the bug Grabbing the latest version of `datasets` and `apache-beam` with `poetry` using Python 3.10 gives a crash at runtime. The crash is ``` File "/Users/adpauls/sc/git/DSI-transformers/data/NQ/create_NQ_train_vali.py", line 1, in <module> import datasets File "/Users/adpauls/Library/Caches/...
5,613
https://github.com/huggingface/datasets/issues/5612
Arrow map type in parquet files unsupported
[ "I'm attaching a minimal reproducible example:\r\n```python\r\nfrom datasets import load_dataset\r\nimport pyarrow as pa\r\nimport pyarrow.parquet as pq\r\n\r\ntable_with_map = pa.Table.from_pydict(\r\n {\"a\": [1, 2], \"b\": [[(\"a\", 2)], [(\"b\", 4)]]},\r\n schema=pa.schema({\"a\": pa.int32(), \"b\": pa.ma...
### Describe the bug When I try to load parquet files that were processed with Spark, I get the following issue: `ValueError: Arrow type map<string, string ('warc_headers')> does not have a datasets dtype equivalent.` Strangely, loading the dataset with `streaming=True` solves the issue. ### Steps to reproduce ...
5,612
https://github.com/huggingface/datasets/issues/5610
use datasets streaming mode in trainer ddp mode cause memory leak
[ "Same problem, \r\ntransformers 4.28.1\r\ndatasets 2.12.0\r\n\r\nleak around 100Mb per 10 seconds when use dataloader_num_werker > 0 in training argumennts for transformer train, possile bug in transformers repo, but still not found solution :(\r\n", "found an article described a problem, may be helpful for someb...
### Describe the bug use datasets streaming mode in trainer ddp mode cause memory leak ### Steps to reproduce the bug import os import time import datetime import sys import numpy as np import random import torch from torch.utils.data import Dataset, DataLoader, random_split, RandomSampler, Sequenti...
5,610
https://github.com/huggingface/datasets/issues/5609
`load_from_disk` vs `load_dataset` performance.
[ "Hi! We've recently made some improvements to `save_to_disk`/`list_to_disk` (100x faster in some scenarios), so it would help if you could install `datasets` directly from `main` (`pip install git+https://github.com/huggingface/datasets.git`) and re-run the \"benchmark\".", "Great to hear! I'll give it a try when...
### Describe the bug I have downloaded `openwebtext` (~12GB) and filtered out a small amount of junk (it's still huge). Now, I would like to use this filtered version for future work. It seems I have two choices: 1. Use `load_dataset` each time, relying on the cache mechanism, and re-run my filtering. 2. `save_to_di...
5,609
https://github.com/huggingface/datasets/issues/5608
audiofolder only creates dataset of 13 rows (files) when the data folder it's reading from has 20,000 mp3 files.
[ "Hi!\r\n\r\n> naming convention of mp3 files\r\n\r\nYes, this could be the problem. MP3 files should end with `.mp3`/`.MP3` to be recognized as audio files.\r\n\r\nIf the file names are not the culprit, can you paste the audio folder's directory structure to help us reproduce the error (e.g., by running the `tree ...
### Describe the bug x = load_dataset("audiofolder", data_dir="x") When running this, x is a dataset of 13 rows (files) when it should be 20,000 rows (files) as the data_dir "x" has 20,000 mp3 files. Does anyone know what could possibly cause this (naming convention of mp3 files, etc.) ### Steps to reproduce the b...
5,608
https://github.com/huggingface/datasets/issues/5606
Add `Dataset.to_list` to the API
[ "Hello, I have an interest in this issue.\r\nIs the `Dataset.to_dict` you are describing correct in the code here?\r\n\r\nhttps://github.com/huggingface/datasets/blob/35b789e8f6826b6b5a6b48fcc2416c890a1f326a/src/datasets/arrow_dataset.py#L4633-L4667", "Yes, this is where `Dataset.to_dict` is defined.", "#self-a...
Since there is `Dataset.from_list` in the API, we should also add `Dataset.to_list` to be consistent. Regarding the implementation, we can re-use `Dataset.to_dict`'s code and replace the `to_pydict` calls with `to_pylist`.
5,606
https://github.com/huggingface/datasets/issues/5604
Problems with downloading The Pile
[ "Hi! \r\n\r\n\r\nYou can specify `download_config=DownloadConfig(resume_download=True))` in `load_dataset` to resume the download when re-running the code after the timeout error:\r\n```python\r\nfrom datasets import load_dataset, DownloadConfig\r\ndataset = load_dataset('the_pile', split='train', cache_dir='F:\\da...
### Describe the bug The downloads in the screenshot seem to be interrupted after some time and the last download throws a "Read timed out" error. ![image](https://user-images.githubusercontent.com/11065386/222687870-ec5fcb65-84e8-467d-9593-4ad7bdac4d50.png) Here are the downloaded files: ![image](https://user-...
5,604
https://github.com/huggingface/datasets/issues/5601
Authorization error
[ "Hi! \r\n\r\nIt's better to report this kind of issue in the `huggingface_hub` repo, so if you still haven't resolved it, I suggest you open an issue there.", "Yeah, I solved it. Problem was in osxkeychain. When I do `hugginface-cli login` it's add token with default account (username)`hg_user` but my repo cont...
### Describe the bug Get `Authorization error` when try to push data into hugginface datasets hub. ### Steps to reproduce the bug I did all steps in the [tutorial](https://huggingface.co/docs/datasets/share), 1. `huggingface-cli login` with WRITE token 2. `git lfs install` 3. `git clone https://huggingfa...
5,601
https://github.com/huggingface/datasets/issues/5600
Dataloader getitem not working for DreamboothDatasets
[ "Hi! \r\n\r\n> (see example of DreamboothDatasets)\r\n\r\n\r\nCould you please provide a link to it? If you are referring to the example in the `diffusers` repo, your issue is unrelated to `datasets` as that example uses `Dataset` from PyTorch to load data." ]
### Describe the bug Dataloader getitem is not working as before (see example of [DreamboothDatasets](https://github.com/huggingface/peft/blob/main/examples/lora_dreambooth/train_dreambooth.py#L451C14-L529)) moving Datasets to 2.8.0 solved the issue. ### Steps to reproduce the bug 1- using DreamBoothDataset ...
5,600
https://github.com/huggingface/datasets/issues/5597
in-place dataset update
[ "We won't support in-place modifications since `datasets` is based on the Apache Arrow format which doesn't support in-place modifications.\r\n\r\nIn your case the old dataset is garbage collected pretty quickly so you won't have memory issues.\r\n\r\nNote that datasets loaded from disk (memory mapped) are not load...
### Motivation For the circumstance that I creat an empty `Dataset` and keep appending new rows into it, I found that it leads to creating a new dataset at each call. It looks quite memory-consuming. I just wonder if there is any more efficient way to do this. ```python from datasets import Dataset ds = Datas...
5,597
https://github.com/huggingface/datasets/issues/5596
[TypeError: Couldn't cast array of type] Can only load a subset of the dataset
[ "Apparently some JSON objects have a `\"labels\"` field. Since this field is not present in every object, you must specify all the fields types in the README.md\r\n\r\nEDIT: actually specifying the feature types doesn’t solve the issue, it raises an error because “labels” is missing in the data", "We've updated t...
### Describe the bug I'm trying to load this [dataset](https://huggingface.co/datasets/bigcode-data/the-stack-gh-issues) which consists of jsonl files and I get the following error: ``` casted_values = _c(array.values, feature[0]) File "/opt/conda/lib/python3.7/site-packages/datasets/table.py", line 1839, in wr...
5,596
https://github.com/huggingface/datasets/issues/5594
Error while downloading the xtreme udpos dataset
[ "Hi! I cannot reproduce this error on my machine.\r\n\r\nThe raised error could mean that one of the downloaded files is corrupted. To verify this is not the case, you can run `load_dataset` as follows:\r\n```python\r\ntrain_dataset = load_dataset('xtreme', 'udpos.English', split=\"train\", cache_dir=args.cache_dir...
### Describe the bug Hi, I am facing an error while downloading the xtreme udpos dataset using load_dataset. I have datasets 2.10.1 installed ```Downloading and preparing dataset xtreme/udpos.Arabic to /compute/tir-1-18/skhanuja/multilingual_ft/cache/data/xtreme/udpos.Arabic/1.0.0/29f5d57a48779f37ccb75cb8708d1...
5,594
https://github.com/huggingface/datasets/issues/5586
.sort() is broken when used after .filter(), only in 2.10.0
[ "Thanks for reporting and thanks @mariosasko for fixing ! We just did a patch release `2.10.1` with the fix" ]
### Describe the bug Hi, thank you for your support! It seems like the addition of multiple key sort (#5502) in 2.10.0 broke the `.sort()` method. After filtering a dataset with `.filter()`, the `.sort()` seems to refer to the query_table index of the previous unfiltered dataset, resulting in an IndexError. ...
5,586
https://github.com/huggingface/datasets/issues/5585
Cache is not transportable
[ "Hi ! No the cache is not transportable in general. It will work on a shared filesystem if you use the same python environment, but not across machines/os/environments.\r\n\r\nIn particular, reloading cached datasets does work, but reloading cached processed datasets (e.g. from `map`) may not work. This is because ...
### Describe the bug I would like to share cache between two machines (a Windows host machine and a WSL instance). I run most my code in WSL. I have just run out of space in the virtual drive. Rather than expand the drive size, I plan to move to cache to the host Windows machine, thereby sharing the downloads. I...
5,585
https://github.com/huggingface/datasets/issues/5584
Unable to load coyo700M dataset
[ "Hi @manuaero \r\n\r\nThank you for your interest in the COYO dataset.\r\n\r\nOur dataset provides the img-url and alt-text in the form of a parquet, so to utilize the coyo dataset you will need to download it directly.\r\n\r\nWe provide a [guide](https://github.com/kakaobrain/coyo-dataset/blob/main/download/README...
### Describe the bug Seeing this error when downloading https://huggingface.co/datasets/kakaobrain/coyo-700m: ```ArrowInvalid: Parquet magic bytes not found in footer. Either the file is corrupted or this is not a parquet file.``` Full stack trace ```Downloading and preparing dataset parquet/kakaobrain--coy...
5,584
https://github.com/huggingface/datasets/issues/5581
[DOC] Mistaken docs on set_format
[ "Thanks for reporting!" ]
### Describe the bug https://huggingface.co/docs/datasets/v2.10.0/en/package_reference/main_classes#datasets.Dataset.set_format <img width="700" alt="image" src="https://user-images.githubusercontent.com/36224762/221506973-ae2e3991-60a7-4d4e-99f8-965c6eb61e59.png"> While actually running it will result in: <img w...
5,581
https://github.com/huggingface/datasets/issues/5577
Cannot load `the_pile_openwebtext2`
[ "Hi! I've merged a PR to use `int32` instead of `int8` for `reddit_scores`, so it should work now.\r\n\r\n" ]
### Describe the bug I met the same bug mentioned in #3053 which is never fixed. Because several `reddit_scores` are larger than `int8` even `int16`. https://huggingface.co/datasets/the_pile_openwebtext2/blob/main/the_pile_openwebtext2.py#L62 ### Steps to reproduce the bug ```python3 from datasets import load...
5,577
https://github.com/huggingface/datasets/issues/5576
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.
[ "Duplicated issue." ]
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...
5,576
https://github.com/huggingface/datasets/issues/5575
Metadata for each column
[ "Hi! Indeed it would be useful to support this. PyArrow natively supports schema-level and column-level metadata, so implementing this should be straightforward. The API I have in mind would work as follows:\r\n```python\r\ncol_feature = Value(\"string\", metadata=\"Some column-level metadata\")\r\n\r\nfeatures = F...
### Feature request Being able to put some metadata for each column as a string or any other type. ### Motivation I will bring the motivation by an example, lets say we are experimenting with embedding produced by some image encoder network, and we want to iterate through a couple of preprocessing and see which on...
5,575
https://github.com/huggingface/datasets/issues/5574
c4 dataset streaming fails with `FileNotFoundError`
[ "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 ...
### 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", ...
5,574
https://github.com/huggingface/datasets/issues/5572
Datasets 2.10.0 does not reuse the dataset cache
[]
### 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-...
5,572
https://github.com/huggingface/datasets/issues/5571
load_dataset fails for JSON in windows
[ "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!" ]
### 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...
5,571
https://github.com/huggingface/datasets/issues/5570
load_dataset gives FileNotFoundError on imagenet-1k if license is not accepted on the hub
[ "Hi, thanks for the feedback! Would it help to add a tip or note saying the dataset is gated and you need to accept the license before downloading it?", "The error is now more informative:\r\n```\r\nFileNotFoundError: Couldn't find a dataset script at /content/imagenet-1k/imagenet-1k.py or any data file in the sa...
### Describe the bug When calling ```load_dataset('imagenet-1k')``` FileNotFoundError is raised, if not logged in and if logged in with huggingface-cli but not having accepted the licence on the hub. There is no error once accepting. ### Steps to reproduce the bug ``` from datasets import load_dataset imagenet =...
5,570
https://github.com/huggingface/datasets/issues/5568
dataset.to_iterable_dataset() loses useful info like dataset features
[ "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...
### 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...
5,568
https://github.com/huggingface/datasets/issues/5566
Directly reading parquet files in a s3 bucket from the load_dataset method
[ "Hi ! I think is in the scope of this other issue: to https://github.com/huggingface/datasets/issues/5281 " ]
### Feature request Right now, we have to read the get the parquet file to the local storage. So having ability to read given the bucket directly address would be benificial ### Motivation In a production set up, this feature can help us a lot. So we do not need move training datafiles in between storage. ### Yo...
5,566
https://github.com/huggingface/datasets/issues/5555
`.shuffle` throwing error `ValueError: Protocol not known: parent`
[ "Hi ! The indices mapping is written in the same cachedirectory as your dataset.\r\n\r\nCan you run this to show your current cache directory ?\r\n```python\r\nprint(train_dataset.cache_files)\r\n```", "```\r\n[{'filename': '.../train/dataset.arrow'}, {'filename': '.../train/dataset.arrow'}]\r\n```\r\n\r\nThese a...
### Describe the bug ``` --------------------------------------------------------------------------- ValueError Traceback (most recent call last) Cell In [16], line 1 ----> 1 train_dataset = train_dataset.shuffle() File /opt/conda/envs/pytorch/lib/python3.9/site-packages/dataset...
5,555
https://github.com/huggingface/datasets/issues/5548
Apply flake8-comprehensions to codebase
[]
### 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...
5,548
https://github.com/huggingface/datasets/issues/5546
Downloaded datasets do not cache at $HF_HOME
[ "Hi ! Can you make sure you set `HF_HOME` before importing `datasets` ?\r\n\r\nThen you can print\r\n```python\r\nprint(datasets.config.HF_CACHE_HOME)\r\nprint(datasets.config.HF_DATASETS_CACHE)\r\n```" ]
### Describe the bug In the huggingface course (https://huggingface.co/course/chapter3/2?fw=pt) it said that if we set HF_HOME, downloaded datasets would be cached at specified address but it does not. downloaded models from checkpoint names are downloaded and cached at HF_HOME but this is not the case for datasets, t...
5,546
https://github.com/huggingface/datasets/issues/5543
the pile datasets url seems to change back
[ "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...
### 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 ...
5,543
https://github.com/huggingface/datasets/issues/5541
Flattening indices in selected datasets is extremely inefficient
[ "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 -...
### 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...
5,541
https://github.com/huggingface/datasets/issues/5539
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
[ "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...
### 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...
5,539
https://github.com/huggingface/datasets/issues/5538
load_dataset in seaborn is not working for me. getting this error.
[ "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." ]
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...
5,538
https://github.com/huggingface/datasets/issues/5537
Increase speed of data files resolution
[ "#self-assign", "You were right, if `self.dir_cache` is not None in glob, it is exactly the same as what is returned by find, at least for all the tests we have, and some extended evaluation I did across a random sample of about 1000 datasets. \r\n\r\nThanks for the nice hints, and let me know if this is not exac...
Certain datasets like `bigcode/the-stack-dedup` have so many files that loading them takes forever right from the data files resolution step. `datasets` uses file patterns to check the structure of the repository but it takes too much time to iterate over and over again on all the data files. This comes from `res...
5,537
https://github.com/huggingface/datasets/issues/5536
Failure to hash function when using .map()
[ "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...
### 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...
5,536
https://github.com/huggingface/datasets/issues/5534
map() breaks at certain dataset size when using Array3D
[ "Hi! This code works for me locally or in Colab. What's the output of `python -c \"import pyarrow as pa; print(pa.__version__)\"` when you run it inside your environment?", "Thanks for looking into this!\r\nThe output of `python -c \"import pyarrow as pa; print(pa.__version__)\"` is:\r\n```\r\n11.0.0\r\n```\r\n\...
### Describe the bug `map()` magically breaks when using a `Array3D` feature and mapping it. I created a very simple dummy dataset (see below). When filtering it down to 95 elements I can apply map, but it breaks when filtering it down to just 96 entries with the following exception: ``` Traceback (most recent cal...
5,534
https://github.com/huggingface/datasets/issues/5532
train_test_split in arrow_dataset does not ensure to keep single classes in test set
[ "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...
### 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 ...
5,532
https://github.com/huggingface/datasets/issues/5531
Invalid Arrow data from JSONL
[]
This code fails: ```python from datasets import Dataset ds = Dataset.from_json(path_to_file) ds.data.validate() ``` raises ```python ArrowInvalid: Column 2: In chunk 1: Invalid: Struct child array #3 invalid: Invalid: Length spanned by list offsets (4064) larger than values array (length 4063) ``` This ...
5,531
https://github.com/huggingface/datasets/issues/5525
TypeError: Couldn't cast array of type string to null
[ "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...
### 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...
5,525
https://github.com/huggingface/datasets/issues/5523
Checking that split name is correct happens only after the data is downloaded
[]
### Describe the bug Verification of split names (=indexing data by split) happens after downloading the data. So when the split name is incorrect, users learn about that only after the data is fully downloaded, for large datasets it might take a lot of time. ### Steps to reproduce the bug Load any dataset with rand...
5,523
https://github.com/huggingface/datasets/issues/5520
ClassLabel.cast_storage raises TypeError when called on an empty IntegerArray
[]
### 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...
5,520
https://github.com/huggingface/datasets/issues/5517
`with_format("numpy")` silently downcasts float64 to float32 features
[ "Hi! This behavior stems from these lines:\r\n\r\nhttps://github.com/huggingface/datasets/blob/b065547654efa0ec633cf373ac1512884c68b2e1/src/datasets/formatting/np_formatter.py#L45-L46\r\n\r\nI agree we should preserve the original type whenever possible and downcast explicitly with a warning.\r\n\r\n@lhoestq Do you...
### Describe the bug When I create a dataset with a `float64` feature, then apply numpy formatting the returned numpy arrays are silently downcasted to `float32`. ### Steps to reproduce the bug ```python import datasets dataset = datasets.Dataset.from_dict({'a': [1.0, 2.0, 3.0]}).with_format("numpy") print(...
5,517
https://github.com/huggingface/datasets/issues/5514
Improve inconsistency of `Dataset.map` interface for `load_from_cache_file`
[ "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...
### 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_...
5,514
https://github.com/huggingface/datasets/issues/5513
Some functions use a param named `type` shouldn't that be avoided since it's a Python reserved name?
[ "Hi! Let's not do this - renaming it would be a breaking change, and going through the deprecation cycle is only worth it if it improves user experience.", "Hi @mariosasko, ok it makes sense. Anyway, don't you think it's worth it at some point to start a deprecation cycle e.g. `fs` in `load_from_disk`? It doesn't...
Hi @mariosasko, @lhoestq, or whoever reads this! :) After going through `ArrowDataset.set_format` I found out that the `type` param is actually named `type` which is a Python reserved name as you may already know, shouldn't that be renamed to `format_type` before the 3.0.0 is released? Just wanted to get your inp...
5,513
https://github.com/huggingface/datasets/issues/5511
Creating a dummy dataset from a bigger one
[ "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` :-) ", "Getting same error with latest ver...
### 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...
5,511
https://github.com/huggingface/datasets/issues/5508
Saving a dataset after setting format to torch doesn't work, but only if filtering
[ "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." ]
### 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 >> [.....
5,508
https://github.com/huggingface/datasets/issues/5507
Optimise behaviour in respect to indices mapping
[]
_Originally [posted](https://huggingface.slack.com/archives/C02V51Q3800/p1675443873878489?thread_ts=1675418893.373479&cid=C02V51Q3800) on Slack_ Considering all this, perhaps for Datasets 3.0, we can do the following: * [ ] have `continuous=True` by default in `.shard` (requested in the survey and makes more sense...
5,507
https://github.com/huggingface/datasets/issues/5506
IterableDataset and Dataset return different batch sizes when using Trainer with multiple GPUs
[ "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...
### 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...
5,506
https://github.com/huggingface/datasets/issues/5505
PyTorch BatchSampler still loads from Dataset one-by-one
[ "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...
### 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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https://github.com/huggingface/datasets/issues/5500
WMT19 custom download checksum error
[ "I update the `datatsets` version and it works." ]
### 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...
5,500
https://github.com/huggingface/datasets/issues/5499
`load_dataset` has ~4 seconds of overhead for cached data
[ "Hi ! To skip the verification step that checks if newer data exist, you can enable offline mode with `HF_DATASETS_OFFLINE=1`.\r\n\r\nAlthough I agree this step should be much faster for datasets hosted on the HF Hub - we could just compare the commit hash from the local data and the remote git repository. We're no...
### Feature request When loading a dataset that has been cached locally, the `load_dataset` function takes a lot longer than it should take to fetch the dataset from disk (or memory). This is particularly noticeable for smaller datasets. For example, wikitext-2, comparing `load_data` (once cached) and `load_from_disk...
5,499
https://github.com/huggingface/datasets/issues/5498
TypeError: 'bool' object is not iterable when filtering a datasets.arrow_dataset.Dataset
[ "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...
### 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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https://github.com/huggingface/datasets/issues/5496
Add a `reduce` method
[ "Hi! Sure, feel free to open a PR, so we can see the API you have in mind.", "I would like to give it a go! #self-assign", "Closing as `Dataset.map` can be used instead (see https://github.com/huggingface/datasets/pull/5533#issuecomment-1440571658 and https://github.com/huggingface/datasets/pull/5533#issuecomme...
### Feature request Right now the `Dataset` class implements `map()` and `filter()`, but leaves out the third functional idiom popular among Python users: `reduce`. ### Motivation A `reduce` method is often useful when calculating dataset statistics, for example, the occurrence of a particular n-gram or the average...
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https://github.com/huggingface/datasets/issues/5495
to_tf_dataset fails with datetime UTC columns even if not included in columns argument
[ "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...
### 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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https://github.com/huggingface/datasets/issues/5494
Update audio installation doc page
[ "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...
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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https://github.com/huggingface/datasets/issues/5492
Push_to_hub in a pull request
[ "Assigned to myself and will get to it in the next week, but if someone finds this issue annoying and wants to submit a PR before I do, just ping me here and I'll reassign :). ", "I would like to be assigned to this issue, @nateraw . #self-assign" ]
Right now `ds.push_to_hub()` can push a dataset on `main` or on a new branch with `branch=`, but there is no way to open a pull request. Even passing `branch=refs/pr/x` doesn't seem to work: it tries to create a branch with that name cc @nateraw It should be possible to tweak the use of `huggingface_hub` in `pus...
5,492
https://github.com/huggingface/datasets/issues/5488
Error loading MP3 files from CommonVoice
[ "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...
### 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...
5,488
https://github.com/huggingface/datasets/issues/5487
Incorrect filepath for dill module
[ "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...
### 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/...
5,487
https://github.com/huggingface/datasets/issues/5486
Adding `sep` to TextConfig
[ "Hi @omar-araboghli, thanks for your proposal.\r\n\r\nHave you tried to use \"csv\" loader instead of \"text\"? That already has a `sep` argument.", "Hi @albertvillanova, thanks for the quick response!\r\n\r\nIndeed, I have been trying to use `csv` instead of `text`. However I am still not able to define range of...
I have a local a `.txt` file that follows the `CONLL2003` format which I need to load using `load_script`. However, by using `sample_by='line'`, one can only split the dataset into lines without splitting each line into columns. Would it be reasonable to add a `sep` argument in combination with `sample_by='paragraph'` ...
5,486
https://github.com/huggingface/datasets/issues/5483
Unable to upload dataset
[ "Seems to work now, perhaps it was something internal with our university's network." ]
### 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...
5,483
https://github.com/huggingface/datasets/issues/5482
Reload features from Parquet metadata
[ "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_...
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...
5,482
https://github.com/huggingface/datasets/issues/5481
Load a cached dataset as iterable
[ "Can I work on this issue? I am pretty new to this.", "Hi ! Sure :) you can comment `#self-assign` to assign yourself to this issue.\r\n\r\nI can give you some pointers to get started:\r\n\r\n`load_dataset` works roughly this way:\r\n1. it instantiate a dataset builder using `load_dataset_builder()`\r\n2. the bui...
The idea would be to allow something like ```python ds = load_dataset("c4", "en", as_iterable=True) ``` To be used to train models. It would load an IterableDataset from the cached Arrow files. Cc @stas00 Edit : from the discussions we may load from cache when streaming=True
5,481
https://github.com/huggingface/datasets/issues/5479
audiofolder works on local env, but creates empty dataset in a remote one, what dependencies could I be missing/outdated
[]
### 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...
5,479
https://github.com/huggingface/datasets/issues/5477
Unpin sqlalchemy once issue is fixed
[ "@albertvillanova It looks like that issue has been fixed so I made a PR to unpin sqlalchemy! ", "The source issue:\r\n- https://github.com/pandas-dev/pandas/issues/40686\r\n\r\nhas been fixed:\r\n- https://github.com/pandas-dev/pandas/pull/48576\r\n\r\nThe fix was released yesterday (2023-04-03) only in `pandas-...
Once the source issue is fixed: - pandas-dev/pandas#51015 we should revert the pin introduced in: - #5476
5,477
https://github.com/huggingface/datasets/issues/5475
Dataset scan time is much slower than using native arrow
[ "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)...
### 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...
5,475