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5,963
Got an error _pickle.PicklingError use Dataset.from_spark.
python 3.9.2 Got an error _pickle.PicklingError use Dataset.from_spark. Did the dataset import load data from spark dataframe using multi-node Spark cluster df = spark.read.parquet(args.input_data).repartition(50) ds = Dataset.from_spark(df, keep_in_memory=True, cache_dir="...
[]
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false
[ "i got error using method from_spark when using multi-node Spark cluster. seems could only use \"from_spark\" in local?", "@lhoestq ", "cc @maddiedawson it looks like there an issue with `_validate_cache_dir` ?\r\n\r\nIt looks like the function passed to mapPartitions has a reference to the Spark dataset build...
5,962
Issue with train_test_split maintaining the same underlying PyArrow Table
### Describe the bug I've been using the train_test_split method in the datasets module to split my HuggingFace Dataset into separate training, validation, and testing subsets. However, I've noticed an issue where the split datasets appear to maintain the same underlying PyArrow Table. ### Steps to reproduce the bug ...
[]
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false
[]
5,961
IterableDataset: split by node and map may preprocess samples that will be skipped anyway
There are two ways an iterable dataset can be split by node: 1. if the number of shards is a factor of number of GPUs: in that case the shards are evenly distributed per GPU 2. otherwise, each GPU iterate on the data and at the end keeps 1 sample out of n(GPUs) - skipping the others. In case 2. it's ...
[]
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false
[ "Does \"number of shards\" refer to the total number of data?\r\n\r\nmy config:\r\nnproc_per_node=2\r\nds=ds['train'] = load_dataset(streaming=True).take(50000)\r\n\r\nI'm test again: in prepare_data(), data have the same for each GPU\r\n", "The number of shards is `ds.n_shards`. It corresponds generally to the ...
5,959
read metric glue.py from local file
### Describe the bug Currently, The server is off-line. I am using the glue metric from the local file downloaded from the hub. I download / cached datasets using `load_dataset('glue','sst2', cache_dir='/xxx')` to cache them and then in the off-line mode, I use `load_dataset('xxx/glue.py','sst2', cache_dir='/xxx'...
[]
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false
[ "Sorry, I solve this by call `evaluate.load('glue_metric.py','sst-2')`\r\n" ]
5,958
set dev version
null
[]
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true
[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5958). All of your documentation changes will be reflected on that endpoint.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchma...
5,957
Release: 2.13.0
null
[]
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true
[ "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_a...
5,956
Fix ArrowExamplesIterable.shard_data_sources
ArrowExamplesIterable.shard_data_sources was outdated I also fixed a warning message by not using format_type= in with_format()
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,955
Strange bug in loading local JSON files, using load_dataset
### Describe the bug I am using 'load_dataset 'loads a JSON file, but I found a strange bug: an error will be reported when the length of the JSON file exceeds 160000 (uncertain exact number). I have checked the data through the following code and there are no issues. So I cannot determine the true reason for this err...
[]
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false
[ "This is the actual error:\r\n```\r\nFailed to read file '/home/lakala/hjc/code/pycode/glm/temp.json' with error <class 'pyarrow.lib.ArrowInvalid'>: cannot mix list and non-list, non-null values\r\n```\r\nWhich means some samples are incorrectly formatted.\r\n\r\nPyArrow, a storage backend that we use under the hoo...
5,954
Better filenotfound for gated
close https://github.com/huggingface/datasets/issues/5953 <img width="1292" alt="image" src="https://github.com/huggingface/datasets/assets/42851186/270fe5bc-1739-4878-b7bc-ab6d35336d4d">
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,953
Bad error message when trying to download gated dataset
### Describe the bug When I attempt to download a model from the Hub that is gated without being logged in, I get a nice error message. E.g.: E.g. ```sh Repository Not Found for url: https://huggingface.co/api/models/DeepFloyd/IF-I-XL-v1.0. Please make sure you specified the correct `repo_id` and `repo_type`. I...
[]
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false
[ "cc @sanchit-gandhi @Vaibhavs10 @lhoestq - this is mainly for demos that use Common Voice datasets as done here: https://github.com/facebookresearch/fairseq/tree/main/examples/mms#-transformers\r\n", "Hi ! the error for me is\r\n\r\n```\r\nFileNotFoundError: Couldn't find a dataset script at /content/mozilla-foun...
5,952
Add Arrow builder docs
following https://github.com/huggingface/datasets/pull/5944
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,951
What is the Right way to use discofuse dataset??
[Click here for Dataset link](https://huggingface.co/datasets/discofuse/viewer/discofuse-wikipedia/train?row=6) **Below is the following way, as per my understanding , Is it correct :question: :question:** The **columns/features from `DiscoFuse dataset`** that will be the **input to the `encoder` and `decoder`** ar...
[]
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false
[ "Thanks for opening https://huggingface.co/datasets/discofuse/discussions/3, let's continue the discussion over there if you don't mind", "I have posted there also sir, please check\r\n@lhoestq" ]
5,950
Support for data with instance-wise dictionary as features
### Feature request I notice that when loading data instances with feature type of python dictionary, the dictionary keys would be broadcast so that every instance has the same set of keys. Please see an example in the Motivation section. It is possible to avoid this behavior, i.e., load dictionary features as it i...
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false
[ "Hi ! We use the Arrow columnar format under the hood, which doesn't support such dictionaries: each field must have a fixed type and exist in each sample.\r\n\r\nInstead you can restructure your data like\r\n```\r\n{\r\n \"index\": 0,\r\n \"keys\": [\"2 * x + y >= 3\"],\r\n \"values\": [[\"2 * x + y >= 3\...
5,949
Replace metadata utils with `huggingface_hub`'s RepoCard API
Use `huggingface_hub`'s RepoCard API instead of `DatasetMetadata` for modifying the card's YAML, and deprecate `datasets.utils.metadata` and `datasets.utils.readme`. After removing these modules, we can also delete `datasets.utils.resources` since the moon landing repo now stores its own version of these resources f...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,948
Fix sequence of array support for most dtype
Fixes #5936 Also, a related fix to #5927
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,947
Return the audio filename when decoding fails due to corrupt files
### Feature request Return the audio filename when the audio decoding fails. Although currently there are some checks for mp3 and opus formats with the library version there are still cases when the audio decoding could fail, eg. Corrupt file. ### Motivation When you try to load an object file dataset and the...
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[ "Hi ! The audio data don't always exist as files on disk - the blobs are often stored in the Arrow files. For now I'd suggest disabling decoding with `.cast_column(\"audio\", Audio(decode=False))` and apply your own decoding that handles corrupted files (maybe to filter them out ?)\r\n\r\ncc @sanchit-gandhi since i...
5,946
IndexError Not Solving -> IndexError: Invalid key: ?? is out of bounds for size 0 or ??
### Describe the bug in <cell line: 1>:1 │ │ │ │ /usr/local/lib/python3.10/dist-packages/transformers/trainer.py:1537 in train ...
[]
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false
[ "https://colab.research.google.com/#scrollTo=AQ_HCYruWIHU&fileId=https%3A//huggingface.co/dfurman/falcon-40b-chat-oasst1/blob/main/finetune_falcon40b_oasst1_with_bnb_peft.ipynb\r\n\r\nI ran the same administration exactly the same but got the same error", "Looks related to https://discuss.huggingface.co/t/indexer...
5,945
Failing to upload dataset to the hub
### Describe the bug Trying to upload a dataset of hundreds of thousands of audio samples (the total volume is not very large, 60 gb) to the hub with push_to_hub, it doesn't work. From time to time one piece of the data (parquet) gets pushed and then I get RemoteDisconnected even though my internet is stable. Please...
[]
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false
[ "Hi ! Feel free to re-run your code later, it will resume automatically where you left", "Tried many times in the last 2 weeks, problem remains.", "Alternatively you can save your dataset in parquet files locally and upload them to the hub manually\r\n\r\n```python\r\nfrom tqdm import tqdm\r\nnum_shards = 60\r\...
5,944
Arrow dataset builder to be able to load and stream Arrow datasets
This adds a Arrow dataset builder to be able to load and stream from already preprocessed Arrow files. It's related to https://github.com/huggingface/datasets/issues/3035
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "@lhoestq tips applied. Thanks for a review. :smile: It's a lot of fun to improve this project. ", "Let's add some documentation in a subsequent PR :)\r\n\r\nIn particular @mariosasko and I think it's important to note to users tha...
5,942
Pass datasets-cli additional args as kwargs to DatasetBuilder in `run_beam.py`
Hi, Following this <https://discuss.huggingface.co/t/how-to-preprocess-a-wikipedia-dataset-using-dataflowrunner/41991/3>, here is a simple PR to pass any additional args to datasets-cli as kwargs in the DatasetBuilder in `run_beam.py`. I also took the liberty to add missing setup steps to the `beam.mdx` docs in o...
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true
[]
5,941
Load Data Sets Too Slow In Train Seq2seq Model
### Describe the bug step 'Generating train split' in load_dataset is too slow: ![image](https://github.com/huggingface/datasets/assets/19569322/d9b08eee-95fe-4741-a346-b70416c948f8) ### Steps to reproduce the bug Data: own data,16K16B Mono wav Oficial Script:[ run_speech_recognition_seq2seq.py](https://github...
[]
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false
[ "Hi ! you can speed it up using multiprocessing by passing `num_proc=` to `load_dataset()`", "already did,but not useful for step Generating train split,it works in step \"Resolving data files\" & \"Downloading data files\" ", "@mariosasko some advice , thanks!", "I met the same problem, terrible experience...
5,990
Pushing a large dataset on the hub consistently hangs
### Describe the bug Once I have locally built a large dataset that I want to push to hub, I use the recommended approach of .push_to_hub to get the dataset on the hub, and after pushing a few shards, it consistently hangs. This has happened over 40 times over the past week, and despite my best efforts to try and catc...
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[ "Hi @AntreasAntoniou , sorry to know you are facing this issue. To help debugging it, could you tell me:\r\n- What is the total dataset size?\r\n- Is it always failing on the same shard or is the hanging problem happening randomly?\r\n- Were you able to save the dataset as parquet locally? This would help us determ...
5,939
.
null
[]
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false
[]
5,938
Make get_from_cache use custom temp filename that is locked
This PR ensures that the temporary filename created is the same as the one that is locked, while writing to the cache. This PR stops using `tempfile` to generate the temporary filename. Additionally, the behavior now is aligned for both `resume_download` `True` and `False`. Refactor temp_file_manager so that i...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,937
Avoid parallel redownload in cache
Avoid parallel redownload in cache by retrying inside the lock if path exists.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,936
Sequence of array not supported for most dtype
### Describe the bug Create a dataset composed of sequence of array fails for most dtypes (see code below). ### Steps to reproduce the bug ```python from datasets import Sequence, Array2D, Features, Dataset import numpy as np for dtype in [ "bool", # ok "int8", # failed "int16", # failed ...
[]
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false
[ "Related, `float16` is the only dtype not supported by `Array2D` (probably by every `ArrayND`):\r\n\r\n```python\r\nfrom datasets import Array2D, Features, Dataset\r\n\r\nimport numpy as np\r\n\r\nfor dtype in [\r\n \"bool\", # ok\r\n \"int8\", # ok\r\n \"int16\", # ok\r\n \"int32\", # ok\r\n \"i...
5,935
Better row group size in push_to_hub
This is a very simple change that improves `to_parquet` to use a more reasonable row group size for image and audio datasets. This is especially useful for `push_to_hub` and will provide a better experience with the dataset viewer on HF
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true
[ "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_a...
5,934
Modify levels of some logging messages
Some warning messages didn't quite sound like warnings so I modified their logging levels to info.
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true
[ "I've addressed this as part of #6019, so feel free to close this PR. ", "Thanks !" ]
5,933
Fix `to_numpy` when None values in the sequence
Closes #5927 I've realized that the error was overlooked during testing due to the presence of only one None value in the sequence. Unfortunately, it was the only case where the function works as expected. When the sequence contained more than one None value, the function failed. Consequently, I've updated the tests...
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true
[ "I just added the same test with dynamic shape", "_The documentation is not available anymore as the PR was closed or merged._", "Awesome ! I'm merging now if you don't mind :)\r\nWe should probably give you permissions to merge your own PRs when you have an approval", "<details>\n<summary>Show benchmarks</su...
5,932
[doc build] Use secrets
Companion pr to https://github.com/huggingface/doc-builder/pull/379
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true
[ "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_a...
5,931
`datasets.map` not reusing cached copy by default
### Describe the bug When I load the dataset from local directory, it's cached copy is picked up after first time. However, for `map` operation, the operation is applied again and cached copy is not picked up. Is there any way to pick cached copy instead of processing it again? The only solution I could think of was...
[]
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false
[ "This can happen when a map transform cannot be hashed deterministically (e.g., an object referenced by the transform changes its state after the first call - an issue with fast tokenizers). The solution is to provide `cache_file_name` in the `map` call to check this file for the cached result instead of relying on...
5,930
loading private custom dataset script - authentication error
### Describe the bug Train model with my custom dataset stored in HuggingFace and loaded with the loading script requires authentication but I am not sure how ? I am logged in in the terminal, in the browser. I receive this error: /python3.8/site-packages/datasets/utils/file_utils.py", line 566, in get_from...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "This issue seems to have been resolved, so I'm closing it." ]
5,929
Importing PyTorch reduces multiprocessing performance for map
### Describe the bug I noticed that the performance of my dataset preprocessing with `map(...,num_proc=32)` decreases when PyTorch is imported. ### Steps to reproduce the bug I created two example scripts to reproduce this behavior: ``` import datasets datasets.disable_caching() from datasets import Da...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "Hi! The times match when I run this code locally or on Colab.\r\n\r\nAlso, we use `multiprocess`, not `multiprocessing`, for parallelization, and torch's `__init__.py` (executed on `import torch` ) slightly modifies the latter.", "Hey Mariosasko,\r\n\r\nThanks for looking into it. We further did some investigati...
5,928
Fix link to quickstart docs in README.md
null
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,927
`IndexError` when indexing `Sequence` of `Array2D` with `None` values
### Describe the bug Having `None` values in a `Sequence` of `ArrayND` fails. ### Steps to reproduce the bug ```python from datasets import Array2D, Dataset, Features, Sequence data = [ [ [[0]], None, None, ] ] feature = Sequence(Array2D((1, 1), dtype="int64")) dataset =...
[]
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false
[ "Easy fix would be to add:\r\n\r\n```python\r\nnull_indices -= np.arange(len(null_indices))\r\n```\r\n\r\nbefore L279, but I'm not sure it's the most intuitive way to fix it.", "Same issue here:\r\n\r\nhttps://github.com/huggingface/datasets/blob/7fcbe5b1575c8d162b65b9397b3dfda995a4e048/src/datasets/features/feat...
5,926
Uncaught exception when generating the splits from a dataset that miss data
### Describe the bug Dataset https://huggingface.co/datasets/blog_authorship_corpus has an issue with its hosting platform, since https://drive.google.com/u/0/uc?id=1cGy4RNDV87ZHEXbiozABr9gsSrZpPaPz&export=download returns 404 error. But when trying to generate the split names, we get an exception which is now corr...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "Thanks for reporting, @severo.\r\n\r\nThis is a known issue with `fsspec`:\r\n- #5862\r\n- https://github.com/fsspec/filesystem_spec/issues/1265" ]
5,925
Breaking API change in datasets.list_datasets caused by change in HfApi.list_datasets
### Describe the bug Hi all, after an update of the `datasets` library, we observer crashes in our code. We relied on `datasets.list_datasets` returning a `list`. Now, after the API of the HfApi.list_datasets was changed and it returns a `list` instead of an `Iterable`, the `datasets.list_datasets` now sometimes re...
[]
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false
[]
5,924
Add parallel module using joblib for Spark
Discussion in https://github.com/huggingface/datasets/issues/5798
[]
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true
[ "Hi @lhoestq, I added the `parallel` part according to the discussion we had. Could you take a look to see if this is aligned with your proposal?\r\n\r\nMeanwhile I'm working on adding a `parallel_backend` parameter to `load_datasets` so that it can be used like:\r\n```python\r\nwith parallel_backend('spark', steps...
5,923
Cannot import datasets - ValueError: pyarrow.lib.IpcWriteOptions size changed, may indicate binary incompatibility
### Describe the bug When trying to import datasets, I get a pyarrow ValueError: Traceback (most recent call last): File "/Users/edward/test/test.py", line 1, in <module> import datasets File "/Users/edward/opt/anaconda3/envs/cs235/lib/python3.9/site-packages/datasets/__init__.py", line 43, in <module>...
[]
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false
[ "Based on https://github.com/rapidsai/cudf/issues/10187, this probably means your `pyarrow` installation is not compatible with `datasets`.\r\n\r\nCan you please execute the following commands in the terminal and paste the output here?\r\n```\r\nconda list | grep arrow\r\n``` \r\n```\r\npython -c \"import pyarrow; ...
5,922
Length of table does not accurately reflect the split
### Describe the bug I load a Huggingface Dataset and do `train_test_split`. I'm expecting the underlying table for the dataset to also be split, but it's not. ### Steps to reproduce the bug ![image](https://github.com/huggingface/datasets/assets/8068268/83e5768f-8b4c-422a-945c-832a7585afff) ### Expected behavior...
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false
[ "As already replied by @lhoestq (private channel):\r\n> `.train_test_split` (as well as `.shard`, `.select`) doesn't create a new arrow table to save time and disk space. Instead, it uses an indices mapping on top of the table that locate which examples are part of train or test.", "This is an optimization that w...
5,921
Fix streaming parquet with image feature in schema
It was not reading the feature type from the parquet arrow schema
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,920
Optimize IterableDataset.from_file using ArrowExamplesIterable
following https://github.com/huggingface/datasets/pull/5893
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,919
add support for storage_options for load_dataset API
to solve the issue in #5880 1. add s3 support in the link check step, previous we only check `http` and `https`, 2. change the parameter of `use_auth_token` to `download_config` to support both `storage_options` and `use_auth_token` parameter when trying to handle(list, open, read, etc,.) the remote files. 3...
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true
[ "hi @lhoestq,\r\nI saw some errors in my test and found all the failed reasons are `FileNotFoundError` about `test_load_streaming_private_dataset_with_zipped_data` and `test_load_dataset_private_zipped_images` in `test_load.py `, I run pytest on my own Wins and Ubuntu system all the test in `test_load.py ` are suc...
5,918
File not found for audio dataset
### Describe the bug After loading an audio dataset, and looking at a sample entry, the `path` element, which is supposed to be the path to the audio file, doesn't actually exist. ### Steps to reproduce the bug Run bug.py: ```py import os.path from datasets import load_dataset def run() -> None: cv1...
[]
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false
[ "load_dataset () did not work for loading local files either " ]
5,917
Refactor extensions
Related to: - #5850
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,916
Unpin responses
Fix #5906
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,915
Raise error in `DatasetBuilder.as_dataset` when `file_format` is not `"arrow"`
Raise an error in `DatasetBuilder.as_dataset` when `file_format != "arrow"` (and fix the docstring) Fix #5874
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,914
array is too big; `arr.size * arr.dtype.itemsize` is larger than the maximum possible size in Datasets
### Describe the bug When using the `filter` or `map` function to preprocess a dataset, a ValueError is encountered with the error message "array is too big; arr.size * arr.dtype.itemsize is larger than the maximum possible size." Detailed error message: Traceback (most recent call last): File "data_processing...
[]
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false
[]
5,913
I tried to load a custom dataset using the following statement: dataset = load_dataset('json', data_files=data_files). The dataset contains 50 million text-image pairs, but an error occurred.
### Describe the bug File "/home/kas/.conda/envs/diffusers/lib/python3.7/site-packages/datasets/builder.py", line 1858, in _prepare_split_single Downloading and preparing dataset json/default to /home/kas/diffusers/examples/dreambooth/cache_data/datasets/json/default-acf423d8c6ef99d0/0.0.0/e347ab1c932092252e717ff3f94...
[]
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false
[ "Thanks for reporting, @cjt222.\r\n\r\nWhat is the structure of your JSON files. Please note that it is normally simpler if the data file format is JSON-Lines instead. ", "> Thanks for reporting, @cjt222.\r\n> \r\n> What is the structure of your JSON files. Please note that it is normally simpler if the data file...
5,912
Missing elements in `map` a batched dataset
### Describe the bug As outlined [here](https://discuss.huggingface.co/t/length-error-using-map-with-datasets/40969/3?u=sachin), the following collate function drops 5 out of possible 6 elements in the batch (it is 6 because out of the eight, two are bad links in laion). A reproducible [kaggle kernel ](https://www.kag...
[]
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false
[ "Hi ! in your code batching is **only used within** `map`, to process examples in batch. The dataset itself however is not batched and returns elements one by one.\r\n\r\nTo iterate on batches, you can do\r\n```python\r\nfor batch in dataset.iter(batch_size=8):\r\n ...\r\n```" ]
5,910
Cannot use both set_format and set_transform
### Describe the bug I need to process some data using the set_transform method but I also need the data to be formatted for pytorch before processing it. I don't see anywhere in the documentation something that says that both methods cannot be used at the same time. ### Steps to reproduce the bug ``` from...
[]
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false
[ "Currently, it's not possible to chain `set_format`/`set_transform` calls (plus, this is a breaking change if we decide to implement it), so I see two possible solutions:\r\n* using `set_format`/`set_transform` for the 1st transform and then passing the transformed example/batch to the 2nd transform\r\n* implementi...
5,909
Use more efficient and idiomatic way to construct list.
Using `*` is ~2X faster according to [benchmark](https://colab.research.google.com/gist/ttsugriy/c964a2604edf70c41911b10335729b6a/for-vs-mult.ipynb) with just 4 patterns. This doesn't matter much since this tiny difference is not going to be noticeable, but why not?
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,908
Unbearably slow sorting on big mapped datasets
### Describe the bug For me, with ~40k lines, sorting took 3.5 seconds on a flattened dataset (including the flatten operation) and 22.7 seconds on a mapped dataset (right after sharding), which is about x5 slowdown. Moreover, it seems like it slows down exponentially with bigger datasets (wasn't able to sort 700k lin...
[]
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false
[ "Hi ! `shard` currently returns a slow dataset by default, with examples evenly distributed in the dataset.\r\n\r\nYou can get a fast dataset using `contiguous=True` (which should be the default imo):\r\n\r\n```python\r\ndataset = dataset.shard(10, 0, contiguous=True)\r\n```\r\n\r\nThis way you don't need to flatte...
5,907
Add `flatten_indices` to `DatasetDict`
Add `flatten_indices` to `DatasetDict` for convinience
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,906
Could you unpin responses version?
### Describe the bug Could you unpin [this](https://github.com/huggingface/datasets/blob/main/setup.py#L139) or move it to test requirements? This is a testing library and we also use it for our tests as well. We do not want to use a very outdated version. ### Steps to reproduce the bug could not install this librar...
[]
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false
[]
5,905
Offer an alternative to Iterable Dataset that allows lazy loading and processing while skipping batches efficiently
### Feature request I would like a way to resume training from a checkpoint without waiting for a very long time when using an iterable dataset. ### Motivation I am training models on the speech-recognition task. I have very large datasets that I can't comfortably store on a disk and also quite computationally...
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false
[ "We plan to improve this eventually (see https://github.com/huggingface/datasets/issues/5454 and https://github.com/huggingface/datasets/issues/5380).\r\n\r\n> Is it possible to lazily load samples of a mapped dataset ? I'm used to [dataset scripts](https://huggingface.co/docs/datasets/dataset_script), maybe someth...
5,904
Validate name parameter in make_file_instructions
Validate `name` parameter in `make_file_instructions`. This way users get more informative error messages, instead of: ```stacktrace .../huggingface/datasets/src/datasets/arrow_reader.py in make_file_instructions(name, split_infos, instruction, filetype_suffix, prefix_path) 110 name2len = {info.name: info...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,903
Relax `ci.yml` trigger for `pull_request` based on modified paths
## What's in this PR? As of a previous PR at #5902, I've seen that the CI was automatically trigger on any file, in that case when modifying a Jupyter Notebook (.ipynb), which IMO could be skipped, as the modification on the Jupyter Notebook has no effect/impact on the `ci.yml` outcome. So this PR controls the paths...
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true
[ "Also this could be extended to the rest of the GitHub Action `yml` files, so let me know whether you want me to have a look into it! 🤗", "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5903). All of your documentation changes will be reflected on that endpoint.", "Maybe ...
5,902
Fix `Overview.ipynb` & detach Jupyter Notebooks from `datasets` repository
## What's in this PR? This PR solves #5887 since there was a mismatch between the tokenizer and the model used, since the tokenizer was `bert-base-cased` while the model was `distilbert-base-case` both for the PyTorch and TensorFlow alternatives. Since DistilBERT doesn't use/need the `token_type_ids`, the `**batch` ...
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true
[ "Random fact: previous run was showing that the Hub was hosting 13336 datasets, while the most recent run shows 36662 👀🎉", "_The documentation is not available anymore as the PR was closed or merged._", "Thanks! \r\n\r\nHowever, I think we should stop linking this notebook and use the notebook version of the ...
5,901
Make prepare_split more robust if errors in metadata dataset_info splits
This PR uses `split_generator.split_info` as default value for `split_info` if any exception is raised while trying to get `split_generator.name` from `self.info.splits` (this may happen if there is any error in the metadata dataset_info splits). Please note that `split_info` is only used by the logger. Fix #5895...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,900
Fix minor typo in docs loading.mdx
Minor fix.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,899
canonicalize data dir in config ID hash
fixes #5871 The second commit is optional but improves readability.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,898
Loading The flores data set for specific language
### Describe the bug I am trying to load the Flores data set the code which is given is ``` from datasets import load_dataset dataset = load_dataset("facebook/flores") ``` This gives the error of config name ""ValueError: Config name is missing" Now if I add some config it gives me the some error ...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "got that the syntax is like this\r\n\r\ndataset = load_dataset(\"facebook/flores\", \"ace_Arab\")" ]
5,897
Fix `FixedSizeListArray` casting
Fix cast on sliced `FixedSizeListArray`s. Fix #5866
[]
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true
[ "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_a...
5,896
HuggingFace does not cache downloaded files aggressively/early enough
### Describe the bug I wrote the following script: ``` import datasets dataset = datasets.load.load_dataset("wikipedia", "20220301.en", split="train[:10000]") ``` I ran it and spent 90 minutes downloading a 20GB file. Then I saw: ``` Downloading: 100%|████████████████████████████████████████████████████...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "I also faced this. Any update?", "We've dropped the `apache-beam` dependency in https://huggingface.co/datasets/wikipedia/discussions/19, so you should no longer get this error." ]
5,895
The dir name and split strings are confused when loading ArmelR/stack-exchange-instruction dataset
### Describe the bug When I load the ArmelR/stack-exchange-instruction dataset, I encounter a bug that may be raised by confusing the dir name string and the split string about the dataset. When I use the script "datasets.load_dataset('ArmelR/stack-exchange-instruction', data_dir="data/finetune", split="train", ...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "Thanks for reporting, @DongHande.\r\n\r\nI think the issue is caused by the metadata in the dataset card: in the header of the `README.md`, they state that the dataset has 4 splits (\"finetune\", \"reward\", \"rl\", \"evaluation\"). \r\n```yaml\r\n splits:\r\n - name: finetune\r\n num_bytes: 6674567576\r\...
5,894
Force overwrite existing filesystem protocol
Fix #5876
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,893
Load cached dataset as iterable
To be used to train models it allows to load an IterableDataset from the cached Arrow file. See https://github.com/huggingface/datasets/issues/5481
[]
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true
[ "@lhoestq Could you please look into that and review?", "_The documentation is not available anymore as the PR was closed or merged._", "@lhoestq I refactored the code. Could you please check is it what you requested?", "@lhoestq Thanks for a review. Excellent tips. All tips applied. ", "I think there is j...
5,892
User access requests with manual review do not notify the dataset owner
### Describe the bug When a user access requests are enabled, and new requests are set to Manual Review, the dataset owner should be notified of the pending requests. However, instead, currently nothing happens, and so the dataset request can go unanswered for quite some time until the owner happens to check that part...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "cc @SBrandeis", "I think this has been addressed.\r\n\r\nPlease open a new issue if you are still not getting notified." ]
5,891
Make split slicing consistent with list slicing
Fix #1774, fix #5875
[]
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true
[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5891). All of your documentation changes will be reflected on that endpoint.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchma...
5,889
Token Alignment for input and output data over train and test batch/dataset.
`data` > DatasetDict({ train: Dataset({ features: ['input', 'output'], num_rows: 4500 }) test: Dataset({ features: ['input', 'output'], num_rows: 500 }) }) **# input (in-correct sentence)** `data['train'][0]['input']` **>>** 'We are meet sunday 10am12pmET i...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[]
5,887
HuggingsFace dataset example give error
### Describe the bug ![image](https://github.com/huggingface/datasets/assets/1328316/1f4f0086-3db9-4c79-906b-05a375357cce) ![image](https://github.com/huggingface/datasets/assets/1328316/733ebd3d-89b9-4ece-b80a-00ab5b0a4122) ### Steps to reproduce the bug Use link as reference document written https://c...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "Nice catch @donhuvy, that's because some models don't need the `token_type_ids`, as in this case, as the example is using `distilbert-base-cased`, and according to the DistilBert documentation at https://huggingface.co/transformers/v3.0.2/model_doc/distilbert.html, `DistilBert doesn’t have token_type_ids, you don’...
5,886
Use work-stealing algorithm when parallel computing
### Feature request when i used Dataset.map api to process data concurrently, i found that it gets slower and slower as it gets closer to completion. Then i read the source code of arrow_dataset.py and found that it shard the dataset and use multiprocessing pool to execute each shard.It may cause the slowest task ...
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false
[ "Alternatively we could set the number of shards to be a factor than the number of processes (current they're equal) - this way it will be less likely to end up with a shard that is significantly slower than all the other ones." ]
5,885
Modify `is_remote_filesystem` to return True for FUSE-mounted paths
null
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true
[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5885). All of your documentation changes will be reflected on that endpoint.", "@lhoestq would you or another maintainer be able to review please? :)", "Why you do need to support FUSE mounted paths ?\r\n\r\n`datasets` uses d...
5,888
A way to upload and visualize .mp4 files (millions of them) as part of a dataset
**Is your feature request related to a problem? Please describe.** I recently chose to use huggingface hub as the home for a large multi modal dataset I've been building. https://huggingface.co/datasets/Antreas/TALI It combines images, text, audio and video. Now, I could very easily upload a dataset made via datase...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "Hi! \r\n\r\nYou want to use `push_to_hub` (creates Parquet files) instead of `save_to_disk` (creates Arrow files) when creating a Hub dataset. Parquet is designed for long-term storage and takes less space than the Arrow format, and, most importantly, `load_dataset` can parse it, which should fix the viewer. \r\n\...
5,884
`Dataset.to_tf_dataset` fails when strings cannot be encoded as `np.bytes_`
### Describe the bug When loading any dataset that contains a column with strings that are not ASCII-compatible, looping over those records raises the following exception e.g. for `é` character `UnicodeEncodeError: 'ascii' codec can't encode character '\xe9' in position 0: ordinal not in range(128)`. ### Steps to rep...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "May eventually be solved in #5883 ", "#self-assign" ]
5,883
Fix string-encoding, make `batch_size` optional, and minor improvements in `Dataset.to_tf_dataset`
## What's in this PR? This PR addresses some minor fixes and general improvements in the `to_tf_dataset` method of `datasets.Dataset`, to convert a 🤗HuggingFace Dataset as a TensorFlow Dataset. The main bug solved in this PR comes with the string-encoding, since for safety purposes the internal conversion of `nu...
[]
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "To showcase the current issue, here's a Colab Gist, that shows that the `imdb` dataset cannot be read/iterated, since one or more samples contain a non-ascii character that is being converted to `numpy.bytes_`, and so on fails.\r\n\r...
5,881
Split dataset by node: index error when sharding iterable dataset
### Describe the bug Context: we're splitting an iterable dataset by node and then passing it to a torch data loader with multiple workers When we iterate over it for 5 steps, we don't get an error When we instead iterate over it for 8 steps, we get an `IndexError` when fetching the data if we have too many wo...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "cc @lhoestq in case you have any ideas here! Might need a multi-host set-up to debug (can give you access to a JAX one if you need)", "I am also facing the same problem. Could you let me know if you found a solution for this?", "I couldn't reproduce with the latest version of `datasets` 2.16.1, can you update ...
5,880
load_dataset from s3 file system through streaming can't not iterate data
### Describe the bug I have a JSON file in my s3 file system(minio), I can use load_dataset to get the file link, but I can't iterate it <img width="816" alt="image" src="https://github.com/huggingface/datasets/assets/59083384/cc0778d3-36f3-45b5-ac68-4e7c664c2ed0"> <img width="1144" alt="image" src="https://github.c...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "This sounds related to #5281.\r\n\r\nCan you try passing `storage_options=s3_client.storage_options` instead passing it to `use_auth_token=` ?", "I tried `storage_options` before, but it doesn't work, I checked our source code and I found that we even didn't pass this parameter to the following process. if I use...
5,878
Prefetching for IterableDataset
### Feature request Add support for prefetching the next n batches through iterabledataset to reduce batch loading bottleneck in training loop. ### Motivation The primary motivation behind this is to use hardware accelerators alongside a streaming dataset. This is required when you are in a low ram or low disk...
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false
[ "Very cool! Do you have a link to the code that you're using to eagerly fetch the data? Would also be interested in hacking around something here for pre-fetching iterable datasets", "I ended up just switching back to the pytorch dataloader and using it's multiprocessing functionality to handle this :(. I'm just ...
5,877
Request for text deduplication feature
### Feature request It would be great if there would be support for high performance, highly scalable text deduplication algorithms as part of the datasets library. ### Motivation Motivated by this blog post https://huggingface.co/blog/dedup and this library https://github.com/google-research/deduplicate-text-datase...
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false
[ "The \"exact match\" deduplication will be possible when we resolve https://github.com/huggingface/datasets/issues/2514 (first, https://github.com/apache/arrow/issues/30950 needs to be addressed on the Arrow side). In the meantime, you can use Polars or DuckDB (e.g., via [datasets-sql](https://github.com/mariosasko...
5,876
Incompatibility with DataLab
### Describe the bug Hello, I am currently working on a project where both [DataLab](https://github.com/ExpressAI/DataLab) and [datasets](https://github.com/huggingface/datasets) are subdependencies. I noticed that I cannot import both libraries, as they both register FileSystems in `fsspec`, expecting the FileSyste...
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false
[ "Indeed, `clobber=True` (with a warning if the existing protocol will be overwritten) should fix the issue, but maybe a better solution is to register our compression filesystem before the script is executed and unregister them afterward. WDYT @lhoestq @albertvillanova?", "I think we should use clobber and show a...
5,875
Why split slicing doesn't behave like list slicing ?
### Describe the bug If I want to get the first 10 samples of my dataset, I can do : ``` ds = datasets.load_dataset('mnist', split='train[:10]') ``` But if I exceed the number of samples in the dataset, an exception is raised : ``` ds = datasets.load_dataset('mnist', split='train[:999999999]') ``` > V...
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{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "A duplicate of https://github.com/huggingface/datasets/issues/1774" ]
5,874
Using as_dataset on a "parquet" builder
### Describe the bug I used a custom builder to ``download_and_prepare`` a dataset. The first (very minor) issue is that the doc seems to suggest ``download_and_prepare`` will return the dataset, while it does not ([builder.py](https://github.com/huggingface/datasets/blob/main/src/datasets/builder.py#L718-L738)). ```...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "Hi! You can refer to [this doc](https://huggingface.co/docs/datasets/filesystems#load-and-save-your-datasets-using-your-cloud-storage-filesystem) to see the intended usage (basically, it skips the Arrow -> Parquet conversion step in `ds = load_dataset(...); ds.to_parquet(\"path/to/parquet\")`) and allows writing P...
5,873
Allow setting the environment variable for the lock file path
### Feature request Add an environment variable to replace the default lock file path. ### Motivation Usually, dataset path is a read-only path while the lock file needs to be modified each time. It would be convenient if the path can be reset individually. ### Your contribution ```/src/datasets/utils/fi...
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false
[]
5,872
Fix infer module for uppercase extensions
Fix the `infer_module_for_data_files` and `infer_module_for_data_files_in_archives` functions when passed a data file name with uppercase extension, e.g. `filename.TXT`. Before, `None` module was returned.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,871
data configuration hash suffix depends on uncanonicalized data_dir
### Describe the bug I am working with the `recipe_nlg` dataset, which requires manual download. Once it's downloaded, I've noticed that the hash in the custom data configuration is different if I add a trailing `/` to my `data_dir`. It took me a while to notice that the hashes were different, and to understand that...
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{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "It could even use `os.path.realpath` to resolve symlinks.", "Indeed, it makes sense to normalize `data_dir`. Feel free to submit a PR (this can be \"fixed\" [here](https://github.com/huggingface/datasets/blob/89f775226321ba94e5bf4670a323c0fb44f5f65c/src/datasets/builder.py#L173))", "#self-assign" ]
5,870
Behaviour difference between datasets.map and IterableDatasets.map
### Describe the bug All the examples in all the docs mentioned throughout huggingface datasets correspond to datasets object, and not IterableDatasets object. At one point of time, they might have been in sync, but the code for datasets version >=2.9.0 is very different as compared to the docs. I basically need to ...
[]
{ "url": null, "html_url": null, "diff_url": null, "patch_url": null, "merged_at": null }
false
[ "PS - some work is definitely needed for 'special cases' docs, not explanations, just usages of 'functions' under mixture of special cases, like a combination of custom databuilder + iterable dataset for large size + dynamic .map() application." ]
5,869
Image Encoding Issue when submitting a Parquet Dataset
### Describe the bug Hello, I'd like to report an issue related to pushing a dataset represented as a Parquet file to a dataset repository using Dask. Here are the details: We attempted to load an example dataset in Parquet format from the Hugging Face (HF) filesystem using Dask with the following code snippet...
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[ "Hi @PhilippeMoussalli thanks for opening a detailed issue. It seems the issue is more related to the `datasets` library so I'll ping @lhoestq @mariosasko on this one :) \n\n(edit: also can one of you move the issue to the datasets repo? Thanks in advance 🙏)", "Hi ! The `Image()` info is stored in the **schema m...
5,868
Is it possible to change a cached file and 're-cache' it instead of re-generating?
### Feature request Hi, I have a huge cached file using `map`(over 500GB), and I want to change an attribution of each element, is there possible to do it using some method instead of re-generating, because `map` takes over 24 hours ### Motivation For large datasets, I think it is very important because we always f...
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false
[ "Arrow files/primitives (tables and arrays) are immutable, so re-generating them is the only option, I'm afraid.", "> \r\n\r\nGot it, thanks for your reply" ]
5,867
Add logic for hashing modules/functions optimized with `torch.compile`
Fix https://github.com/huggingface/datasets/issues/5839 PS: The `Pickler.save` method is becoming a bit messy, so I plan to refactor the pickler a bit at some point.
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true
[ "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | read_batch_formatted_as_numpy after write_flattened_sequence | read_batch_formatted_a...
5,866
Issue with Sequence features
### Describe the bug Sequences features sometimes causes errors when the specified length is not -1 ### Steps to reproduce the bug ```python import numpy as np from datasets import Features, ClassLabel, Sequence, Value, Dataset feats = Features(**{'target': ClassLabel(names=[0, 1]),'x': Sequence(feature=Va...
[]
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false
[ "Thanks for reporting! I've opened a PR with a fix." ]
5,865
Deprecate task api
The task API is not well adopted in the ecosystem, so this PR deprecates it. The `train_eval_index` is a newer, more flexible solution that should be used instead (I think?). These are the projects that still use the task API : * the image classification example in Transformers: [here](https://github.com/huggingfac...
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "If it's easy to keep supporting it we can keep it no ? There are many datasets on the hub that implement the tasks templates in dataset scripts and it's maybe easier to keep task templates than opening PRs to those datasets.", "do ...
5,864
Slow iteration over Torch tensors
### Describe the bug I have a problem related to this [issue](https://github.com/huggingface/datasets/issues/5841): I get a way slower iteration when using a Torch dataloader if I use vanilla Numpy tensors or if I first apply a ToTensor transform to the input. In particular, it takes 5 seconds to iterate over the vani...
[]
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false
[ "I am highly interested performance of dataset so I ran your example as a curious user.\r\n```python\r\ntrain_dataset.cast_column(\"x\", Array3D(shape=img_shape, dtype=\"float32\"))\r\n```\r\nhave return values and \"x\" is a new column, it shoulde be\r\n```python\r\nds=train_dataset.cast_column(\"img\", Array3D(sh...
5,863
Use a new low-memory approach for tf dataset index shuffling
This PR tries out a new approach to generating the index tensor in `to_tf_dataset`, which should reduce memory usage for very large datasets. I'll need to do some testing before merging it! Fixes #5855
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true
[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5863). All of your documentation changes will be reflected on that endpoint.", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchma...
5,862
IndexError: list index out of range with data hosted on Zenodo
The dataset viewer sometimes raises an `IndexError`: ``` IndexError: list index out of range ``` See: - huggingface/datasets-server#1151 - https://huggingface.co/datasets/reddit/discussions/5 - huggingface/datasets-server#1118 - https://huggingface.co/datasets/krr-oxford/OntoLAMA/discussions/1 - https://hu...
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[ "This error is also raised when data is hosted on Google Drive:\r\n- https://huggingface.co/datasets/docred/discussions/5\r\n- https://huggingface.co/datasets/linnaeus/discussions/3\r\n- https://huggingface.co/datasets/poleval2019_mt/discussions/3\r\n- https://huggingface.co/datasets/reddit_tifu/discussions/2\r\n- ...
5,861
Better error message when combining dataset dicts instead of datasets
close https://github.com/huggingface/datasets/issues/5851
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,860
Minor tqdm optim
Don't create a tqdm progress bar when `disable_tqdm` is passed to `map_nested`. On my side it sped up some iterable datasets by ~30% when `map_nested` is used extensively to recursively tensorize python dicts.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
5,859
Raise TypeError when indexing a dataset with bool
Fix #5858.
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true
[ "_The documentation is not available anymore as the PR was closed or merged._", "@lhoestq any idea why this only fails (CI integration fails are unrelated) in \"Build PR Documentation / build / build_pr_documentation\" (which uses Python 3.8), with message:\r\n```\r\nTypeError: Type subscription requires python >...
5,858
Throw an error when dataset improperly indexed
### Describe the bug Pandas-style subset indexing on dataset does not throw an error, when maybe it should. Instead returns the first instance of the dataset regardless of index condition. ### Steps to reproduce the bug Steps to reproduce the behavior: 1. `squad = datasets.load_dataset("squad_v2", split="validati...
[]
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false
[ "Thanks for reporting, @sarahwie.\r\n\r\nPlease note that in `datasets` we do not have vectorized operation like `pandas`. Therefore, your equality comparisons above are `False`:\r\n- For example: `squad['question']` returns a `list`, and this list is not equal to `\"Who was the Norse leader?\"`\r\n\r\nThe `False` ...