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https://api.github.com/repos/huggingface/datasets/issues/5669
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1,638,070,046
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5,669
Almost identical datasets, huge performance difference
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[ "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 `...
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NONE
### 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(...
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1,638,018,598
PR_kwDODunzps5MwuIp
5,668
Support for downloading only provided split
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_5668). All of your documentation changes will be reflected on that endpoint.", "My previous comment didn't create the retro-link in the PR. I write it here again.\r\n\r\nYou can check the context and the discussions we had abou...
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CONTRIBUTOR
We can pass split to `_split_generators()`. But I'm not sure if it's possible to solve cache issues, mostly with `dataset_info.json`
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Jax requires jaxlib
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[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
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MEMBER
close https://github.com/huggingface/datasets/issues/5666
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5,666
Support tensorflow 2.12.0 in CI
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MEMBER
Once we find out the root cause of: - #5663 we should revert the temporary pin on tensorflow introduced by: - #5664
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Feature request: IterableDataset.push_to_hub
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CONTRIBUTOR
### 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: `...
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5,664
Fix CI by temporarily pinning tensorflow < 2.12.0
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MEMBER
As a hotfix for our CI, temporarily pin `tensorflow` upper version: - In Python 3.10, tensorflow-2.12.0 also installs `jax` Fix #5663 Until root cause is fixed.
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CI is broken: ModuleNotFoundError: jax requires jaxlib to be installed
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MEMBER
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...
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5,662
Fix unnecessary dict comprehension
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[ "_The documentation is not available anymore as the PR was closed or merged._", "I am merging because the CI error is unrelated.", "<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 | re...
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MEMBER
After ruff-0.0.258 release, the C416 rule was updated with unnecessary dict comprehensions. See: - https://github.com/charliermarsh/ruff/releases/tag/v0.0.258 - https://github.com/charliermarsh/ruff/pull/3605 This PR fixes one unnecessary dict comprehension in our code: no need to unpack and re-pack the tuple valu...
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CI is broken: Unnecessary `dict` comprehension
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MEMBER
CI check_code_quality is broken: ``` src/datasets/arrow_dataset.py:3267:35: C416 [*] Unnecessary `dict` comprehension (rewrite using `dict()`) Found 1 error. ```
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integration with imbalanced-learn
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[ "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...
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NONE
### 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...
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[Audio] Soundfile/libsndfile requirements too stringent for decoding mp3 files
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[ "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...
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CONTRIBUTOR
### 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...
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docs: Update num_shards docs to mention num_proc on Dataset and DatasetDict
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[ "_The documentation is not available anymore as the PR was closed or merged._", "<details>\n<summary>Show benchmarks</summary>\n\nPyArrow==8.0.0\n\n<details>\n<summary>Show updated benchmarks!</summary>\n\n### Benchmark: benchmark_array_xd.json\n\n| metric | read_batch_formatted_as_numpy after write_array2d | rea...
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NONE
Closes #5653 @mariosasko
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Fix `fsspec.open` when using an HTTP proxy
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Most HTTP(S) downloads from this library support proxy automatically by reading the `HTTP_PROXY` environment variable (et al.) because `requests` is widely used. However, in some parts of the code, `fsspec` is used, which in turn uses `aiohttp` for HTTP(S) requests (as opposed to `requests`), which in turn doesn't supp...
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Improve features decoding in to_iterable_dataset
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MEMBER
Following discussion at https://github.com/huggingface/datasets/pull/5589 Right now `to_iterable_dataset` on images/audio hurts iterable dataset performance a lot (e.g. x4 slower because it encodes+decodes images/audios unnecessarily). I fixed it by providing a generator that yields undecoded examples
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Offset overflow when executing Dataset.map
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[ "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...
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NONE
### 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): ...
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Doc: save_to_disk, `num_proc` will affect `num_shards`, but it's not documented
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NONE
### 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://...
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