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concatenate_datasets for iterable datasets
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MEMBER
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Currently `concatenate_datasets` only works for map-style `Dataset`. It would be nice to have it work for `IterableDataset` objects as well. It would simply chain the iterables of the iterable datasets.
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interleave_datasets for map-style datasets
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MEMBER
null
Currently the `interleave_datasets` functions only works for `IterableDataset`. Let's make it work for map-style `Dataset` objects as well. It would work the same way: either alternate between the datasets in order or randomly given probabilities specified by the user.
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Minor fix in loading metrics docs
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MEMBER
null
Make some minor fixes in "Loading metrics" docs.
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Existing cache for local dataset builder file updates is ignored with `ignore_verifications=True`
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[ "Hi ! I just tried to reproduce what you said:\r\n- create a local builder class\r\n- use `load_dataset`\r\n- update the builder class code\r\n- use `load_dataset` again (with or without `ignore_verifications=True`)\r\nAnd it creates a new cache, as expected.\r\n\r\nWhat modifications did you do to your builder's c...
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NONE
null
## Describe the bug If i have local file defining a dataset builder class and I load it using `load_dataset` functionality, the existing cache is ignored whenever the file is update even with `ignore_verifications=True`. This slows down debugging and cache generator for very large datasets. ## Steps to reproduce th...
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fix Dataset.map when num_procs > num rows
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[ "Hi ! Thanks for fixing this :)\r\n\r\nLooks like you have tons of changes due to code formatting.\r\nWe're using `black` for this, with a custom line length. To run our code formatting, you just need to run\r\n```\r\nmake style\r\n```\r\n\r\nThen for the windows error in the CI, I'm looking into it. It's probably ...
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closes #2470 ## Testing notes To run updated tests: ```sh pytest tests/test_arrow_dataset.py -k "BaseDatasetTest and test_map_multiprocessing" -s ``` With Python code (to view warning): ```python from datasets import Dataset dataset = Dataset.from_dict({"x": ["sample"]}) print(len(dataset)) dataset.map...
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Memory usage consistently increases when processing a dataset with `.map`
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[ "Hi ! Can you share the function you pass to `map` ?\r\nI know you mentioned it would be hard to share some code but this would really help to understand what happened" ]
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## Describe the bug I have a HF dataset with image paths stored in it and I am trying to load those image paths using `.map` with `num_proc=80`. I am noticing that the memory usage consistently keeps on increasing with time. I tried using `DEFAULT_WRITER_BATCH_SIZE=10` in the builder to decrease arrow writer's batch...
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Update: WebNLG - update checksums
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MEMBER
null
The master branch changed so I computed the new checksums. I also pinned a specific revision so that it doesn't happen again in the future. Fix https://github.com/huggingface/datasets/issues/2553
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Fix `fever` keys
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MEMBER
null
The keys has duplicates since they were reset to 0 after each file. I fixed it by taking into account the file index as well.
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Better DuplicateKeysError error to help the user debug the issue
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MEMBER
null
As mentioned in https://github.com/huggingface/datasets/issues/2552 it would be nice to improve the error message when a dataset fails to build because there are duplicate example keys. The current one is ```python datasets.keyhash.DuplicatedKeysError: FAILURE TO GENERATE DATASET ! Found duplicate Key: 48 Keys s...
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Fix code_search_net keys
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[ "Fix #2552." ]
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MEMBER
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There were duplicate keys in the `code_search_net` dataset, as reported in https://github.com/huggingface/datasets/issues/2552 I fixed the keys (it was an addition of the file and row indices, which was causing collisions) Fix #2552.
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Multilabel metrics not supported
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[ "Hi @GuillemGSubies, thanks for reporting.\r\n\r\nI have made a PR to fix this issue and allow metrics to be computed also for multilabel classification problems.", "Looks nice, thank you very much! 🚀 ", "Sorry for reopening but I just noticed that the `_compute` method for the F1 metric is still not good enou...
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When I try to use a metric like F1 macro I get the following error: ``` TypeError: int() argument must be a string, a bytes-like object or a number, not 'list' ``` There is an explicit casting here: https://github.com/huggingface/datasets/blob/fc79f61cbbcfa0e8c68b28c0a8257f17e768a075/src/datasets/features.py#L...
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load_dataset("web_nlg") NonMatchingChecksumError
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[ "Hi ! Thanks for reporting. This is due to the WebNLG repository that got updated today.\r\nI just pushed a fix at #2558 - this shouldn't happen anymore in the future.", "This is fixed on `master` now :)\r\nWe'll do a new release soon !" ]
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Hi! It seems the WebNLG dataset gives a NonMatchingChecksumError. ## Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset('web_nlg', name="release_v3.0_en", split="dev") ``` Gives ``` NonMatchingChecksumError: Checksums didn't match for dataset source files: ['h...
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Keys should be unique error on code_search_net
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[ "Two questions:\r\n- with `datasets-cli env` we don't have any information on the dataset script version used. Should we give access to this somehow? Either as a note in the Error message or as an argument with the name of the dataset to `datasets-cli env`?\r\n- I don't really understand why the id is duplicated in...
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MEMBER
null
## Describe the bug Loading `code_search_net` seems not possible at the moment. ## Steps to reproduce the bug ```python >>> load_dataset('code_search_net') Downloading: 8.50kB [00:00, 3.09MB/s] ...
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Fix FileSystems documentation
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CONTRIBUTOR
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### What this fixes: This PR resolves several issues I discovered in the documentation on the `datasets.filesystems` module ([this page](https://huggingface.co/docs/datasets/filesystems.html)). ### What were the issues? When I originally tried implementing the code examples I faced several bugs attributed to: -...
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Allow for incremental cumulative metric updates in a distributed setup
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CONTRIBUTOR
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Currently, using a metric allows for one of the following: - Per example/batch metrics - Cumulative metrics over the whole data What I'd like is to have an efficient way to get cumulative metrics over the examples/batches added so far, in order to display it as part of the progress bar during training/evaluation. ...
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Handling unlabeled datasets
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[ "Hi @nelson-liu,\r\n\r\nYou can pass the parameter `features` to `load_dataset`: https://huggingface.co/docs/datasets/_modules/datasets/load.html#load_dataset\r\n\r\nIf you look at the code of the MNLI script you referred in your question (https://github.com/huggingface/datasets/blob/master/datasets/multi_nli/multi...
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Hi! Is there a way for datasets to produce unlabeled instances (e.g., the `ClassLabel` can be nullable). For example, I want to use the MNLI dataset reader ( https://github.com/huggingface/datasets/blob/master/datasets/multi_nli/multi_nli.py ) on a file that doesn't have the `gold_label` field. I tried setting `"...
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Field order issue in loading json
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[ "Hi @luyug, thanks for reporting.\r\n\r\nThe good news is that we fixed this issue only 9 days ago: #2507.\r\n\r\nThe patch is already in the master branch of our repository and it will be included in our next `datasets` release version 1.9.0.\r\n\r\nFeel free to reopen the issue if the problem persists." ]
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## Describe the bug The `load_dataset` function expects columns in alphabetical order when loading json files. Similar bug was previously reported for csv in #623 and fixed in #684. ## Steps to reproduce the bug For a json file `j.json`, ``` {"c":321, "a": 1, "b": 2} ``` Running the following, ``` f= data...
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Dataset load_from_disk is too slow
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[ "Hi ! It looks like an issue with the virtual disk you are using.\r\n\r\nWe load datasets using memory mapping. In general it makes it possible to load very big files instantaneously since it doesn't have to read the file (it just assigns virtual memory to the file on disk).\r\nHowever there happens to be issues wi...
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@lhoestq ## Describe the bug It's not normal that I have to wait 7-8 hours for a dataset to be loaded from disk, as there are no preprocessing steps, it's only loading it with load_from_disk. I have 96 cpus, however only 1 is used for this, which is inefficient. Moreover, its usage is at 1%... This is happening in t...
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Add license to the Cambridge English Write & Improve + LOCNESS dataset card
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As noticed in https://github.com/huggingface/datasets/pull/2539, the licensing information was missing for this dataset. I added it and I also filled a few other empty sections.
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Fix DuplicatedKeysError in drop dataset
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Close #2542. cc: @VictorSanh.
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Fix logging levels
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Sometimes default `datasets` logging can be too verbose. One approach could be reducing some logging levels, from info to debug, or from warning to info. Close #2543. cc: @stas00
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switching some low-level log.info's to log.debug?
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[ "Hi @stas00, thanks for pointing out this issue with logging.\r\n\r\nI agree that `datasets` can sometimes be too verbose... I can create a PR and we could discuss there the choice of the log levels for different parts of the code." ]
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In https://github.com/huggingface/transformers/pull/12276 we are now changing the examples to have `datasets` on the same log level as `transformers`, so that one setting can do a consistent logging across all involved components. The trouble is that now we get a ton of these: ``` 06/23/2021 12:15:31 - INFO - da...
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`datasets.keyhash.DuplicatedKeysError` for `drop` and `adversarial_qa/adversarialQA`
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[ "very much related: https://github.com/huggingface/datasets/pull/2333", "Hi @VictorSanh, thank you for reporting this issue with duplicated keys.\r\n\r\n- The issue with \"adversarial_qa\" was fixed 23 days ago: #2433. Current version of `datasets` (1.8.0) includes the patch.\r\n- I am investigating the issue wit...
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## Describe the bug Failure to generate the datasets (`drop` and subset `adversarialQA` from `adversarial_qa`) because of duplicate keys. ## Steps to reproduce the bug ```python from datasets import load_dataset load_dataset("drop") load_dataset("adversarial_qa", "adversarialQA") ``` ## Expected results Th...
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update discofuse link cc @ekQ
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[ "The CI is failing because the dataset tags for `discofuse` are missing. I'm merging this PR since this is unrelated to this PR, but feel free to open another PR to add the tags here if you have some time:\r\n\r\nhttps://github.com/huggingface/datasets/blob/19408f9fab85c79b966085574cd2da3b90959179/datasets/discofus...
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Updating the discofuse link: https://github.com/google-research-datasets/discofuse/commit/fd4b120cb3dd19a417e7f3b5432010b574b5eeee
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Remove task templates if required features are removed during `Dataset.map`
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This PR fixes a bug reported by @craffel where removing a dataset's columns during `Dataset.map` triggered a `KeyError` because the `TextClassification` template tried to access the removed columns during `DatasetInfo.__post_init__`: ```python from datasets import load_dataset # `yelp_polarity` comes with a `Tex...
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remove wi_locness dataset due to licensing issues
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[ "Hi ! I'm sorry to hear that.\r\nThough we are not redistributing the dataset, we just provide a python script that downloads and process the dataset from its original source hosted at https://www.cl.cam.ac.uk\r\n\r\nTherefore I'm not sure what's the issue with licensing. What do you mean exactly ?", "I think tha...
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CONTRIBUTOR
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It was brought to my attention that this dataset's license is not only missing, but also prohibits redistribution. I contacted the original author to apologize for this oversight and asked if we could still use it, but unfortunately we can't and the author kindly asked to take down this dataset.
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Loading partial dataset when debugging
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[ "Hi ! `load_dataset` downloads the full dataset once and caches it, so that subsequent calls to `load_dataset` just reloads the dataset from your disk.\r\nThen when you specify a `split` in `load_dataset`, it will just load the requested split from the disk. If your specified split is a sliced split (e.g. `\"train[...
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NONE
null
I am using PyTorch Lightning along with datasets (thanks for so many datasets already prepared and the great splits). Every time I execute load_dataset for the imdb dataset it takes some time even if I specify a split involving very few samples. I guess this due to hashing as per the other issues. Is there a wa...
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Add Parquet loader + from_parquet and to_parquet
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[ "`pyarrow` 1.0.0 doesn't support some types in parquet, we'll have to bump its minimum version.\r\n\r\nAlso I still need to add dummy data to test the parquet builder.", "I had to bump the minimum pyarrow version to 3.0.0 to properly support parquet.\r\n\r\nEverything is ready for review now :)\r\nI reused pretty...
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MEMBER
null
Continuation of #2247 I added a "parquet" dataset builder, as well as the methods `Dataset.from_parquet` and `Dataset.to_parquet`. As usual, the data are converted to arrow in a batched way to avoid loading everything in memory.
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Use `Audio` features for `AutomaticSpeechRecognition` task template
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[ "I'm just retaking and working on #2324. 😉 " ]
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In #2533 we added a task template for speech recognition that relies on the file paths to the audio files. As pointed out by @SBrandeis this is brittle as it doesn't port easily across different OS'. The solution is to use dedicated `Audio` features when casting the dataset. These features are not yet available in ...
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Improve Features docs
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MEMBER
null
- Fix rendering and cross-references in Features docs - Add docstrings to Features methods
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Sync with transformers disabling NOTSET
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[ "Nice thanks ! I think there are other places with\r\n```python\r\nnot_verbose = bool(logger.getEffectiveLevel() > WARNING)\r\n```\r\n\r\nCould you replace them as well ?", "Sure @lhoestq! I was not sure if this change should only be circumscribed to `http_get`..." ]
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MEMBER
null
Close #2528.
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Add task template for automatic speech recognition
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[ "@SBrandeis @lhoestq i've integrated your suggestions, so this is ready for another review :)", "Merging if it's good for you @lewtun :)" ]
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MEMBER
null
This PR adds a task template for automatic speech recognition. In this task, the input is a path to an audio file which the model consumes to produce a transcription. Usage: ```python from datasets import load_dataset from datasets.tasks import AutomaticSpeechRecognition ds = load_dataset("timit_asr", split=...
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Tokenizer's normalization preprocessor cause misalignment in return_offsets_mapping for tokenizer classification task
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[ "Hi @jerryIsHere, thanks for reporting the issue. But are you sure this is a bug in HuggingFace **Datasets**?", "> Hi @jerryIsHere, thanks for reporting the issue. But are you sure this is a bug in HuggingFace **Datasets**?\r\n\r\nOh, I am sorry\r\nI would reopen the post on huggingface/transformers" ]
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CONTRIBUTOR
null
[This colab notebook](https://colab.research.google.com/drive/151gKyo0YIwnlznrOHst23oYH_a3mAe3Z?usp=sharing) implements a token classification input pipeline extending the logic from [this hugging example](https://huggingface.co/transformers/custom_datasets.html#tok-ner). The pipeline works fine with most instance i...
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Fix dev version
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MEMBER
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The dev version that ends in `.dev0` should be greater than the current version. However it happens that `1.8.0 > 1.8.0.dev0` for example. Therefore we need to use `1.8.1.dev0` for example in this case. I updated the dev version to use `1.8.1.dev0`, and I also added a comment in the setup.py in the release steps a...
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927,013,773
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2,530
Fixed label parsing in the ProductReviews dataset
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[ "@lhoestq, can you please review this PR?\r\nWhat exactly is the problem in the test case? Should it matter?", "Hi ! Thanks for fixing this :)\r\n\r\nThe CI fails for two reasons:\r\n- the `pretty_name` tag is missing in yaml tags in ./datasets/turkish_product_reviews/README.md. You can fix that by adding this in...
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CONTRIBUTOR
null
Fixed issue with parsing dataset labels.
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926,378,812
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2,529
Add summarization template
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[ "> Nice thanks !\r\n> Could you just move the test outside of the BaseDatasetTest class please ? Otherwise it will unnecessarily be run twice.\r\n\r\nsure, on it! thanks for the explanations about the `self._to` method :)", "@lhoestq i've moved all the task template tests outside of `BaseDatasetTest` and collecte...
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MEMBER
null
This PR adds a task template for text summarization. As far as I can tell, we do not need to distinguish between "extractive" or "abstractive" summarization - both can be handled with this template. Usage: ```python from datasets import load_dataset from datasets.tasks import Summarization ds = load_dataset(...
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2,528
Logging cannot be set to NOTSET similar to transformers
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[ "Hi @joshzwiebel, thanks for reporting. We are going to align with `transformers`." ]
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## Describe the bug In the transformers library you can set the verbosity level to logging.NOTSET to work around the usage of tqdm and IPywidgets, however in Datasets this is no longer possible. This is because transformers set the verbosity level of tqdm with [this](https://github.com/huggingface/transformers/blob/b5...
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926,031,525
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2,527
Replace bad `n>1M` size tag
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MEMBER
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Some datasets were still using the old `n>1M` tag which has been replaced with tags `1M<n<10M`, etc. This resulted in unexpected results when searching for datasets bigger than 1M on the hub, since it was only showing the ones with the tag `n>1M`.
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2,526
Add COCO datasets
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[ "I'm currently adding it, the entire dataset is quite big around 30 GB so I add splits separately. You can take a look here https://huggingface.co/datasets/merve/coco", "I talked to @lhoestq and it's best if I download this dataset through TensorFlow datasets instead, so I'll be implementing that one really soon....
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## Adding a Dataset - **Name:** COCO - **Description:** COCO is a large-scale object detection, segmentation, and captioning dataset. - **Paper + website:** https://cocodataset.org/#home - **Data:** https://cocodataset.org/#download - **Motivation:** It would be great to have COCO available in HuggingFace datasets...
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Use scikit-learn package rather than sklearn in setup.py
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CONTRIBUTOR
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The sklearn package is an historical thing and should probably not be used by anyone, see https://github.com/scikit-learn/scikit-learn/issues/8215#issuecomment-344679114 for some caveats. Note: this affects only TESTS_REQUIRE so I guess only developers not end users.
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Raise FileNotFoundError in WindowsFileLock
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[ "Hi ! Could you clarify what it fixes exactly and give more details please ? Especially why this is related to the windows hanging error ?", "This has already been merged, but I'll clarify the idea of this PR. Before this merge, FileLock was the only component affected by the max path limit on Windows (that came ...
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CONTRIBUTOR
null
Closes #2443
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__Originally posted by @lewtun in https://github.com/huggingface/datasets/pull/2469__
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Documentation Mistakes in Dataset: emotion
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[ "Hi,\r\n\r\nthis issue has been already reported in the dataset repo (https://github.com/dair-ai/emotion_dataset/issues/2), so this is a bug on their side.", "The documentation has another bug in the dataset card [here](https://huggingface.co/datasets/emotion). \r\n\r\nIn the dataset summary **six** emotions are ...
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As per documentation, Dataset: emotion Homepage: https://github.com/dair-ai/emotion_dataset Dataset: https://github.com/huggingface/datasets/blob/master/datasets/emotion/emotion.py Permalink: https://huggingface.co/datasets/viewer/?dataset=emotion Emotion is a dataset of English Twitter messages with eight b...
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Insert text classification template for Emotion dataset
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MEMBER
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This PR includes a template and updated `dataset_infos.json` for the `emotion` dataset.
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Datasets with tricky task templates
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MEMBER
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I'm collecting a list of datasets here that don't follow the "standard" taxonomy and require further investigation to implement task templates for. ## Text classification * [hatexplain](https://huggingface.co/datasets/hatexplain): ostensibly a form of text classification, but not in the standard `(text, target)` ...
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Improve performance of pandas arrow extractor
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[ "Looks like this change\r\n```\r\npa_table[pa_table.column_names[0]].to_pandas(types_mapper=pandas_types_mapper)\r\n```\r\ndoesn't return a Series with the correct type.\r\nThis is related to https://issues.apache.org/jira/browse/ARROW-9664\r\n\r\nSince the types_mapper isn't taken into account, the ArrayXD types a...
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MEMBER
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While reviewing PR #2505, I noticed that pandas arrow extractor could be refactored to be faster.
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Add task templates for tydiqa and xquad
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[ "Just tested TydiQA and it works fine :)" ]
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This PR adds question-answering templates to the remaining datasets that are linked to a model on the Hub. Notes: * I could not test the tydiqa implementation since I don't have enough disk space 😢 . But I am confident the template works :) * there exist other datasets like `fquad` and `mlqa` which are candida...
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Fix typo in MatthewsCorrelation class name
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Close #2513.
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datasets.map pickle issue resulting in invalid mapping function
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[ "Hi ! `map` calls `__getstate__` using `dill` to hash your map function. This is used by the caching mechanism to recover previously computed results. That's why you don't see any `__setstate__` call.\r\n\r\nWhy do you change an attribute of your tokenizer when `__getstate__` is called ?", "@lhoestq because if I ...
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I trained my own tokenizer, and I needed to use a python custom class. Because of this I have to detach the custom step before saving and reattach after restore. I did this using the standard pickle `__get_state__` / `__set_state__` mechanism. I think it's correct but it fails when I use it inside a function which is m...
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CRD3 dataset card
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This PR adds additional information to the CRD3 dataset card.
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Can datasets remove duplicated rows?
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[ "Hi ! For now this is probably the best option.\r\nWe might add a feature like this in the feature as well.\r\n\r\nDo you know any deduplication method that works on arbitrary big datasets without filling up RAM ?\r\nOtherwise we can have do the deduplication in memory like pandas but I feel like this is going to b...
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**Is your feature request related to a problem? Please describe.** i find myself more and more relying on datasets just to do all the preprocessing. One thing however, for removing duplicated rows, I couldn't find out how and am always converting datasets to pandas to do that.. **Describe the solution you'd like*...
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Corelation should be Correlation
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[ "Hi @colbym-MM, thanks for reporting. We are fixing it." ]
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https://github.com/huggingface/datasets/blob/0e87e1d053220e8ecddfa679bcd89a4c7bc5af62/metrics/matthews_correlation/matthews_correlation.py#L66
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seqeval metric does not work with a recent version of sklearn: classification_report() got an unexpected keyword argument 'output_dict'
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[ "Sorry, I was using an old version of sequeval" ]
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## Describe the bug A clear and concise description of what the bug is. ## Steps to reproduce the bug ```python from datasets import load_dataset, load_metric seqeval = load_metric("seqeval") seqeval.compute(predictions=[['A']], references=[['A']]) ``` ## Expected results The function computes a dict with ...
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Add C4
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[ "Update on this: I'm computing the checksums of the data files. It will be available soon", "Added in #2575 :)" ]
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## Adding a Dataset - **Name:** *C4* - **Description:** *https://github.com/allenai/allennlp/discussions/5056* - **Paper:** *https://arxiv.org/abs/1910.10683* - **Data:** *https://huggingface.co/datasets/allenai/c4* - **Motivation:** *Used a lot for pretraining* Instructions to add a new dataset can be found [h...
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Add align_labels_with_mapping to DatasetDict
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https://github.com/huggingface/datasets/pull/2457 added the `Dataset.align_labels_with_mapping` method. In this PR I also added `DatasetDict.align_labels_with_mapping`
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Fix fingerprint when moving cache dir
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[ "Windows, why are you doing this to me ?", "Thanks @lhoestq, I'm starting reviewing this PR.", "Yea issues on windows are about long paths, not long filenames.\r\nWe can make sure the lock filenames are not too long, but not for the paths", "Took your suggestions into account @albertvillanova :)" ]
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The fingerprint of a dataset changes if the cache directory is moved. I fixed that by setting the fingerprint to be the hash of: - the relative cache dir (dataset_name/version/config_id) - the requested split Close #2496 I had to fix an issue with the filelock filename that was too long (>255). It prevented t...
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Load Image Classification Dataset from Local
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[ "Hi ! Is this folder structure a standard, a bit like imagenet ?\r\nIn this case maybe we can consider having a dataset loader for cifar-like, imagenet-like, squad-like, conll-like etc. datasets ?\r\n```python\r\nfrom datasets import load_dataset\r\n\r\nmy_custom_cifar = load_dataset(\"cifar_like\", data_dir=\"path...
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**Is your feature request related to a problem? Please describe.** Yes - we would like to load an image classification dataset with datasets without having to write a custom data loader. **Describe the solution you'd like** Given a folder structure with images of each class in each folder, the ability to load th...
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Rearrange JSON field names to match passed features schema field names
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This PR depends on PR #2453 (which must be merged first). Close #2366.
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This PR adds a course banner similar to the one you can now see in the [Transformers repo](https://github.com/huggingface/transformers) that links to the course. Let me know if placement seems right to you or not, I can move it just below the badges too.
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Make numpy arrow extractor faster
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[ "Looks like we have a nice speed up in some benchmarks. For example:\r\n- `read_formatted numpy 5000`: 4.584777 sec -> 0.487113 sec\r\n- `read_formatted torch 5000`: 4.565676 sec -> 1.289514 sec", "Can we convert this draft to PR @lhoestq ?", "Ready for review ! cc @vblagoje", "@lhoestq I tried the branch a...
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I changed the NumpyArrowExtractor to call directly to_numpy and see if it can lead to speed-ups as discussed in https://github.com/huggingface/datasets/issues/2498 This could make the numpy/torch/tf/jax formatting faster
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SubjQA wrong boolean values in entries
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[ "Hi @arnaudstiegler, thanks for reporting. I'm investigating it.", "@arnaudstiegler I have just checked that these mismatches are already present in the original dataset: https://github.com/megagonlabs/SubjQA\r\n\r\nWe are going to contact the dataset owners to report this.", "I have:\r\n- opened an issue in th...
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## Describe the bug SubjQA seems to have a boolean that's consistently wrong. It defines: - question_subj_level: The subjectiviy level of the question (on a 1 to 5 scale with 1 being the most subjective). - is_ques_subjective: A boolean subjectivity label derived from question_subj_level (i.e., scores below 4 are...
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JAX integration
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Hi ! I just added the "jax" formatting, as we already have for pytorch, tensorflow, numpy (and also pandas and arrow). It does pretty much the same thing as the pytorch formatter except it creates jax.numpy.ndarray objects. ```python from datasets import Dataset d = Dataset.from_dict({"foo": [[0., 1., 2.]]})...
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Add Zenodo metadata file with license
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This Zenodo metadata file fixes the name of the `Datasets` license appearing in the DOI as `"Apache-2.0"`, which otherwise by default is `"other-open"`. Close #2472.
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Add load_dataset_builder
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[ "Hi @mariosasko, thanks for taking on this issue.\r\n\r\nJust a few logistic suggestions, as you are one of our most active contributors ❤️ :\r\n- When you start working on an issue, you can self-assign it to you by commenting on the issue page with the keyword: `#self-assign`; we have implemented a GitHub Action t...
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Adds the `load_dataset_builder` function. The good thing is that we can reuse this function to load the dataset info without downloading the dataset itself. TODOs: - [x] Add docstring and entry in the docs - [x] Add tests Closes #2484
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Python Programming Puzzles
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[ "👀 @TalSchuster", "Thanks @VictorSanh!\r\nThere's also a [notebook](https://aka.ms/python_puzzles) and [demo](https://aka.ms/python_puzzles_study) available now to try out some of the puzzles" ]
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## Adding a Dataset - **Name:** Python Programming Puzzles - **Description:** Programming challenge called programming puzzles, as an objective and comprehensive evaluation of program synthesis - **Paper:** https://arxiv.org/pdf/2106.05784.pdf - **Data:** https://github.com/microsoft/PythonProgrammingPuzzles ([Scro...
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Improve torch formatting performance
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[ "That’s interesting thanks, let’s see what we can do. Can you detail your last sentence? I’m not sure I understand it well.", "Hi ! I just re-ran a quick benchmark and using `to_numpy()` seems to be faster now:\r\n\r\n```python\r\nimport pyarrow as pa # I used pyarrow 3.0.0\r\nimport numpy as np\r\n\r\nn, max_le...
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CONTRIBUTOR
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**Is your feature request related to a problem? Please describe.** It would be great, if possible, to further improve read performance of raw encoded datasets and their subsequent conversion to torch tensors. A bit more background. I am working on LM pre-training using HF ecosystem. We use encoded HF Wikipedia an...
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Use default cast for sliced list arrays if pyarrow >= 4
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[ "I believe we don't use PyArrow >= 4.0.0 because of some segfault issues:\r\nhttps://github.com/huggingface/datasets/blob/1206ffbcd42dda415f6bfb3d5040708f50413c93/setup.py#L78\r\nCan you confirm @lhoestq ?", "@SBrandeis pyarrow version 4.0.1 has fixed that issue: #2489 😉 " ]
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From pyarrow version 4, it is supported to cast sliced lists. This PR uses default pyarrow cast in Datasets to cast sliced list arrays if pyarrow version is >= 4. In relation with PR #2461 and #2490. cc: @lhoestq, @abhi1thakur, @SBrandeis
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Dataset fingerprint changes after moving the cache directory, which prevent cache reload when using `map`
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MEMBER
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`Dataset.map` uses the dataset fingerprint (a hash) for caching. However the fingerprint seems to change when someone moves the cache directory of the dataset. This is because it uses the default fingerprint generation: 1. the dataset path is used to get the fingerprint 2. the modification times of the arrow file...
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JAX formatting
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MEMBER
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We already support pytorch, tensorflow, numpy, pandas and arrow dataset formatting. Let's add jax as well
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Improve docs on Enhancing performance
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MEMBER
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In the ["Enhancing performance"](https://huggingface.co/docs/datasets/loading_datasets.html#enhancing-performance) section of docs, add specific use cases: - How to make datasets the fastest - How to make datasets take the less RAM - How to make datasets take the less hard drive mem cc: @thomwolf
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add tensorflow-macos support
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[ "@albertvillanova done!" ]
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ref - https://github.com/huggingface/datasets/issues/2068
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Eduge
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Hi, awesome folks behind the huggingface! Here is my PR for the text classification dataset in Mongolian. Please do let me know in case you have anything to clarify. Thanks & Regards, Enod
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add eduge classification dataset
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[ "Closing this PR as I'll submit a new one - bug free" ]
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Allow latest pyarrow version
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Allow latest pyarrow version, once that version 4.0.1 fixes the segfault bug introduced in version 4.0.0. Close #2489.
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Allow latest pyarrow version once segfault bug is fixed
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As pointed out by @symeneses (see https://github.com/huggingface/datasets/pull/2268#issuecomment-860048613), pyarrow has fixed the segfault bug present in version 4.0.0 (see https://issues.apache.org/jira/browse/ARROW-12568): - it was fixed on 3 May 2021 - version 4.0.1 was released on 19 May 2021 with the bug fix
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Set configurable downloaded datasets path
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Part of #2480.
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Set configurable extracted datasets path
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[ "Let me push a small fix... 😉 ", "Thanks !" ]
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Part of #2480.
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Add Rico Dataset
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[ "Hi ! Thanks for adding this dataset :)\r\n\r\nRegarding your questions:\r\n1. We can have them as different configuration of the `rico` dataset\r\n2. Yes please use the path to the image and not open the image directly, so that we can let users open the image one at at time during training if they want to for exam...
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Hi there! I'm wanting to add the Rico datasets for software engineering type data to y'alls awesome library. However, as I have started coding, I've ran into a few hiccups so I thought it best to open the PR early to get a bit of discussion on how the Rico datasets should be added to the `datasets` lib. 1) There ...
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Implement layered building
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As discussed with @stas00 and @lhoestq (see also here https://github.com/huggingface/datasets/issues/2481#issuecomment-859712190): > My suggestion for this would be to have this enabled by default. > > Plus I don't know if there should be a dedicated issue to that is another functionality. But I propose layered b...
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Implement loading a dataset builder
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As discussed with @stas00 and @lhoestq, this would allow things like: ```python from datasets import load_dataset_builder dataset_name = "openwebtext" builder = load_dataset_builder(dataset_name) print(builder.cache_dir) ```
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Use gc.collect only when needed to avoid slow downs
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[ "I continue thinking that the origin of the issue has to do with tqdm (and not with Arrow): this issue only arises for version 4.50.0 (and later) of tqdm, not for previous versions of tqdm.\r\n\r\nMy guess is that tqdm made a change from version 4.50.0 that does not properly release the iterable. ", "FR" ]
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In https://github.com/huggingface/datasets/commit/42320a110d9d072703814e1f630a0d90d626a1e6 we added a call to gc.collect to resolve some issues on windows (see https://github.com/huggingface/datasets/pull/2482) However calling gc.collect too often causes significant slow downs (the CI run time doubled). So I just m...
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Allow to use tqdm>=4.50.0
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We used to have permission errors on windows whith the latest versions of tqdm (see [here](https://app.circleci.com/pipelines/github/huggingface/datasets/6365/workflows/24f7c960-3176-43a5-9652-7830a23a981e/jobs/39232)) They were due to open arrow files not properly closed by pyarrow. Since https://github.com/huggin...
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Delete extracted files to save disk space
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[ "My suggestion for this would be to have this enabled by default.\r\n\r\nPlus I don't know if there should be a dedicated issue to that is another functionality. But I propose layered building rather than all at once. That is:\r\n\r\n1. uncompress a handful of files via a generator enough to generate one arrow file...
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As discussed with @stas00 and @lhoestq, allowing the deletion of extracted files would save a great amount of disk space to typical user.
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Set download/extracted paths configurable
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[ "For example to be able to send uncompressed and temp build files to another volume/partition, so that the user gets the minimal disk usage on their primary setup - and ends up with just the downloaded compressed data + arrow files, but outsourcing the huge files and building to another partition. e.g. on JZ there...
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As discussed with @stas00 and @lhoestq, setting these paths configurable may allow to overcome disk space limitation on different partitions/drives. TODO: - [x] Set configurable extracted datasets path: #2487 - [x] Set configurable downloaded datasets path: #2488 - [ ] Set configurable "incomplete" datasets path?
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❌ load_datasets ❌
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Create release script
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MEMBER
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Create a script so that releases can be done automatically (as done in `transformers`).
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Fix docs custom stable version
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[ "I see that @lhoestq overlooked this PR with his commit 07e2b05. 😢 \r\n\r\nI'm adding a script so that this issue does not happen again.\r\n", "For the moment, the script only includes `update_custom_js`, but in a follow-up PR I will include all the required steps to make a package release.", "I think we just ...
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Currently docs default version is 1.5.0. This PR fixes this and sets the latest version instead.
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2,476
Add TimeDial
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[ "Hi @lhoestq,\r\nI've pushed the updated README and tags. Let me know if anything is missing/needs some improvement!\r\n\r\n~PS. I don't know why it's not triggering the build~" ]
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Dataset: https://github.com/google-research-datasets/TimeDial To-Do: Update README.md and add YAML tags
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Issue in timit_asr database
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[ "This bug was fixed in #1995. Upgrading datasets to version 1.6 fixes the issue!", "Indeed was a fixed bug.\r\nWorks on version 1.8\r\nThanks " ]
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## Describe the bug I am trying to load the timit_asr dataset however only the first record is shown (duplicated over all the rows). I am using the next code line dataset = load_dataset(“timit_asr”, split=“test”).shuffle().select(range(10)) The above code result with the same sentence duplicated ten times. It al...
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cache_dir parameter for load_from_disk ?
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[ "Hi ! `load_from_disk` doesn't move the data. If you specify a local path to your mounted drive, then the dataset is going to be loaded directly from the arrow file in this directory. The cache files that result from `map` operations are also stored in the same directory by default.\r\n\r\nHowever note than writing...
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NONE
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**Is your feature request related to a problem? Please describe.** When using Google Colab big datasets can be an issue, as they won't fit on the VM's disk. Therefore mounting google drive could be a possible solution. Unfortunatly when loading my own dataset by using the _load_from_disk_ function, the data gets cache...
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Add Disfl-QA
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[ "Sounds great! It'll make things easier for the user while accessing the dataset. I'll make some changes to the current file then.", "I've updated with the suggested changes. Updated the README, YAML tags as well (not sure of Size category tag as I couldn't pass the path of `dataset_infos.json` for this dataset)\...
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CONTRIBUTOR
null
Dataset: https://github.com/google-research-datasets/disfl-qa To-Do: Update README.md and add YAML tags
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Fix automatic generation of Zenodo DOI
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[ "I have received a reply from Zenodo support:\r\n> We are currently investigating and fixing this issue related to GitHub releases. As soon as we have solved it we will reach back to you.", "Other repo maintainers had the same problem with Zenodo. \r\n\r\nThere is an open issue on their GitHub repo: zenodo/zenodo...
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MEMBER
null
After the last release of Datasets (1.8.0), the automatic generation of the Zenodo DOI failed: it appears in yellow as "Received", instead of in green as "Published". I have contacted Zenodo support to fix this issue. TODO: - [x] Check with Zenodo to fix the issue - [x] Check BibTeX entry is right
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Fix PermissionError on Windows when using tqdm >=4.50.0
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See: https://app.circleci.com/pipelines/github/huggingface/datasets/235/workflows/cfb6a39f-68eb-4802-8b17-2cd5e8ea7369/jobs/1111 ``` PermissionError: [WinError 32] The process cannot access the file because it is being used by another process ```
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Crash when `num_proc` > dataset length for `map()` on a `datasets.Dataset`.
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[ "Hi ! It looks like the issue comes from pyarrow. What version of pyarrow are you using ? How did you install it ?", "Thank you for the quick reply! I have `pyarrow==4.0.0`, and I am installing with `pip`. It's not one of my explicit dependencies, so I assume it came along with something else.", "Could you tryi...
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## Describe the bug Crash if when using `num_proc` > 1 (I used 16) for `map()` on a `datasets.Dataset`. I believe I've had cases where `num_proc` > 1 works before, but now it seems either inconsistent, or depends on my data. I'm not sure whether the issue is on my end, because it's difficult for me to debug! Any ti...
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2,469
Bump tqdm version
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[ "i tried both the latest version of `tqdm` and the version required by `autonlp` - no luck with windows 😞 \r\n\r\nit's very weird that a progress bar would trigger these kind of errors, so i'll have a look to see if it's something unique to `datasets`", "Closing since this is now fixed in #2482 " ]
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Implement ClassLabel encoding in JSON loader
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[ "No, nevermind @lhoestq. Thanks to you for your reviews!" ]
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Close #2365.
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change udpos features structure
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[ "Let's add the tags in another PR. Thanks again !", "Close #2061 , close #2444." ]
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CONTRIBUTOR
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The structure is change such that each example is a sentence The change is done for issues: #2061 #2444 Close #2061 , close #2444.
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adding masahaner dataset
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[ "Thank you for the review. ", "Thanks a lot for the corrections and comments. \r\n\r\nI have resolved point 2. The make style still throws some errors, please see below\r\n\r\nblack --line-length 119 --target-version py36 tests src benchmarks datasets/**/*.py metrics\r\n/bin/sh: 1: black: not found\r\nMakefile:13...
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Adding Masakhane dataset https://github.com/masakhane-io/masakhane-ner @lhoestq , can you please review
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fix: adjusting indexing for the labels.
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[ "> Good catch ! Thanks for fixing it\r\n\r\nMy pleasure🙏" ]
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The labels index were mismatching the actual ones used in the dataset. Specifically `0` is used for `SUPPORTS` and `1` is used for `REFUTES` After this change, the `README.md` now reflects the content of `dataset_infos.json`. Signed-off-by: Matteo Manica <drugilsberg@gmail.com>
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Fix proto_qa download link
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CONTRIBUTOR
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Fixes #2459 Instead of updating the path, this PR fixes a commit hash as suggested by @lhoestq.
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