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818
Fix type hints pickling in python 3.6
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Type hints can't be properly pickled in python 3.6. This was causing errors the `run_mlm.py` script from `transformers` with python 3.6 However Cloupickle proposed a [fix](https://github.com/cloudpipe/cloudpickle/pull/318/files) to make it work anyway. The idea is just to implement the pickling/unpickling of parame...
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Add MRQA dataset
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[ "Done! cf #1117 and #1022" ]
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## Adding a Dataset - **Name:** MRQA - **Description:** Collection of different (subsets of) QA datasets all converted to the same format to evaluate out-of-domain generalization (the datasets come from different domains, distributions, etc.). Some datasets are used for training and others are used for evaluation. Th...
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[Caching] Dill globalvars() output order is not deterministic and can cause cache issues.
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[ "To show the issue:\r\n```\r\npython -c \"from datasets.fingerprint import Hasher; a=[]; func = lambda : len(a); print(Hasher.hash(func))\"\r\n```\r\ndoesn't always return the same ouput since `globs` is a dictionary with \"a\" and \"len\" as keys but sometimes not in the same order" ]
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Dill uses `dill.detect.globalvars` to get the globals used by a function in a recursive dump. `globalvars` returns a dictionary of all the globals that a dumped function needs. However the order of the keys in this dict is not deterministic and can cause caching issues. To fix that one could register an implementati...
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Is dataset iterative or not?
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[ "Hello !\r\nCould you give more details ?\r\n\r\nIf you mean iter through one dataset then yes, `Dataset` object does implement the `__iter__` method so you can use \r\n```python\r\nfor example in dataset:\r\n # do something\r\n```\r\n\r\nIf you want to iter through several datasets you can first concatenate the...
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Hi I want to use your library for large-scale training, I am not sure if this is implemented as iterative datasets or not? could you provide me with example how I can use datasets as iterative datasets? thanks
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Joining multiple datasets
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[ "found a solution here https://discuss.pytorch.org/t/train-simultaneously-on-two-datasets/649/35, closed for now, thanks " ]
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Hi I have multiple iterative datasets from your library with different size and I want to join them in a way that each datasets is sampled equally, so smaller datasets more, larger one less, could you tell me how to implement this in pytorch? thanks
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Too much logging
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[ "Hi ! Thanks for reporting :) \r\nI agree these one should be hidden when the logging level is warning, we'll fix that", "+1, the amount of logging is excessive.\r\n\r\nMost of it indeed comes from `filelock.py`, though there are occasionally messages from other sources too. Below is an example (all of these mess...
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I'm doing this in the beginning of my script: from datasets.utils import logging as datasets_logging datasets_logging.set_verbosity_warning() but I'm still getting these logs: [2020-11-07 15:45:41,908][filelock][INFO] - Lock 139958278886176 acquired on /home/username/.cache/huggingface/datasets/cfe20ffaa80ef1...
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Fix seqeval metric
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The current seqeval metric returns the following error when computed: ``` ~/.cache/huggingface/modules/datasets_modules/metrics/seqeval/78a944d83252b5a16c9a2e49f057f4c6e02f18cc03349257025a8c9aea6524d8/seqeval.py in _compute(self, predictions, references, suffix) 102 scores = {} 103 for type_...
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Add Google Taskmaster dataset
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[ "Hey @yjernite. Was going to start working on this but found taskmaster 1,2 & 3 in the datasets library already so think this can be closed now?", "You are absolutely right :) \r\n\r\nClosed by https://github.com/huggingface/datasets/pull/1193 https://github.com/huggingface/datasets/pull/1197 https://github.com/h...
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## Adding a Dataset - **Name:** Taskmaster - **Description:** A large dataset of task-oriented dialogue with annotated goals (55K dialogues covering entertainment and travel reservations) - **Paper:** https://arxiv.org/abs/1909.05358 - **Data:** https://github.com/google-research-datasets/Taskmaster - **Motivation...
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dataset(dgs): initial dataset loading script
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[ "Hi @AmitMY, \r\n\r\nWere you able to figure this out?", "I did not.\r\nWith all the limitations this repo currently has, I had to create a repo of my own using tfds to mitigate them. \r\nhttps://github.com/sign-language-processing/datasets/tree/master/sign_language_datasets/datasets/dgs_corpus\r\n\r\nClosing as ...
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When trying to create dummy data I get: > Dataset datasets with config None seems to already open files in the method `_split_generators(...)`. You might consider to instead only open files in the method `_generate_examples(...)` instead. If this is not possible the dummy data has t o be created with less guidance. ...
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load_dataset for LOCAL CSV files report CONNECTION ERROR
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[ "Hi !\r\nThe url works on my side.\r\n\r\nIs the url working in your navigator ?\r\nAre you connected to internet ? Does your network block access to `raw.githubusercontent.com` ?", "> Hi !\r\n> The url works on my side.\r\n> \r\n> Is the url working in your navigator ?\r\n> Are you connected to internet ? Does y...
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## load_dataset for LOCAL CSV files report CONNECTION ERROR - **Description:** A local demo csv file: ``` import pandas as pd import numpy as np from datasets import load_dataset import torch import transformers df = pd.DataFrame(np.arange(1200).reshape(300,4)) df.to_csv('test.csv', header=False, index=Fal...
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Quail dataset urls are out of date
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[ "Hi ! Thanks for reporting.\r\nWe should fix the urls and use quail 1.3.\r\nIf you want to contribute feel free to fix the urls and open a PR :) ", "Done! PR [https://github.com/huggingface/datasets/pull/820](https://github.com/huggingface/datasets/pull/820)\r\n\r\nUpdated links and also regenerated the metadata ...
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<h3>Code</h3> ``` from datasets import load_dataset quail = load_dataset('quail') ``` <h3>Error</h3> ``` FileNotFoundError: Couldn't find file at https://raw.githubusercontent.com/text-machine-lab/quail/master/quail_v1.2/xml/ordered/quail_1.2_train.xml ``` As per [quail v1.3 commit](https://github.co...
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804
Empty output/answer in TriviaQA test set (both in 'kilt_tasks' and 'trivia_qa')
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[ "cc @yjernite is this expected ?", "Yes: TriviaQA has a private test set for the leaderboard [here](https://competitions.codalab.org/competitions/17208)\r\n\r\nFor the KILT training and validation portions, you need to link the examples from the TriviaQA dataset as detailed here:\r\nhttps://github.com/huggingface...
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# The issue It's all in the title, it appears to be fine on the train and validation sets. Is there some kind of mapping to do like for the questions (see https://github.com/huggingface/datasets/blob/master/datasets/kilt_tasks/README.md) ? # How to reproduce ```py from datasets import load_dataset kilt_tas...
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803
fix: typos in tutorial to map KILT and TriviaQA
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Add XGlue
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[ "Really cool to add XGlue, this will be a nice addition !\r\n\r\nSplits shouldn't depend on the language. There must be configurations for each language, as we're doing for xnli, xtreme, etc.\r\nFor example for XGlue we'll have these configurations: NER.de, NER.en etc." ]
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Dataset is ready to merge. An important feature of this dataset is that for each config the train data is in English, while dev and test data are in multiple languages. Therefore, @lhoestq and I decided offline that we will give the dataset the following API, *e.g.* for ```python load_dataset("xglue", "ner") # wo...
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How to join two datasets?
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[ "Hi this is also my question. thanks ", "Hi ! Currently the only way to add new fields to a dataset is by using `.map` and picking items from the other dataset\r\n", "Closing this one. Feel free to re-open if you have other questions about this issue.\r\n\r\nAlso linking another discussion about joining dataset...
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Hi, I'm wondering if it's possible to join two (preprocessed) datasets with the same number of rows but different labels? I'm currently trying to create paired sentences for BERT from `wikipedia/'20200501.en`, and I couldn't figure out a way to create a paired sentence using `.map()` where the second sentence is...
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Update loading_metrics.rst
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Minor bug
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switch amazon reviews class label order
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Switches the label order to be more intuitive for amazon reviews, #791.
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self.options cannot be converted to a Python object for pickling
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[ "Hi ! Thanks for reporting that's a bug on master indeed.\r\nWe'll fix that soon" ]
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Hi, Currently I am trying to load csv file with customized read_options. And the latest master seems broken if we pass the ReadOptions object. Here is a code snippet ```python from datasets import load_dataset from pyarrow.csv import ReadOptions load_dataset("csv", data_files=["out.csv"], read_options=ReadOpt...
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[Datasets] fix discofuse links
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The discofuse links were changed: https://github.com/google-research-datasets/discofuse/commit/d27641016eb5b3eb2af03c7415cfbb2cbebe8558. The old links are broken I changed the links and created the new dataset_infos.json. Pinging @thomwolf @lhoestq for notification.
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KILT dataset: empty string in triviaqa input field
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[ "Just found out about https://github.com/huggingface/datasets/blob/master/datasets/kilt_tasks/README.md\r\n(Not very clear in https://huggingface.co/datasets/kilt_tasks links to http://github.com/huggingface/datasets/datasets/kilt_tasks/README.md which is dead, closing the issue though :))" ]
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# What happened Both train and test splits of the triviaqa dataset (part of the KILT benchmark) seem to have empty string in their input field (unlike the natural questions dataset, part of the same benchmark) # Versions KILT version is `1.0.0` `datasets` version is `1.1.2` [more here](https://gist.github.com/Pa...
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add amazon reviews
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[ "@patrickvonplaten Yeah this is adapted from tfds so a lot is just how they wrote the code. Addressed your comments and also simplified the weird `AmazonUSReviewsConfig` definition. Will merge once tests pass.", "Thanks for checking this one :) \r\nLooks good to me \r\n\r\nJust one question : is there a particula...
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Adds the Amazon US Reviews dataset as requested in #353. Converted from [TensorFlow Datasets](https://www.tensorflow.org/datasets/catalog/amazon_us_reviews). cc @clmnt @sshleifer
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Error running pip install -e ".[dev]" on MacOS 10.13.6: faiss/python does not exist
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[ "I saw that `faiss-cpu` 1.6.4.post2 was released recently to fix the installation on macos. It should work now", "Closing this one.\r\nFeel free to re-open if you still have issues" ]
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I was following along with https://huggingface.co/docs/datasets/share_dataset.html#adding-tests-and-metadata-to-the-dataset when I ran into this error. ```sh git clone https://github.com/huggingface/datasets cd datasets virtualenv venv -p python3 --system-site-packages source venv/bin/activate pip install -e "....
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dataset(ncslgr): add initial loading script
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[ "Hi @AmitMY, sorry for leaving you hanging for a minute :) \r\n\r\nWe've developed a new pipeline for adding datasets with a few extra steps, including adding a dataset card. You can find the full process [here](https://github.com/huggingface/datasets/blob/master/ADD_NEW_DATASET.md)\r\n\r\nWould you be up for addin...
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Its a small dataset, but its heavily annotated https://www.bu.edu/asllrp/ncslgr.html ![image](https://user-images.githubusercontent.com/5757359/97838609-3c539380-1ce9-11eb-885b-a15d4c91ea49.png)
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failed to reuse cache
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I packed the `load_dataset ` in a function of class, and cached data in a directory. But when I import the class and use the function, the data still have to be downloaded again. The information (Downloading and preparing dataset cnn_dailymail/3.0.0 (download: 558.32 MiB, generated: 1.28 GiB, post-processed: Unknown si...
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Adding nli_tr dataset
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[ "Thank you @lhoestq for the time you take to review our pull request. We appreciate your help.\r\n\r\nWe've made the changes you described. Hope that it is ready for being merged. Please let me know if you have any additional requests for revisions. " ]
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Hello, In this pull request, we have implemented the necessary interface to add our recent dataset [NLI-TR](https://github.com/boun-tabi/NLI-TR). The datasets will be presented on a full paper at EMNLP 2020 this month. [[arXiv link] ](https://arxiv.org/pdf/2004.14963.pdf) The dataset is the neural machine transl...
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feat(aslg_pc12): add dev and test data splits
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[ "Hi ! I'm not sure we should make this split decision arbitrarily on our side. Users can split it afterwards to whatever they want using `dataset.train_test_split` for example.\r\nMoreover it looks like there's already papers that use this dataset and propose their own splits ([here](http://xanthippi.ceid.upatras.g...
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For reproducibility sake, it's best if there are defined dev and test splits. The original paper author did not define splits for the entire dataset, not for the sample loaded via this library, so I decided to define: - 5/7th for train - 1/7th for dev - 1/7th for test
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Issue with downloading Wikipedia data for low resource language
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[ "Hello, maybe you could ty to use another date for the wikipedia dump (see the available [dates](https://dumps.wikimedia.org/jvwiki) here for `jv`) ?", "@lhoestq\r\n\r\nI've tried `load_dataset('wikipedia', '20200501.zh', beam_runner='DirectRunner')` and got the same `FileNotFoundError` as @SamuelCahyawijaya.\r\n...
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Hi, I tried to download Sundanese and Javanese wikipedia data with the following snippet ``` jv_wiki = datasets.load_dataset('wikipedia', '20200501.jv', beam_runner='DirectRunner') su_wiki = datasets.load_dataset('wikipedia', '20200501.su', beam_runner='DirectRunner') ``` And I get the following error for these tw...
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updated links to v1.3 of quail, fixed the description
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[ "we're using quail 1.3 now thanks.\r\nclosing this one" ]
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updated links to v1.3 of quail, fixed the description
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Fix metric deletion when attribuets are missing
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When you call `del` on a metric we want to make sure that the arrow attributes are not already deleted. I just added `if hasattr(...)` to make sure it doesn't crash
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Add XNLI train set
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I added the train set that was built using the translated MNLI. Now you can load the dataset specifying one language: ```python from datasets import load_dataset xnli_en = load_dataset("xnli", "en") print(xnli_en["train"][0]) # {'hypothesis': 'Product and geography are what make cream skimming work .', 'label':...
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Add ASNQ dataset
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[ "Very nice !\r\nWhat do the `sentence1` and `sentence2` correspond to exactly ?\r\nAlso maybe you could use the `ClassLabel` feature type for the `label` field (see [snli](https://github.com/huggingface/datasets/blob/master/datasets/snli/snli.py) for example)", "> What do the `sentence1` and `sentence2` correspon...
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This pull request adds the ASNQ dataset. It is a dataset for answer sentence selection derived from Google Natural Questions (NQ) dataset (Kwiatkowski et al. 2019). The dataset details can be found in the paper at https://arxiv.org/abs/1911.04118 The dataset is authored by Siddhant Garg, Thuy Vu and Alessandro Mosch...
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Unexpected behavior when loading cached csv file?
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[ "Hi ! Thanks for reporting.\r\nThe same issue was reported in #730 (but with the encodings instead of the delimiter). It was fixed by #770 .\r\nThe fix will be available in the next release :)", "Thanks for the prompt reply and terribly sorry for the spam! \r\nLooking forward to the new release! " ]
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I read a csv file from disk and forgot so specify the right delimiter. When i read the csv file again specifying the right delimiter it had no effect since it was using the cached dataset. I am not sure if this is unwanted behavior since i can always specify `download_mode="force_redownload"`. But i think it would be n...
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Better error message for uninitialized metric
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When calling `metric.compute()` without having called `metric.add` or `metric.add_batch` at least once, the error was quite cryptic. I added a better error message Fix #729
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Allow custom split names in text dataset
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[ "Awesome! This will make the behaviour much more intuitive for some non-standard code.\r\n\r\nThanks!" ]
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The `text` dataset used to return only splits like train, test and validation. Other splits were ignored. Now any split name is allowed. I did the same for `json`, `pandas` and `csv` Fix #735
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Properly delete metrics when a process is killed
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Tests are flaky when using metrics in distributed setup. There is because of one test that make sure that using two possibly incompatible metric computation (same exp id) either works or raises the right error. However if the error is raised, all the processes of the metric are killed, and the open files (arrow + loc...
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[ROUGE] Add description to Rouge metric
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Add information about case sensitivity to ROUGE.
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Adding CC-100: Monolingual Datasets from Web Crawl Data
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[ "cc @aconneau ;) " ]
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## Adding a Dataset - **Name:** CC-100: Monolingual Datasets from Web Crawl Data - **Description:** https://twitter.com/alex_conneau/status/1321507120848625665 - **Paper:** https://arxiv.org/abs/1911.02116 - **Data:** http://data.statmt.org/cc-100/ - **Motivation:** A large scale multi-lingual language modeling da...
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Fix metric with cache dir
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The cache_dir provided by the user was concatenated twice and therefore causing FileNotFound errors. The tests didn't cover the case of providing `cache_dir=` for metrics because of a stupid issue (it was not using the right parameter). I remove the double concatenation and I fixed the tests Fix #728
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Fix custom builder caching
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The cache directory of a dataset didn't take into account additional parameters that the user could specify such as `features` or any parameter of the builder configuration kwargs (ex: `encoding` for the `text` dataset). To fix that, the cache directory name now has a suffix that depends on all of them. Fix #730 ...
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[GEM] add DART data-to-text generation dataset
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[ "Is this a duplicate of #924 ?", "Yup, closing! Haven't been keeping track of the solved issues during the sprint." ]
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## Adding a Dataset - **Name:** DART - **Description:** DART consists of 82,191 examples across different domains with each input being a semantic RDF triple set derived from data records in tables and the tree ontology of the schema, annotated with sentence descriptions that cover all facts in the triple set. - **P...
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[GEM] Add DART data-to-text generation dataset
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Adding Issue Template for Dataset Requests
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adding .github/ISSUE_TEMPLATE/add-dataset.md
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Fixed errors in bertscore related to custom baseline
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[bertscore version 0.3.6 ](https://github.com/Tiiiger/bert_score) added support for custom baseline files. This update added extra argument `baseline_path` to BERTScorer class as well as some extra boolean parameters `use_custom_baseline` in functions like `get_hash(model, num_layers, idf, rescale_with_baseline, use_cu...
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[GEM] Add Czech Restaurant data-to-text generation dataset
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- Paper: https://www.aclweb.org/anthology/W19-8670.pdf - Data: https://github.com/UFAL-DSG/cs_restaurant_dataset - The dataset will likely be part of the GEM benchmark
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Add meta-data to the HANS dataset
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The current version of the [HANS dataset](https://github.com/huggingface/datasets/blob/master/datasets/hans/hans.py) is missing the additional information provided for each example, including the sentence parses, heuristic and subcase.
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(Load dataset failure) ConnectionError: Couldn’t reach https://raw.githubusercontent.com/huggingface/datasets/1.1.2/datasets/cnn_dailymail/cnn_dailymail.py
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[ "Are you running the script on a machine with an internet connection ?", "Yes , I can browse the url through Google Chrome.", "Does this HEAD request return 200 on your machine ?\r\n```python\r\nimport requests ...
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Hey, I want to load the cnn-dailymail dataset for fine-tune. I write the code like this from datasets import load_dataset test_dataset = load_dataset(“cnn_dailymail”, “3.0.0”, split=“train”) And I got the following errors. Traceback (most recent call last): File “test.py”, line 7, in test_dataset = load_da...
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Process 0 very slow when using num_procs with map to tokenizer
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[ "Hi ! Thanks for reporting.\r\nIs the distribution of text length of your data evenly distributed across your dataset ? I mean, could it be because the examples in the first part of your dataset are slower to process ?\r\nAlso could how many CPUs can you use for multiprocessing ?\r\n```python\r\nimport multiprocess...
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<img width="721" alt="image" src="https://user-images.githubusercontent.com/17930170/97066109-776d0d00-15ed-11eb-8bba-bb4d2e0fcc33.png"> The code I am using is ``` dataset = load_dataset("text", data_files=[file_path], split='train') dataset = dataset.map(lambda ex: tokenizer(ex["text"], add_speci...
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CUDA out of memory
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[ "Could you provide more details ? What's the code you ran ?", "```python\r\ntokenizer = FunnelTokenizer.from_pretrained('funnel-transformer/small')\r\n\r\ndef tokenize(batch):\r\n return tokenizer(batch['text'], padding='max_length', truncation=True,max_length=512)\r\n\r\ndataset = load_dataset(\"bookcorpus\",...
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In your dataset ,cuda run out of memory as long as the trainer begins: however, without changing any other element/parameter,just switch dataset to `LineByLineTextDataset`,everything becames OK.
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Start community-provided dataset docs
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[ "Oh, really cool @sshleifer!" ]
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Continuation of #736 with clean fork. #### Old description This is what I did to get the pseudo-labels updated. Not sure if it generalizes, but I figured I would write it down. It was pretty easy because all I had to do was make properly formatted directories and change URLs. In slack @thomwolf called it a user-...
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Start community-provided dataset docs V2
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Use full released xsum dataset
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[ "@lhoestq I took a shot at addressing your comments but the build scripts seem to be complaining about not being able to open dummy files. How do I resolve those errors without copying the full dataset into the dummy dir?", "Could you check that the names of the dummy data files are right ?\r\nYou can use \r\n```...
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#672 Fix xsum to expand coverage and include IDs Code based on parser from older version of `datasets/xsum/xsum.py` @lhoestq
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Fix doc links to viewer
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It seems #733 forgot some links in the doc :)
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752
Clicking on a metric in the search page points to datasets page giving "Missing dataset" warning
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[ "Thanks for the report, can reproduce. Will fix", "Fixed now @ogabrielluiz " ]
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Hi! Sorry if this isn't the right place to talk about the website, I just didn't exactly where to write this. Searching a metric in https://huggingface.co/metrics gives the right results but clicking on a metric (E.g ROUGE) points to https://huggingface.co/datasets/rouge. Clicking on a metric without searching point...
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Error loading ms_marco v2.1 using load_dataset()
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[ "There was a similar issue in #294 \r\nClearing the cache and download again the dataset did the job. Could you try to clear your cache and download the dataset again ?", "I was able to load the dataset successfully, I'm pretty sure it's just a cache issue that you have.\r\nLet me know if clearing your cache fixe...
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Code: `dataset = load_dataset('ms_marco', 'v2.1')` Error: ``` `--------------------------------------------------------------------------- JSONDecodeError Traceback (most recent call last) <ipython-input-16-34378c057212> in <module>() 9 10 # Downloading and loading a data...
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load_dataset doesn't include `features` in its hash
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It looks like the function `load_dataset` does not include what's passed in the `features` argument when creating a hash for a given dataset. As a result, if a user includes new features from an already downloaded dataset, those are ignored. Example: some models on the hub have a different ordering for the labels t...
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[XGLUE] Adding new dataset
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[ "Amazing! ", "Small poll @thomwolf @yjernite @lhoestq @JetRunner @qiweizhen .\r\n\r\nAs stated in the XGLUE paper: https://arxiv.org/pdf/2004.01401.pdf , for each of the 11 down-stream tasks training data is only available in English, whereas development and test data is available in multiple different language ...
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XGLUE is a multilingual GLUE like dataset propesed in this [paper](https://arxiv.org/pdf/2004.01401.pdf). I'm planning on adding the dataset to the library myself in a couple of weeks. Also tagging @JetRunner @qiweizhen in case I need some guidance
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New version of CompGuessWhat?! with refined annotations
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[ "No worries. Always happy to help and thanks for your support in fixing the issue :)" ]
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This pull request introduces a few fixes to the annotations for VisualGenome in the CompGuessWhat?! original split.
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747
Add Quail question answering dataset
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QuAIL is a multi-domain RC dataset featuring news, blogs, fiction and user stories. Each domain is represented by 200 texts, which gives us a 4-way data split. The texts are 300-350 word excerpts from CC-licensed texts that were hand-picked so as to make sense to human readers without larger context. Domain diversit...
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746
dataset(ngt): add ngt dataset initial loading script
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Currently only making the paths to the annotation ELAN (eaf) file and videos available. This is the first accessible way to download this dataset, which is not manual file-by-file. Only downloading the necessary files, the annotation files are very small, 20MB for all of them, but the video files are large, 100GB i...
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745
Fix emotion description
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[ "Hello, I probably have a silly question but the labels of the emotion dataset are in the form of numbers and not string, so I can not use the function classification_report because it mixes numbers and string (prediction). How can I access the label in the form of a string and not a number? \r\nThank you in advanc...
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MEMBER
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Fixes the description of the emotion dataset to reflect the class names observed in the data, not the ones described in the paper. I also took the liberty to make use of `ClassLabel` for the emotion labels.
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744
Dataset Explorer Doesn't Work for squad_es and squad_it
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[ "Oups wrong click.\r\nThis one is for you @srush" ]
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https://huggingface.co/nlp/viewer/?dataset=squad_es https://huggingface.co/nlp/viewer/?dataset=squad_it Both pages show "OSError: [Errno 28] No space left on device".
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742
Add OCNLI, a new CLUE dataset
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[ "Thanks :) merging it" ]
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MEMBER
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OCNLI stands for Original Chinese Natural Language Inference. It is a corpus for Chinese Natural Language Inference, collected following closely the procedures of MNLI, but with enhanced strategies aiming for more challenging inference pairs. We want to emphasize we did not use hu...
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740
Fix TREC urls
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The old TREC urls are now redirections. I updated the urls to the new ones, since we don't support redirections for downloads. Fix #737
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739
Add wiki dpr multiset embeddings
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[ "I still have to compute the dataset_infos, and build + host the indexes", "update: I'm computing the metadata, will update the PR soon", "Finally all green and ready to merge :)" ]
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There are two DPR encoders, one trained on Natural Questions and one trained on a multiset/hybrid dataset. Previously only the embeddings from the encoder trained on NQ were available. I'm adding the ones from the encoder trained on the multiset/hybrid dataset. In the configuration you can now specify `embeddings_nam...
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738
Replace seqeval code with original classification_report for simplicity
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[ "Hello,\r\n\r\nI ran https://github.com/huggingface/transformers/blob/master/examples/token-classification/run.sh\r\n\r\nAnd received this error:\r\n```\r\n100%|██████████| 407/407 [21:37<00:00, 3.44s/it]Traceback (most recent call last):\r\n File \"run_ner.py\", line 445, in <module>\r\n main()\r\n File \"ru...
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Recently, the original seqeval has enabled us to get per type scores and overall scores as a dictionary. This PR replaces the current code with the original function(`classification_report`) to simplify it. Also, the original code has been updated to fix #352. - Related issue: https://github.com/chakki-works/seq...
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737
Trec Dataset Connection Error
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[ "Thanks for reporting.\r\nThat's because the download url has changed. The old url now redirects to the new one but we don't support redirection for downloads.\r\n\r\nI'm opening a PR to update the url" ]
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**Datasets Version:** 1.1.2 **Python Version:** 3.6/3.7 **Code:** ```python from datasets import load_dataset load_dataset("trec") ``` **Expected behavior:** Download Trec dataset and load Dataset object **Current Behavior:** Get a connection error saying it couldn't reach http://cogcomp.org/Data/...
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736
Start community-provided dataset docs
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[ "can you also reference the `--organization` flag like in https://github.com/huggingface/transformers/blob/master/docs/source/model_sharing.rst#upload-your-model-with-the-cli ?", "done!", "Not sure if the changes in `datasets/wmt_t2t/wmt_utils.py` are intentional.\r\nIf you want to add more configs to wmt, coul...
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This is one I did to get the pseudo-labels updated. Not sure if it generalizes, but I figured I would write it down. It was pretty easy because all I had to do was make properly formatted directories and change URLs. + In slack @thomwolf called it a `user-namespace` dataset, but the docs call it `community dataset`...
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735
Throw error when an unexpected key is used in data_files
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[ "Thanks for reporting !\r\nWe'll add support for other keys" ]
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I have found that only "train", "validation" and "test" are valid keys in the `data_files` argument. When you use any other ones, those attached files are silently ignored - leading to unexpected behaviour for the users. So the following, unintuitively, returns only one key (namely `train`). ```python datasets =...
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734
Fix GLUE metric description
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Small typo: the description says translation instead of prediction.
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Update link to dataset viewer
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Change 404 error links in quick tour to working ones
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dataset(wlasl): initial loading script
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[ "Followup: \r\nFrom the info in https://github.com/huggingface/datasets/pull/722, I probably should load the videos as array of frames directly into the database. \r\nThis will make the dataset generation time very long, but will make working with the dataset much easier.", "When I run:\r\n```\r\npython datasets-...
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takes like 9-10 hours to download all of the videos for the dataset, but it does finish :)
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dataset(aslg_pc12): initial loading script
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[ "Thanks @lhoestq \r\nAre there any guidelines for the dummy data?\r\nIn this particular case for example, the dataset fetches from two hardcoded URLs. \r\nDo I just `head -n 10` both files and zip them?\r\n\r\n", "> Thanks @lhoestq\r\n> Are there any guidelines for the dummy data?\r\n> In this particular case for...
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CONTRIBUTOR
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This contains the only current public part of this corpus. The rest of the corpus is not yet been made public, but this sample is still being used by researchers.
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Possible caching bug
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[ "Thanks for reporting. That's a bug indeed.\r\nApparently only the `data_files` parameter is taken into account right now in `DatasetBuilder._create_builder_config` but it should also be the case for `config_kwargs` (or at least the instantiated `builder_config`)", "Hi, does this bug be fixed? when I load JSON fi...
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The following code with `test1.txt` containing just "🤗🤗🤗": ``` dataset = datasets.load_dataset('text', data_files=['test1.txt'], split="train", encoding="latin_1") print(dataset[0]) dataset = datasets.load_dataset('text', data_files=['test1.txt'], split="train", encoding="utf-8") print(dataset[0]) ``` produc...
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Better error message when one forgets to call `add_batch` before `compute`
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When using metrics, if for some reason a user forgets to call `add_batch` to a metric before `compute` (with no arguments), the error message is a bit cryptic and could probably be made clearer. ## Reproducer ```python import datasets import torch from datasets import Metric class GatherMetric(Metric): ...
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Passing `cache_dir` to a metric does not work
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When passing `cache_dir` to a custom metric, the folder is concatenated to itself at some point and this results in a FileNotFoundError: ## Reproducer ```python import datasets import torch from datasets import Metric class GatherMetric(Metric): def _info(self): return datasets.MetricInfo( ...
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pretty print dataset objects
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[ "Great, as you found it useful I improved the code a bit to automate indentation in the parent class, so that the child repr doesn't need to guess the indentation level, while repr'ing nicely on its own.\r\n\r\n- do we want indent=4 or 2?\r\n- do we want `{` ... `}` or w/o?\r\n\r\ncurrently it's indent4 and w/ curl...
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CONTRIBUTOR
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Currently, if I do: ``` from datasets import load_dataset load_dataset("wikihow", 'all', data_dir="/hf/pegasus-datasets/wikihow/") ``` I get: ``` DatasetDict({'train': Dataset(features: {'text': Value(dtype='string', id=None), 'headline': Value(dtype='string', id=None), 'title': Value(dtype='string', id=None...
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need to redirect /nlp to /datasets and remove outdated info
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[ "Should be fixed now: \r\n\r\n![image](https://user-images.githubusercontent.com/35882/95917301-040b0600-0d78-11eb-9655-c4ac0e788089.png)\r\n\r\nNot sure I understand what you mean by the second part?\r\n", "Thank you!\r\n\r\n> Not sure I understand what you mean by the second part?\r\n\r\nCompare the 2:\r\n* htt...
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CONTRIBUTOR
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It looks like the website still has all the `nlp` data, e.g.: https://huggingface.co/nlp/viewer/?dataset=wikihow&config=all should probably redirect to: https://huggingface.co/datasets/wikihow also for some reason the new information is slightly borked. If you look at the old one it was nicely formatted and had t...
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Adding pseudo-labels to datasets
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[ "Nice ! :)\r\nIt's indeed the first time we have such contributions so we'll have to figure out the appropriate way to integrate them.\r\nCould you add details on what they could be used for ?\r\n", "They can be used as training data for a smaller model.", "Sounds just like a regular dataset to me then, no?", ...
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MEMBER
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I recently [uploaded pseudo-labels](https://github.com/huggingface/transformers/blob/master/examples/seq2seq/precomputed_pseudo_labels.md) for CNN/DM, XSUM and WMT16-en-ro to s3, and thom mentioned I should add them to this repo. Since pseudo-labels are just a large model's generations on an existing dataset, what is ...
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OSError: Cannot find data file when not using the dummy dataset in RAG
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[ "Same issue here. I will be digging further, but it looks like the [script](https://github.com/huggingface/datasets/blob/master/datasets/wiki_dpr/wiki_dpr.py#L132) is attempting to open a file that is not downloaded yet. \r\n\r\n```\r\n99dcbca09109e58502e6b9271d4d3f3791b43f61f3161a76b25d2775ab1a4498.lock\r\n```\r\n...
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## Environment info transformers version: 3.3.1 Platform: Linux-4.19 Python version: 3.7.7 PyTorch version (GPU?): 1.6.0 Tensorflow version (GPU?): No Using GPU in script?: Yes Using distributed or parallel set-up in script?: No ## To reproduce Steps to reproduce the behaviour...
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Fix train_test_split output format
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There was an issue in the `transmit_format` wrapper that returned bad formats when using train_test_split. This was due to `column_names` being handled as a List[str] instead of Dict[str, List[str]] when the dataset transform (train_test_split) returns a DatasetDict (one set of column names per split). This should ...
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Don't use tqdm 4.50.0
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tqdm 4.50.0 introduced permission errors on windows see [here](https://app.circleci.com/pipelines/github/huggingface/datasets/235/workflows/cfb6a39f-68eb-4802-8b17-2cd5e8ea7369/jobs/1111) for the error details. For now I just added `<4.50.0` in the setup.py Hopefully we can find what's wrong with this version soon
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Fixes #712 Error in the Overview.ipynb notebook
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Fixes #712 Error in the Overview.ipynb notebook by adding `with_details=True` parameter to `list_datasets` function in Cell 3 of **overview** notebook
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Fixes #712 Attribute error in cell 3 of the overview notebook
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[ "Referencing the wrong issue # in the commit message. Closing this to fix it again." ]
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Fixes the Attribute error in cell 3 of the overview notebook
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Use python read for text dataset
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[ "One thing though, could we try to read the files in parallel?", "We could but I'm not sure this would help a lot since the bottleneck is the drive IO if the files are big enough.\r\nIt could make sense for very small files.", "Looks like windows is not a big fan of this approach\r\nI'm working on a fix", "I ...
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As mentioned in #622 the pandas reader used for text dataset doesn't work properly when there are \r characters in the text file. Instead I switched to pure python using `open` and `read`. From my benchmark on a 100MB text file, it's the same speed as the previous pandas reader.
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Add the official dependabot implementation
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This will keep dependencies up to date. This will require a pr label `dependencies` being created in order to function correctly.
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Fix reading text files with carriage return symbols
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[ "Discussed in #622, fixed in #715. Closing the issue. Thanks @lhoestq, it works now! 👍 " ]
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The new pandas-based text reader isn't able to work properly with files that contain carriage return symbols (`\r`). It fails with the following error message: ``` ... File "pandas/_libs/parsers.pyx", line 847, in pandas._libs.parsers.TextReader.read File "pandas/_libs/parsers.pyx", line 874, in pandas._l...
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Error in the notebooks/Overview.ipynb notebook
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[ "Do this:\r\n``` python\r\nsquad_dataset = list_datasets(with_details=True)[datasets.index('squad')]\r\npprint(squad_dataset.__dict__) # It's a simple python dataclass\r\n```", "Thanks! This worked. I have created a PR to fix this in the notebook. " ]
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Hi, I got the following error in **cell number 3** while exploring the **Overview.ipynb** notebook in google colab. I used the [link ](https://colab.research.google.com/github/huggingface/datasets/blob/master/notebooks/Overview.ipynb) provided in the main README file to open it in colab. ```python # You can acc...
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fix README typos/ consistency
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Datasets performance slow? - 6.4x slower than in memory dataset
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[ "Facing a similar issue here. My model using SQuAD dataset takes about 1h to process with in memory data and more than 2h with datasets directly.", "And if you use in-memory-data with datasets with `load_dataset(..., keep_in_memory=True)`?", "Thanks for the tip @thomwolf ! I did not see that flag in the docs. I...
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I've been very excited about this amazing datasets project. However, I've noticed that the performance can be substantially slower than using an in-memory dataset. Now, this is expected I guess, due to memory mapping data using arrow files, and you don't get anything for free. But I was surprised at how much slower....
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Requirements should specify pyarrow<1
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[ "Hello @mathcass I would want to work on this issue. May I do the same? ", "@punitaojha, certainly. Feel free to work on this. Let me know if you need any help or clarity.", "Hello @mathcass \r\n1. I did fork the repository and clone the same on my local system. \r\n\r\n2. Then learnt about how we can publish o...
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I was looking at the docs on [Perplexity](https://huggingface.co/transformers/perplexity.html) via GPT2. When you load datasets and try to load Wikitext, you get the error, ``` module 'pyarrow' has no attribute 'PyExtensionType' ``` I traced it back to datasets having installed PyArrow 1.0.1 but there's not pinni...
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Fix config creation for data files with NamedSplit
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During config creation, we need to iterate through the data files of all the splits to compute a hash. To make sure the hash is unique given a certain combination of files/splits, we sort the split names. However the `NamedSplit` objects can't be passed to `sorted` and currently it raises an error: we need to sort th...
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TypeError: '<' not supported between instances of 'NamedSplit' and 'NamedSplit'
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[ "Hi !\r\nThanks for reporting :) \r\nIndeed this is an issue on the `datasets` side.\r\nI'm creating a PR", "Thanks @lhoestq !" ]
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## Environment info <!-- You can run the command `transformers-cli env` and copy-and-paste its output below. Don't forget to fill out the missing fields in that output! --> - `transformers` version: 3.3.1 (installed from master) - `datasets` version: 1.0.2 (installed as a dependency from transformers) ...
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704
Fix remote tests for new datasets
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When adding a new dataset, the remote tests fail because they try to get the new dataset from the master branch (i.e., where the dataset doesn't exist yet) To fix that I reverted to the use of the HF API that fetch the available datasets on S3 that is synced with the master branch
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703
Add hotpot QA
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[ "Awesome :) \r\n\r\nDon't pay attention to the RemoteDatasetTest error, I'm fixing it right now", "You can rebase from master to fix the CI test :)", "If we're lucky we can even include this dataset in today's release", "Just thinking since `type` can only be `comparison` or `bridge` and `level` can only be `...
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Added the [HotpotQA](https://github.com/hotpotqa/hotpot) multi-hop question answering dataset.
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702
Complete rouge kwargs
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In #701 we noticed that some kwargs were missing for rouge
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701
Add rouge 2 and rouge Lsum to rouge metric outputs
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[ "Oups too late, sorry" ]
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Continuation of #700 Rouge 2 and Rouge Lsum were missing in Rouge's outputs. Rouge Lsum is also useful to evaluate Rouge L for sentences with `\n` Fix #617
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700
Add rouge-2 in rouge_types for metric calculation
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[ "Indeed there's currently a mismatch between the description and what it rouge actually returns.\r\nThanks for proposing this fix :) \r\n\r\nI think it's better to return rouge 1-2-L.\r\nWas there a reason to only include rouge 1 and rouge L @thomwolf ? ", "rougeLsum is also missing, could you add it ?", "Addin...
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The description of the ROUGE metric says, ``` _KWARGS_DESCRIPTION = """ Calculates average rouge scores for a list of hypotheses and references Args: predictions: list of predictions to score. Each predictions should be a string with tokens separated by spaces. references: list of reference for ...
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XNLI dataset is not loading
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[ "also i tried below code to solve checksum error \r\n`datasets-cli test ./datasets/xnli --save_infos --all_configs`\r\n\r\nand it shows \r\n\r\n```\r\n2020-10-02 07:06:16.588760: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1\r\nTraceback (most ...
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`dataset = datasets.load_dataset(path='xnli')` showing below error ``` /opt/conda/lib/python3.7/site-packages/nlp/utils/info_utils.py in verify_checksums(expected_checksums, recorded_checksums, verification_name) 36 if len(bad_urls) > 0: 37 error_msg = "Checksums didn't match" + for_verifi...
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Update README.md
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Hey I was just telling my subscribers to check out your repositories Thank you
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Elasticsearch index docs
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I added the docs for ES indexes. I also added a `load_elasticsearch_index` method to load an index that has already been built. I checked the tests for the ES index and we have tests that mock ElasticSearch. I think this is good for now but at some point it would be cool to have an end-to-end test with a real ES...
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