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https://api.github.com/repos/huggingface/datasets/issues/850
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850
Create ClassLabel for labelling tasks datasets
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[ "@lhoestq Better?" ]
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This PR adds a specific `ClassLabel` for the datasets that are about a labelling task such as POS, NER or Chunking.
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849
Load amazon dataset
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[ "Thanks for reporting !\r\nWe plan to show information about the different configs of the datasets on the website, with the corresponding `load_dataset` calls.\r\n\r\nAlso I think the bullet points formatting has been fixed" ]
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CONTRIBUTOR
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Hi, I was going through amazon_us_reviews dataset and found that example API usage given on website is different from the API usage while loading dataset. Eg. what API usage is on the [website](https://huggingface.co/datasets/amazon_us_reviews) ``` from datasets import load_dataset dataset = load_dataset("amaz...
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848
Error when concatenate_datasets
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[ "As you can see in the error the test checks if `indices_mappings_in_memory` is True or not, which is different from the test you do in your script. In a dataset, both the data and the indices mapping can be either on disk or in memory.\r\n\r\nThe indices mapping correspond to a mapping on top of the data table tha...
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NONE
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Hello, when I concatenate two dataset loading from disk, I encountered a problem: ``` test_dataset = load_from_disk('data/test_dataset') trn_dataset = load_from_disk('data/train_dataset') train_dataset = concatenate_datasets([trn_dataset, test_dataset]) ``` And it reported ValueError blow: ``` --------------...
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multiprocessing in dataset map "can only test a child process"
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[ "It looks like an issue with wandb/tqdm here.\r\nWe're using the `multiprocess` library instead of the `multiprocessing` builtin python package to support various types of mapping functions. Maybe there's some sort of incompatibility.\r\n\r\nCould you make a minimal script to reproduce or a google colab ?", "hi f...
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NONE
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Using a dataset with a single 'text' field and a fast tokenizer in a jupyter notebook. ``` def tokenizer_fn(example): return tokenizer.batch_encode_plus(example['text']) ds_tokenized = text_dataset.map(tokenizer_fn, batched=True, num_proc=6, remove_columns=['text']) ``` ``` -------------------------...
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846
Add HoVer multi-hop fact verification dataset
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[ "Hi @yjernite I'm new but wanted to contribute. Has anyone already taken this problem and do you think it is suitable for newbies?", "Hi @tenjjin! This dataset is still up for grabs! Here's the link with the guide to add it. You should play around with the library first (download and look at a few datasets), the...
1,605,210,946,000
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MEMBER
null
## Adding a Dataset - **Name:** HoVer - **Description:** https://twitter.com/YichenJiang9/status/1326954363806429186 contains 20K claim verification examples - **Paper:** https://arxiv.org/abs/2011.03088 - **Data:** https://hover-nlp.github.io/ - **Motivation:** There are still few multi-hop information extraction...
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845
amazon description fields as bullets
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1,605,207,041,000
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CONTRIBUTOR
null
One more minor formatting change to amazon reviews's description (in addition to #844). Just reformatting the fields to display as a bulleted list in markdown.
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844
add newlines to amazon desc
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CONTRIBUTOR
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Just a quick formatting fix to hopefully make it render nicer on Viewer
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843
use_custom_baseline still produces errors for bertscore
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[ "Thanks for reporting ! That's a bug indeed\r\nIf you want to contribute, feel free to fix this issue and open a PR :)", "This error is because of a mismatch between `datasets` and `bert_score`. With `datasets=1.1.2` and `bert_score>=0.3.6` it works ok. So `pip install -U bert_score` should fix the problem. ", ...
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NONE
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`metric = load_metric('bertscore')` `a1 = "random sentences"` `b1 = "random sentences"` `metric.compute(predictions = [a1], references = [b1], lang = 'en')` `Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home/stephen_chan/.local/lib/python3.6/site-packages/datasets/metric.py"...
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842
How to enable `.map()` pre-processing pipelines to support multi-node parallelism?
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[ "Right now multiprocessing only runs on single node.\r\n\r\nHowever it's probably possible to extend it to support multi nodes. Indeed we're using the `multiprocess` library from the `pathos` project to do multiprocessing in `datasets`, and `pathos` is made to support parallelism on several nodes. More info about p...
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Hi, Currently, multiprocessing can be enabled for the `.map()` stages on a single node. However, in the case of multi-node training, (since more than one node would be available) I'm wondering if it's possible to extend the parallel processing among nodes, instead of only 1 node running the `.map()` while the other ...
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841
Can not reuse datasets already downloaded
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[ "It seems the process needs '/datasets.huggingface.co/datasets/datasets/wikipedia/wikipedia.py'\r\nWhere and how to assign this ```wikipedia.py``` after I manually download it ?", "\r\ndownload the ```wikipedia.py``` at the working directory and go with ```dataset = load_dataset('wikipedia.py', '20200501.en')``` ...
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NONE
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Hello, I need to connect to a frontal node (with http proxy, no gpu) before connecting to a gpu node (but no http proxy, so can not use wget so on). I successfully downloaded and reuse the wikipedia datasets in a frontal node. When I connect to the gpu node, I supposed to use the downloaded datasets from cache, but...
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840
Update squad_v2.py
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[ "With this change all the checks are passed.", "Good" ]
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CONTRIBUTOR
null
Change lines 100 and 102 to prevent overwriting ```predictions``` variable.
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839
XSum dataset missing spaces between sentences
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I noticed that the XSum dataset has no space between sentences. This could lead to worse results for anyone training or testing on it. Here's an example (0th entry in the test set): `The London trio are up for best UK act and best album, as well as getting two nominations in the best song category."We got told like ...
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CNN/Dailymail Dataset Card
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Link to the card page: https://github.com/mcmillanmajora/datasets/tree/cnn_dailymail_card/datasets/cnn_dailymail One of the questions this dataset brings up is how we want to handle versioning of the cards to mirror versions of the dataset. The different versions of this dataset are used for different tasks (which may...
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AlloCiné dataset card
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Link to the card page: https://github.com/mcmillanmajora/datasets/blob/allocine_card/datasets/allocine/README.md There wasn't as much information available for this dataset, so I'm wondering what's the best way to address open questions about the dataset. For example, where did the list of films that the dataset creat...
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836
load_dataset with 'csv' is not working. while the same file is loading with 'text' mode or with pandas
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[ "Which version of pyarrow do you have ? Could you try to update pyarrow and try again ?", "Thanks for the fast response. I have the latest version '2.0.0' (I tried to update)\r\nI am working with Python 3.8.5", "I think that the issue is similar to this one:https://issues.apache.org/jira/browse/ARROW-9612\r\nTh...
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Hi All I am trying to load a custom dataset and I am trying to load a single file to make sure the file is loading correctly: dataset = load_dataset('csv', data_files=files) When I run it I get: Downloading and preparing dataset csv/default-35575a1051604c88 (download: Unknown size, generated: Unknown size, post-...
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Wikipedia postprocessing
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[ "Hi @bminixhofer ! Parsing WikiMedia is notoriously difficult: this processing used [mwparserfromhell](https://github.com/earwig/mwparserfromhell) which is pretty good but not perfect.\r\n\r\nAs an alternative, you can also use the Wiki40b dataset which was pre-processed using an un-released Google internal tool", ...
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Hi, thanks for this library! Running this code: ```py import datasets wikipedia = datasets.load_dataset("wikipedia", "20200501.de") print(wikipedia['train']['text'][0]) ``` I get: ``` mini|Ricardo Flores Magón mini|Mexikanische Revolutionäre, Magón in der Mitte anführend, gegen die Diktatur von Porfir...
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[GEM] add WikiLingua cross-lingual abstractive summarization dataset
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[ "Hey @yjernite. This is a very interesting dataset. Would love to work on adding it but I see that the link to the data is to a gdrive folder. Can I just confirm wether dlmanager can handle gdrive urls or would this have to be a manual dl?", "Hi @KMFODA ! A version of WikiLingua is actually already accessible in ...
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## Adding a Dataset - **Name:** WikiLingua - **Description:** The dataset includes ~770k article and summary pairs in 18 languages from WikiHow. The gold-standard article-summary alignments across languages were extracted by aligning the images that are used to describe each how-to step in an article. - **Paper:** h...
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[GEM] add ASSET text simplification dataset
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MEMBER
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## Adding a Dataset - **Name:** ASSET - **Description:** ASSET is a crowdsourced multi-reference corpus for assessing sentence simplification in English where each simplification was produced by executing several rewriting transformations. - **Paper:** https://www.aclweb.org/anthology/2020.acl-main.424.pdf - **Dat...
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[GEM] add WikiAuto text simplification dataset
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MEMBER
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## Adding a Dataset - **Name:** WikiAuto - **Description:** Sentences in English Wikipedia and their corresponding sentences in Simple English Wikipedia that are written with simpler grammar and word choices. A lot of lexical and syntactic paraphrasing. - **Paper:** https://www.aclweb.org/anthology/2020.acl-main.70...
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[GEM] Add WebNLG dataset
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MEMBER
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## Adding a Dataset - **Name:** WebNLG - **Description:** WebNLG consists of Data/Text pairs where the data is a set of triples extracted from DBpedia and the text is a verbalisation of these triples (16,095 data inputs and 42,873 data-text pairs). The data is available in English and Russian - **Paper:** https://ww...
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[GEM] add ToTTo Table-to-text dataset
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[ "closed via #1098 " ]
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## Adding a Dataset - **Name:** ToTTo - **Description:** ToTTo is an open-domain English table-to-text dataset with over 120,000 training examples that proposes a controlled generation task: given a Wikipedia table and a set of highlighted table cells, produce a one-sentence description. - **Paper:** https://arxiv.o...
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[GEM] add Schema-Guided Dialogue
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## Adding a Dataset - **Name:** The Schema-Guided Dialogue Dataset - **Description:** The Schema-Guided Dialogue (SGD) dataset consists of over 20k annotated multi-domain, task-oriented conversations between a human and a virtual assistant. These conversations involve interactions with services and APIs spanning 20 d...
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Add writer_batch_size attribute to GeneratorBasedBuilder
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As specified in #741 one would need to specify a custom ArrowWriter batch size to avoid filling the RAM. Indeed the defaults buffer size is 10 000 examples but for multimodal datasets that contain images or videos we may want to reduce that.
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[GEM] MultiWOZ dialogue dataset
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[ "Hi @yjernite can I help in adding this dataset? \r\n\r\nI am excited about this because this will be my first contribution to the datasets library as well as to hugginface." ]
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## Adding a Dataset - **Name:** MultiWOZ (Multi-Domain Wizard-of-Oz) - **Description:** 10k annotated human-human dialogues. Each dialogue consists of a goal, multiple user and system utterances as well as a belief state. Only system utterances are annotated with dialogue acts – there are no annotations from the user...
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[GEM] Add E2E dataset
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## Adding a Dataset - **Name:** E2E NLG dataset (for End-to-end natural language generation) - **Description:**a dataset for training end-to-end, datadriven natural language generation systems in the restaurant domain, the datasets consists of 5,751 dialogue-act Meaning Representations (structured data) and 8.1 refer...
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Add accuracy, precision, recall and F1 metrics
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This PR adds several single metrics, namely: - Accuracy - Precision - Recall - F1 They all uses under the hood the sklearn metrics of the same name. They allow different useful features when training a multilabel/multiclass model: - have a macro/micro/per label/weighted/binary/per sample score - score only t...
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Discussion using datasets in offline mode
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[ "No comments ?", "I think it would be very cool. I'm currently working on a cluster from Compute Canada, and I have internet access only when I'm not in the nodes where I run the scripts. So I was expecting to be able to use the wmt14 dataset until I realized I needed internet connection even if I downloaded the ...
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`datasets.load_dataset("csv", ...)` breaks if you have no connection (There is already this issue https://github.com/huggingface/datasets/issues/761 about it). It seems to be the same for metrics too. I create this ticket to discuss a bit and gather what you have in mind or other propositions. Here are some point...
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how processing in batch works in datasets
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[ "Hi I don’t think this is a request for a dataset like you labeled it.\r\n\r\nI also think this would be better suited for the forum at https://discuss.huggingface.co. we try to keep the issue for the repo for bug reports and new features/dataset requests and have usage questions discussed on the forum. Thanks.", ...
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Hi, I need to process my datasets before it is passed to dataloader in batch, here is my codes ``` class AbstractTask(ABC): task_name: str = NotImplemented preprocessor: Callable = NotImplemented split_to_data_split: Mapping[str, str] = NotImplemented tokenizer: Callable = NotImplemented ...
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datasets freezes
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[ "Pytorch is unable to convert strings to tensors unfortunately.\r\nYou can use `set_format(type=\"torch\")` on columns that can be converted to tensors, such as token ids.\r\n\r\nThis makes me think that we should probably raise an error or at least a warning when one tries to create pytorch tensors out of text col...
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Hi, I want to load these two datasets and convert them to Dataset format in torch and the code freezes for me, could you have a look please? thanks dataset1 = load_dataset("squad", split="train[:10]") dataset1 = dataset1.set_format(type='torch', columns=['context', 'answers', 'question']) dataset2 = load_datase...
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`kor_nli` dataset doesn't being loaded properly
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There are two issues from `kor_nli` dataset 1. csv.DictReader failed to split features by tab - Should not exist `None` value in label feature, but there it is. ```python kor_nli_train['train'].unique('gold_label') # ['neutral', 'entailment', 'contradiction', None] ``` -...
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Update quail dataset to v1.3
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Updated quail to most recent version, to address the problem originally discussed [here](https://github.com/huggingface/datasets/issues/806).
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Make save function use deterministic global vars order
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[ "Sorry, asking for help here, but the dill thread stop around 2013. Is it possible to use dill deterministically? I tried to monkeypatch the solution presented here into dill, but I suppose it requires forking their project.", "Hi ! What we did was to subclass `dill`'s Pickler to fix the non-deterministic behavio...
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The `dumps` function need to be deterministic for the caching mechanism. However in #816 I noticed that one of dill's method to recursively check the globals of a function may return the globals in different orders each time it's used. To fix that I sort the globals by key in the `globs` dictionary. I had to add a re...
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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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How to implement DistributedSampler with datasets
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[ "Hi Apparently I need to shard the data and give one host a chunk, could you provide me please with examples on how to do it? I want to use it jointly with finetune_trainer.py in huggingface repo seq2seq examples. thanks. ", "Hey @rabeehkarimimahabadi I'm actually looking for the same feature. Did you manage to g...
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Hi, I am using your datasets to define my dataloaders, and I am training finetune_trainer.py in huggingface repo on them. I need a distributedSampler to be able to train the models on TPUs being able to distribute the load across the TPU cores. Could you tell me how I can implement the distribued sampler when using d...
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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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nlp viewer error
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[ "and also for 'blog_authorship_corpus'\r\nhttps://huggingface.co/nlp/viewer/?dataset=blog_authorship_corpus\r\n![image](https://user-images.githubusercontent.com/30210529/98557329-5c182800-22a4-11eb-9b01-5b910fb8fcd4.png)\r\n", "Is this the problem of my local computer or ??" ]
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Hello, when I select amazon_us_reviews in nlp viewer, it shows error. https://huggingface.co/nlp/viewer/?dataset=amazon_us_reviews ![image](https://user-images.githubusercontent.com/30210529/98447334-4aa81200-2124-11eb-9dca-82c3ab34ccc2.png)
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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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809
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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CONTRIBUTOR
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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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806
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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805
On loading a metric from datasets, I get the following error
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[ "Hi ! We support only pyarrow > 0.17.1 so that we have access to the `PyExtensionType` object.\r\nCould you update pyarrow and try again ?\r\n```\r\npip install --upgrade pyarrow\r\n```" ]
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`from datasets import load_metric` `metric = load_metric('bleurt')` Traceback: 210 class _ArrayXDExtensionType(pa.PyExtensionType): 211 212 ndims: int = None AttributeError: module 'pyarrow' has no attribute 'PyExtensionType' Any help will be appreciated. Thank you.
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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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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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Cannot load TREC dataset: ConnectionError
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[ "Hi ! Indeed there's an issue with those links.\r\nWe should probably use the target urls of the redirections instead", "Hi, the same issue here, could you tell me how to download it through datasets? thanks ", "Same issue. ", "Actually it's already fixed on the master branch since #740 \r\nI'll do the 1.1.3 ...
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## Problem I cannot load "trec" dataset, it results with ConnectionError as shown below. I've tried on both Google Colab and locally. * `requests.head('http://cogcomp.org/Data/QA/QC/train_5500.label')` returns <Response [302]>. * `requests.head('http://cogcomp.org/Data/QA/QC/train_5500.label', allow_redirects=True...
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Token classification labels are strings and we don't have the list of labels
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[ "Indeed. Pinging @stefan-it here if he want to give an expert opinion :)", "Related is https://github.com/huggingface/datasets/pull/636", "Should definitely be a ClassLabel 👍 " ]
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Not sure if this is an issue we want to fix or not, putting it here so it's not forgotten. Right now, in token classification datasets, the labels for NER, POS and the likes are typed as `Sequence` of `strings`, which is wrong in my opinion. These should be `Sequence` of `ClassLabel` or some types that gives easy acces...
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Seq2Seq Metrics QOL: Bleu, Rouge
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[ "Hi ! Thanks for letting us know your experience :) \r\nWe should at least improve the error messages indeed", "So what is the right way to add a batch to compute BLEU?", "prediction = [['Hey', 'how', 'are', 'you', '?']] \r\nreference=[['Hey', 'how', 'are', 'you', '?']]\r\nbleu.compute(predictions=prediction,r...
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Putting all my QOL issues here, idt I will have time to propose fixes, but I didn't want these to be lost, in case they are useful. I tried using `rouge` and `bleu` for the first time and wrote down everything I didn't immediately understand: + Bleu expects tokenization, can I just kwarg it like sacrebleu? + differ...
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Descriptions of raw and processed versions of wikitext are inverted
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[ "Yes indeed ! Thanks for reporting" ]
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Nothing of importance, but it looks like the descriptions of wikitext-n-v1 and wikitext-n-raw-v1 are inverted for both n=2 and n=103. I just verified by loading them and the `<unk>` tokens are present in the non-raw versions, which confirms that it's a mere inversion of the descriptions and not of the datasets themselv...
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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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793
[Datasets] fix discofuse links
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MEMBER
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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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792
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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CONTRIBUTOR
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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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791
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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CONTRIBUTOR
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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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789
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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CONTRIBUTOR
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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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CONTRIBUTOR
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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(dataset): multiprocessing _generate_examples
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[ "I agree that would be cool :)\r\nRight now the only distributed dataset builder is based on Apache Beam so you can use distributed processing frameworks like Dataflow, Spark, Flink etc. to build your dataset but it's not really well suited for single-worker parallel processing afaik" ]
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CONTRIBUTOR
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forking this out of #741, this issue is only regarding multiprocessing I'd love if there was a dataset configuration parameter `workers`, where when it is `1` it behaves as it does right now, and when its `>1` maybe `_generate_examples` can also get the `pool` and return an iterable using the pool. In my use case...
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785
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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CONTRIBUTOR
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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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Feature/fidelity metrics from emnlp2020 evaluating and characterizing human rationales
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[ "Hi ! This looks interesting, thanks for adding it :) \r\n\r\nFor metrics there should only be two features fields: references and predictions.\r\nBoth of them can be defined as you want using nested structures if you need to.\r\nAlso I'm not sure what goes into references and what goes into predictions, could you ...
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This metric computes fidelity (Yu et al. 2019, DeYoung et al. 2019) and normalized fidelity (Carton et al. 2020).
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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 ;) ", "These dataset files are no longer available. https://data.statmt.org/cc-100/ files provided in this link are no longer available. Can anybody fix that issue?\r\n@abhishekkrthakur @yjernite " ]
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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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772
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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Using `Dataset.map` with `n_proc>1` print multiple progress bars
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[ "Yes it allows to monitor the speed of each process. Currently each process takes care of one shard of the dataset.\r\n\r\nAt one point we can consider using streaming batches to a pool of processes instead of sharding the dataset in `num_proc` parts. At that point it will be easy to use only one progress bar" ]
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When using `Dataset.map` with `n_proc > 1`, only one of the processes should print a progress bar (to make the output readable). Right now, `n_proc` progress bars are printed.
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770
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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How to choose proper download_mode in function load_dataset?
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[ "`download_mode=datasets.GenerateMode.FORCE_REDOWNLOAD` should work.\r\nThis makes me think we we should rename this to DownloadMode.FORCE_REDOWNLOAD. Currently that's confusing", "Can we just use `features=...` in `load_dataset` for this @lhoestq?", "Indeed you should use `features` in this case. \r\n```python...
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Hi, I am a beginner to datasets and I try to use datasets to load my csv file. my csv file looks like this ``` text,label "Effective but too-tepid biopic",3 "If you sometimes like to go to the movies to have fun , Wasabi is a good place to start .",4 "Emerges as something rare , an issue movie that 's so hones...
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768
Add a `lazy_map` method to `Dataset` and `DatasetDict`
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[ "This is cool! I think some aspects to think about and decide in terms of API are:\r\n- do we allow several methods (chained i guess)\r\n- how do we inspect the currently set method(s)\r\n- how do we control/reset them" ]
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The library is great, but it would be even more awesome with a `lazy_map` method implemented on `Dataset` and `DatasetDict`. This would apply a function on a give item but when the item is requested. Two use cases: 1. load image on the fly 2. apply a random function and get different outputs at each epoch (like dat...
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Add option for named splits when using ds.train_test_split
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[ "Yes definitely we should give more flexibility to control the name of the splits outputted by `train_test_split`.\r\n\r\nRelated is the very interesting feedback from @bramvanroy on how we should improve this method: https://discuss.huggingface.co/t/how-to-split-main-dataset-into-train-dev-test-as-datasetdict/1090...
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### Feature Request 🚀 Can we add a way to name your splits when using the `.train_test_split` function? In almost every use case I've come across, I have a `train` and a `test` split in my `DatasetDict`, and I want to create a `validation` split. Therefore, its kinda useless to get a `test` split back from `tra...
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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 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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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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Downloaded datasets are not usable offline
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[ "Yes currently you need an internet connection because the lib tries to check for the etag of the dataset script online to see if you don't have it locally already.\r\n\r\nIf we add a way to store the etag/hash locally after the first download, it would allow users to first download the dataset with an internet con...
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I've been trying to use the IMDB dataset offline, but after downloading it and turning off the internet it still raises an error from the ```requests``` library trying to reach for the online dataset. Is this the intended behavior ? (Sorry, I wrote the the first version of this issue while still on nlp 0.3.0).
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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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756
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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754
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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MEMBER
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It seems #733 forgot some links in the doc :)
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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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