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2021-04-30T17:53:49Z
2021-05-03T08:17:31Z
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## Adding a Dataset - **Name:** *name of the dataset* - **Description:** *short description of the dataset (or link to social media or blog post)* - **Paper:** *link to the dataset paper if available* - **Data:** *link to the Github repository or current dataset location* - **Motivation:** *what are some good reasons t...
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Load_dataset for local CSV files
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[ "Hi,\r\n\r\nthis is not a standard CSV file (requires additional preprocessing) so I wouldn't label this as s bug. You could parse the examples with the regex module or the string API to extract the data, but the following approach is probably the easiest (once you load the data):\r\n```python\r\nimport ast\r\n# lo...
2021-04-29T15:01:10Z
2021-06-15T13:49:26Z
2021-06-15T13:49:26Z
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The method load_dataset fails to correctly load a dataset from csv. Moreover, I am working on a token-classification task ( POS tagging) , where each row in my CSV contains two columns each of them having a list of strings. row example: ```tokens | labels ['I' , 'am', 'John'] | ['PRON', 'AUX', 'PROPN' ] ``...
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Help understanding how to build a dataset for language modeling as with the old TextDataset
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[ "\r\nI received an answer for this question on the HuggingFace Datasets forum by @lhoestq\r\n\r\nHi !\r\n\r\nIf you want to tokenize line by line, you can use this:\r\n\r\n```\r\nmax_seq_length = 512\r\nnum_proc = 4\r\n\r\ndef tokenize_function(examples):\r\n# Remove empty lines\r\nexamples[\"text\"] = [line for li...
2021-04-29T13:16:45Z
2021-05-19T07:22:45Z
2021-05-19T07:22:39Z
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Hello, I am trying to load a custom dataset that I will then use for language modeling. The dataset consists of a text file that has a whole document in each line, meaning that each line overpasses the normal 512 tokens limit of most tokenizers. I would like to understand what is the process to build a text datas...
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Compatibility with Ubuntu 18 and GLIBC 2.27?
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[ "From the trace this seems like an error in the tokenizer library instead.\r\n\r\nDo you mind opening an issue at https://github.com/huggingface/tokenizers instead?", "Hi @tginart, thanks for reporting.\r\n\r\nI think this issue is already open at `tokenizers` library: https://github.com/huggingface/tokenizers/is...
2021-04-28T22:08:07Z
2021-04-29T07:42:42Z
2021-04-29T07:42:42Z
NONE
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## Describe the bug For use on Ubuntu systems, it seems that datasets requires GLIBC 2.29. However, Ubuntu 18 runs with GLIBC 2.27 and it seems [non-trivial to upgrade GLIBC to 2.29 for Ubuntu 18 users](https://www.digitalocean.com/community/questions/how-install-glibc-2-29-or-higher-in-ubuntu-18-04). I'm not sure...
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Loss result inGptNeoForCasual
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[ "Hi ! I think you might have to ask on the `transformers` repo on or the forum at https://discuss.huggingface.co/\r\n\r\nClosing since it's not related to this library" ]
2021-04-28T15:39:52Z
2021-05-06T16:14:23Z
2021-05-06T16:14:23Z
NONE
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Is there any way you give the " loss" and "logits" results in the gpt neo api?
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concatenate_datasets loads all the data into memory
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[ "Therefore, when I try to concatenate larger datasets (5x 35GB data sets) I also get an out of memory error, since over 90GB of swap space was used at the time of the crash:\r\n\r\n```\r\n---------------------------------------------------------------------------\r\nMemoryError Traceba...
2021-04-28T14:27:21Z
2021-05-03T08:41:55Z
2021-05-03T08:41:55Z
NONE
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## Describe the bug When I try to concatenate 2 datasets (10GB each) , the entire data is loaded into memory instead of being written directly to disk. Interestingly, this happens when trying to save the new dataset to disk or concatenating it again. ![image](https://user-images.githubusercontent.com/7063207/116...
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SNLI dataset has labels of -1
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[ "Hi @puzzler10, \r\nThose examples where `gold_label` field was empty, -1 label was alloted to it. In order to remove it you can filter the samples from train/val/test splits. Here's how you can drop those rows from the dataset:\r\n`dataset = load_dataset(\"snli\")`\r\n`dataset_test_filter = dataset['test'].filter(...
2021-04-28T00:32:25Z
2021-05-17T13:34:18Z
2021-05-17T13:34:18Z
NONE
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There are a number of rows with a label of -1 in the SNLI dataset. The dataset descriptions [here](https://nlp.stanford.edu/projects/snli/) and [here](https://github.com/huggingface/datasets/tree/master/datasets/snli) don't list -1 as a label possibility, and neither does the dataset viewer. As examples, see index 107...
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Bug in Dataset.class_encode_column
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[ "This has been fixed in this commit: https://github.com/huggingface/datasets/pull/2254/commits/88676c930216cd4cc31741b99827b477d2b46cb6\r\n\r\nIt was introduced in #2246 : using map with `input_columns` doesn't return the other columns anymore" ]
2021-04-27T16:13:18Z
2021-04-30T12:54:27Z
2021-04-30T12:54:27Z
MEMBER
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## Describe the bug All the rest of the columns except the one passed to `Dataset.class_encode_column` are discarded. ## Expected results All the original columns should be kept. This needs regression tests.
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Synchronize table metadata with features
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[ "See PR #2274 " ]
2021-04-27T15:55:13Z
2022-06-01T17:13:21Z
2022-06-01T17:13:21Z
MEMBER
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**Is your feature request related to a problem? Please describe.** As pointed out in this [comment](https://github.com/huggingface/datasets/pull/2145#discussion_r621326767): > Metadata stored in the schema is just a redundant information regarding the feature types. It is used when calling Dataset.from_file to kno...
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NewsPH NLI dataset script fails to access test data.
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[ "Thanks @bhavitvyamalik for the fix !\r\nThe fix will be available in the next release.\r\nIt's already available on the `master` branch. For now you can either install `datasets` from source or use `script_version=\"master\"` in `load_dataset` to use the fixed version of this dataset." ]
2021-04-26T06:44:41Z
2021-04-29T09:32:03Z
2021-04-29T09:30:20Z
NONE
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In Newsph-NLI Dataset (#1192), it fails to access test data. According to the script below, the download manager will download the train data when trying to download the test data. https://github.com/huggingface/datasets/blob/2a2dd6316af2cc7fdf24e4779312e8ee0c7ed98b/datasets/newsph_nli/newsph_nli.py#L71 If yo...
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Running `datase.map` with `num_proc > 1` uses a lot of memory
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[ "Thanks for reporting ! We are working on this and we'll do a patch release very soon.", "We did a patch release to fix this issue.\r\nIt should be fixed in the new version 1.6.1\r\n\r\nThanks again for reporting and for the details :)" ]
2021-04-24T09:56:20Z
2021-04-26T17:12:15Z
2021-04-26T17:12:15Z
NONE
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## Describe the bug Running `datase.map` with `num_proc > 1` leads to a tremendous memory usage that requires swapping on disk and it becomes very slow. ## Steps to reproduce the bug ```python from datasets import load_dataset dstc8_datset = load_dataset("roskoN/dstc8-reddit-corpus", keep_in_memory=False) ...
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Slow dataloading with big datasets issue persists
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[ "Hi ! Sorry to hear that. This may come from another issue then.\r\n\r\nFirst can we check if this latency comes from the dataset itself ?\r\nYou can try to load your dataset and benchmark the speed of querying random examples inside it ?\r\n```python\r\nimport time\r\nimport numpy as np\r\n\r\nfrom datasets import...
2021-04-23T08:18:20Z
2024-01-26T15:10:28Z
2024-01-26T15:10:28Z
NONE
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Hi, I reported too slow data fetching when data is large(#2210) a couple of weeks ago, and @lhoestq referred me to the fix (#2122). However, the problem seems to persist. Here is the profiled results: 1) Running with 60GB ``` Action | Mean duration (s) |Num calls | Total ...
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some issue in loading local txt file as Dataset for run_mlm.py
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[ "Hi,\r\n\r\n1. try\r\n ```python\r\n dataset = load_dataset(\"text\", data_files={\"train\": [\"a1.txt\", \"b1.txt\"], \"test\": [\"c1.txt\"]})\r\n ```\r\n instead.\r\n\r\n Sadly, I can't reproduce the error on my machine. If the above code doesn't resolve the issue, try to update the library to the ...
2021-04-22T19:39:13Z
2022-03-30T08:29:47Z
2022-03-30T08:29:47Z
NONE
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![image](https://user-images.githubusercontent.com/14968123/115773877-18cef300-a3c6-11eb-8e58-a9cbfd1001ec.png) first of all, I tried to load 3 .txt files as a dataset (sure that the directory and permission is OK.), I face with the below error. > FileNotFoundError: [Errno 2] No such file or directory: 'c' by ...
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Map is slow and processes batches one after another
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[ "Hi @villmow, thanks for reporting.\r\n\r\nCould you please try with the Datasets version 1.6? We released it yesterday and it fixes some issues about the processing speed. You can see the fix implemented by @lhoestq here: #2122.\r\n\r\nOnce you update Datasets, please confirm if the problem persists.", "Hi @albe...
2021-04-20T14:58:20Z
2021-05-03T17:54:33Z
2021-05-03T17:54:32Z
NONE
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## Describe the bug I have a somewhat unclear bug to me, where I can't figure out what the problem is. The code works as expected on a small subset of my dataset (2000 samples) on my local machine, but when I execute the same code with a larger dataset (1.4 million samples) this problem occurs. Thats why I can't giv...
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Link to datasets viwer on Quick Tour page returns "502 Bad Gateway"
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[ "This should be fixed now!\r\n\r\ncc @srush " ]
2021-04-20T14:19:51Z
2021-04-20T15:02:45Z
2021-04-20T15:02:45Z
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Link to datasets viwer (https://huggingface.co/datasets/viewer/) on Quick Tour page (https://huggingface.co/docs/datasets/quicktour.html) returns "502 Bad Gateway" The same error with https://huggingface.co/datasets/viewer/?dataset=glue&config=mrpc
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Error loading wikihow dataset
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[ "Hi @odellus, thanks for reporting.\r\n\r\nThe `wikihow` dataset has 2 versions:\r\n- `all`: Consisting of the concatenation of all paragraphs as the articles and the bold lines as the reference summaries.\r\n- `sep`: Consisting of each paragraph and its summary.\r\n\r\nTherefore, in order to load it, you have to s...
2021-04-19T21:02:31Z
2021-04-20T16:33:11Z
2021-04-20T16:33:11Z
CONTRIBUTOR
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## Describe the bug When attempting to load wikihow into a dataset with ```python from datasets import load_dataset dataset = load_dataset('wikihow', data_dir='./wikihow') ``` I get the message: ``` AttributeError: 'BuilderConfig' object has no attribute 'filename' ``` at the end of a [full stack trace](htt...
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Keys yielded while generating dataset are not being checked
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[ "Hi ! Indeed there's no verification on the uniqueness nor the types of the keys.\r\nDo you already have some ideas of what you would like to implement and how ?", "Hey @lhoestq, thank you so much for the opportunity.\r\nAlthough I haven't had much experience with the HF Datasets code, after a careful look at how...
2021-04-16T13:29:47Z
2021-05-10T17:31:21Z
2021-05-10T17:31:21Z
CONTRIBUTOR
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The keys used in the dataset generation script to ensure the same order is generated on every user's end should be checked for their types (i.e either `str` or `int`) as well as whether they are unique or not. Currently, the keys are not being checked for any of these, as evident from `xnli' dataset generation: https...
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MDU6SXNzdWU4NTk4MTA2MDI=
2,229
`xnli` dataset creating a tuple key while yielding instead of `str` or `int`
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[ "Hi ! Sure sounds good. Also if you find other datasets that use tuples instead of str/int, you can also fix them !\r\nthanks :)", "@lhoestq I have sent a PR for fixing the issue. Would be great if you could have a look! Thanks!" ]
2021-04-16T13:21:53Z
2021-04-19T08:56:42Z
2021-04-19T08:56:42Z
CONTRIBUTOR
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When using `ds = datasets.load_dataset('xnli', 'ar')`, the dataset generation script uses the following section of code in the egging, which yields a tuple key instead of the specified `str` or `int` key: https://github.com/huggingface/datasets/blob/56346791aed417306d054d89bd693d6b7eab17f7/datasets/xnli/xnli.py#L196 ...
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2,226
Batched map fails when removing all columns
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[ "I found the problem. I called `set_format` on some columns before. This makes it crash. Here is a complete example to reproduce:\r\n\r\n```python\r\nfrom datasets import load_dataset\r\nsst = load_dataset(\"sst\")\r\nsst.set_format(\"torch\", columns=[\"label\"], output_all_columns=True)\r\nds = sst[\"train\"]\r\n...
2021-04-16T11:17:01Z
2022-10-05T17:32:15Z
2022-10-05T17:32:15Z
NONE
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Hi @lhoestq , I'm hijacking this issue, because I'm currently trying to do the approach you recommend: > Currently the optimal setup for single-column computations is probably to do something like > > ```python > result = dataset.map(f, input_columns="my_col", remove_columns=dataset.column_names) > ``` He...
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load_metric error: module 'datasets.utils.file_utils' has no attribute 'add_start_docstrings'
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[ "Hi @nsaphra, thanks for reporting.\r\n\r\nThis issue was fixed in `datasets` version 1.3.0. Could you please update `datasets` and tell me if the problem persists?\r\n```shell\r\npip install -U datasets\r\n```", "There might be a bug in the conda version of `datasets` 1.2.1 where the datasets/metric scripts are ...
2021-04-12T20:26:01Z
2021-04-23T15:20:02Z
2021-04-23T15:20:02Z
NONE
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I'm having the same problem as [Notebooks issue 10](https://github.com/huggingface/notebooks/issues/10) on datasets 1.2.1, and it seems to be an issue with the datasets package. ```python >>> from datasets import load_metric >>> metric = load_metric("glue", "sst2") Traceback (most recent call last): File "<std...
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855,999,133
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2,212
Can't reach "https://storage.googleapis.com/illuin/fquad/train.json.zip" when trying to load fquad dataset
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[ "Hi ! Apparently the data are not available from this url anymore. We'll replace it with the new url when it's available", "I saw this on their website when we request to download the dataset:\r\n![image](https://user-images.githubusercontent.com/19718818/114879600-fa458680-9e1e-11eb-9e05-f0963d68ff0f.png)\r\n\r\...
2021-04-12T13:49:56Z
2023-10-03T16:09:19Z
2023-10-03T16:09:18Z
NONE
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I'm trying to load the [fquad dataset](https://huggingface.co/datasets/fquad) by running: ```Python fquad = load_dataset("fquad") ``` which produces the following error: ``` Using custom data configuration default Downloading and preparing dataset fquad/default (download: 3.14 MiB, generated: 6.62 MiB, ...
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855,988,410
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2,211
Getting checksum error when trying to load lc_quad dataset
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[ "Hi,\r\n\r\nI've already opened a PR with the fix. If you are in a hurry, just build the project from source and run:\r\n```bash\r\ndatasets-cli test datasets/lc_quad --save_infos --all_configs --ignore_verifications\r\n```\r\n\r\n", "Ah sorry, I tried searching but couldn't find any related PR. \r\n\r\nThank you...
2021-04-12T13:38:58Z
2021-04-14T13:42:25Z
2021-04-14T13:42:25Z
NONE
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I'm having issues loading the [lc_quad](https://huggingface.co/datasets/fquad) dataset by running: ```Python lc_quad = load_dataset("lc_quad") ``` which is giving me the following error: ``` Using custom data configuration default Downloading and preparing dataset lc_quad/default (download: 3.69 MiB, ge...
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855,709,400
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2,210
dataloading slow when using HUGE dataset
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[ "Hi ! Yes this is an issue with `datasets<=1.5.0`\r\nThis issue has been fixed by #2122 , we'll do a new release soon :)\r\nFor now you can test it on the `master` branch.", "Hi, thank you for your answer. I did not realize that my issue stems from the same problem. " ]
2021-04-12T08:33:02Z
2021-04-13T02:03:05Z
2021-04-13T02:03:05Z
NONE
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Hi, When I use datasets with 600GB data, the dataloading speed increases significantly. I am experimenting with two datasets, and one is about 60GB and the other 600GB. Simply speaking, my code uses `datasets.set_format("torch")` function and let pytorch-lightning handle ddp training. When looking at the pytorch...
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making labels consistent across the datasets
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[ "Hi ! The ClassLabel feature type encodes the labels as integers.\r\nThe integer corresponds to the index of the label name in the `names` list of the ClassLabel.\r\nHere that means that the labels are 'entailment' (0), 'neutral' (1), 'contradiction' (2).\r\n\r\nYou can get the label names back by using `a.features...
2021-04-11T10:03:56Z
2022-06-01T16:23:08Z
2022-06-01T16:21:10Z
NONE
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Hi For accessing the labels one can type ``` >>> a.features['label'] ClassLabel(num_classes=3, names=['entailment', 'neutral', 'contradiction'], names_file=None, id=None) ``` The labels however are not consistent with the actual labels sometimes, for instance in case of XNLI, the actual labels are 0,1,2, but if ...
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Got pyarrow error when loading a dataset while adding special tokens into the tokenizer
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[ "Hi,\r\n\r\nthe output of the tokenizers is treated specially in the lib to optimize the dataset size (see the code [here](https://github.com/huggingface/datasets/blob/master/src/datasets/arrow_writer.py#L138-L141)). It looks like that one of the values in a dictionary returned by the tokenizer is out of the assume...
2021-04-11T08:40:09Z
2021-11-10T12:18:30Z
2021-11-10T12:04:28Z
NONE
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I added five more special tokens into the GPT2 tokenizer. But after that, when I try to pre-process the data using my previous code, I got an error shown below: Traceback (most recent call last): File "/home/xuyan/anaconda3/envs/convqa/lib/python3.7/site-packages/datasets/arrow_dataset.py", line 1687, in _map_sin...
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_prepare_split will overwrite DatasetBuilder.info.features
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[ "Hi ! This might be related to #2153 \r\n\r\nYou're right the ArrowWriter should be initialized with `features=self.info.features` ! Good catch\r\nI'm opening a PR to fix this and also to figure out how it was not caught in the tests\r\n\r\nEDIT: opened #2201", "> Hi ! This might be related to #2153\r\n> \r\n> Yo...
2021-04-09T11:47:13Z
2021-06-04T10:37:35Z
2021-06-04T10:37:35Z
NONE
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Hi, here is my issue: I initialized a Csv datasetbuilder with specific features: ``` def get_dataset_features(data_args): features = {} if data_args.text_features: features.update({text_feature: hf_features.Value("string") for text_feature in data_args.text_features.strip().split(",")}) if da...
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`load_dataset` caches two arrow files?
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[ "Hi ! Files that starts with `cache-*` are cached computation files, i.e. they are the cached results of map/filter/cast/etc. operations. For example if you used `map` on your dataset to transform it, then the resulting dataset is going to be stored and cached in a `cache-*` file. These files are used to avoid havi...
2021-04-09T03:49:19Z
2021-04-12T05:25:29Z
2021-04-12T05:25:29Z
NONE
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Hi, I am using datasets to load large json file of 587G. I checked the cached folder and found that there are two arrow files created: * `cache-ed205e500a7dc44c.arrow` - 355G * `json-train.arrow` - 582G Why is the first file created? If I delete it, would I still be able to `load_from_disk`?
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KeyError: '_indices_files' in `arrow_dataset.py`
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[ "Thanks for reporting @samsontmr.\r\n\r\nIt seems a backward compatibility issue...", "Thanks @samsontmr this should be fixed on master now\r\n\r\nFeel free to reopen if you're still having issues" ]
2021-04-09T01:37:12Z
2021-04-09T09:55:09Z
2021-04-09T09:54:39Z
NONE
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After pulling the latest master, I'm getting a crash when `load_from_disk` tries to load my local dataset. Trace: ``` Traceback (most recent call last): File "load_data.py", line 11, in <module> dataset = load_from_disk(SRC) File "/opt/conda/envs/py38/lib/python3.8/site-packages/datasets/load.py", line ...
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py3.7: TypeError: can't pickle _LazyModule objects
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[ "\r\nThis wasn't a `datasets` problem, but `transformers`' and it was solved here https://github.com/huggingface/transformers/pull/11168\r\n" ]
2021-04-08T21:02:48Z
2021-04-09T16:56:50Z
2021-04-09T01:52:57Z
CONTRIBUTOR
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While this works fine with py3.8, under py3.7, with a totally new conda env and transformers install: ``` git clone https://github.com/huggingface/transformers cd transformers pip install -e .[testing] export BS=1; rm -rf /tmp/test-clm; PYTHONPATH=src USE_TF=0 CUDA_VISIBLE_DEVICES=0 python \ examples/language...
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Filtering/mapping on one column is very slow
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[ "Hi ! Yes we are working on making `filter` significantly faster. You can look at related PRs here: #2060 #2178 \r\n\r\nI think you can expect to have the fast version of `filter` available next week.\r\n\r\nWe'll make it only select one column, and we'll also make the overall filtering operation way faster by avoi...
2021-04-08T18:16:14Z
2021-04-26T16:13:59Z
2021-04-26T16:13:59Z
CONTRIBUTOR
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I'm currently using the `wikipedia` dataset— I'm tokenizing the articles with the `tokenizers` library using `map()` and also adding a new `num_tokens` column to the dataset as part of that map operation. I want to be able to _filter_ the dataset based on this `num_tokens` column, but even when I specify `input_colu...
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News_commentary Dataset Translation Pairs are of Incorrect Language Specified Pairs
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[ "Hi @anassalamah,\r\n\r\nCould you please try with this:\r\n```python\r\ntrain_ds = load_dataset(\"news_commentary\", lang1=\"ar\", lang2=\"en\", split='train[:98%]')\r\nval_ds = load_dataset(\"news_commentary\", lang1=\"ar\", lang2=\"en\", split='train[98%:]')\r\n```", "Hello @albertvillanova, \r\n\r\nThanks for...
2021-04-08T07:53:43Z
2021-05-24T10:03:55Z
2021-05-24T10:03:55Z
NONE
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I used load_dataset to load the news_commentary dataset for "ar-en" translation pairs but found translations from Arabic to Hindi. ``` train_ds = load_dataset("news_commentary", "ar-en", split='train[:98%]') val_ds = load_dataset("news_commentary", "ar-en", split='train[98%:]') # filtering out examples that a...
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save_to_disk doesn't work when we use concatenate_datasets function before creating the final dataset_object.
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[ "Hi ! We refactored save_to_disk in #2025 so this doesn't happen.\r\nFeel free to try it on master for now\r\nWe'll do a new release soon" ]
2021-04-08T04:42:53Z
2022-06-01T16:32:15Z
2022-06-01T16:32:15Z
NONE
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As you can see, it saves the entire dataset. @lhoestq You can check by going through the following example, ``` from datasets import load_from_disk,concatenate_datasets loaded_data=load_from_disk('/home/gsir059/HNSW-ori/my_knowledge_dataset') n=20 kb_list=[loaded_data.shard(n, i, contiguous=True) for i...
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Duplicate data in Timit dataset
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[ "Hi ! Thanks for reporting\r\nIf I recall correctly this has been recently fixed #1995\r\nCan you try to upgrade your local version of `datasets` ?\r\n```\r\npip install --upgrade datasets\r\n```", "Hi Ihoestq,\r\n\r\nThank you. It works after upgrading the datasets\r\n" ]
2021-04-08T04:21:54Z
2021-04-08T12:13:19Z
2021-04-08T12:13:19Z
NONE
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I ran a simple code to list all texts in Timit dataset and the texts were all the same. Is this dataset corrupted? **Code:** timit = load_dataset("timit_asr") print(*timit['train']['text'], sep='\n') **Result:** Would such an act of refusal be useful? Would such an act of refusal be useful? Would such an act of...
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.map() and distributed training
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[ "Hi, one workaround would be to save the mapped(tokenized in your case) file using `save_to_disk`, and having each process load this file using `load_from_disk`. This is what I am doing, and in this case, I turn off the ability to automatically load from the cache.\r\n\r\nAlso, multiprocessing the map function seem...
2021-04-07T18:22:14Z
2021-10-23T07:11:15Z
2021-04-09T15:38:31Z
CONTRIBUTOR
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Hi, I have a question regarding distributed training and the `.map` call on a dataset. I have a local dataset "my_custom_dataset" that I am loading with `datasets = load_from_disk(dataset_path=my_path)`. `dataset` is then tokenized: ```python datasets = load_from_disk(dataset_path=my_path) [...] def tokeni...
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Error when loading a HUGE json file (pyarrow.lib.ArrowInvalid: straddling object straddles two block boundaries)
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[ "Hi ! Can you try to increase the block size ? For example\r\n```python\r\nblock_size_10MB = 10<<20\r\nload_dataset(\"json\", ..., block_size=block_size_10MB)\r\n```\r\nThe block size corresponds to how much bytes to process at a time from the input stream.\r\nThis will determine multi-threading granularity as well...
2021-04-07T10:26:46Z
2021-04-12T07:15:55Z
2021-04-12T07:15:55Z
NONE
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Hi, thanks for the great library. I have used the brilliant library for a couple of small projects, and now using it for a fairly big project. When loading a huge json file of 500GB, pyarrow complains as follows: ``` Traceback (most recent call last): File "/home/user/.pyenv/versions/3.7.9/lib/python3.7/site-pack...
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2,179
Load small datasets in-memory instead of using memory map
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2021-04-07T09:58:16Z
2021-04-20T10:04:04Z
2021-04-20T10:04:03Z
MEMBER
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Currently all datasets are loaded using memory mapping by default in `load_dataset`. However this might not be necessary for small datasets. If a dataset is small enough, then it can be loaded in-memory and: - its memory footprint would be small so it's ok - in-memory computations/queries would be faster - the cach...
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2,176
Converting a Value to a ClassLabel
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[ "Hi @nelson-liu!\r\nHere is what I do to convert a string to class label:\r\n\r\n```python\r\nfrom datasets import load_dataset, features\r\n\r\n\r\ndset = load_dataset(...)\r\ncol_name = \"the string column name\"\r\n\r\nclass_names = dset.unique(col_name)\r\nclass_feature = features.ClassLabel(names=sorted(class...
2021-04-06T22:54:16Z
2022-06-01T16:31:49Z
2022-06-01T16:31:49Z
NONE
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Hi! In the docs for `cast`, it's noted that `For non-trivial conversion, e.g. string <-> ClassLabel you should use map() to update the Dataset.` Would it be possible to have an example that demonstrates such a string <-> ClassLabel conversion using `map`? Thanks!
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dataset.search_batch() function outputs all -1 indices sometime.
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[ "Actually, I found the answer [here](https://github.com/facebookresearch/faiss/wiki/FAQ#what-does-it-mean-when-a-search-returns--1-ids). \r\n\r\nSo we have to do some modifications to the code for instances where the index doesn't retrieve any IDs.", "@lhoestq @patrickvonplaten \r\n\r\nI also found another short...
2021-04-06T21:50:49Z
2021-04-16T12:21:16Z
2021-04-16T12:21:15Z
NONE
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I am working with RAG and playing around with different faiss indexes. At the moment I use **index = faiss.index_factory(768, "IVF65536_HNSW32,Flat")**. During the retrieval phase exactly in [this line of retrieval_rag.py](https://github.com/huggingface/transformers/blob/master/src/transformers/models/rag/retrieval_...
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Split type not preserved when reloading the dataset
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2021-04-04T19:29:54Z
2021-04-19T09:08:55Z
2021-04-19T09:08:55Z
COLLABORATOR
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A minimal reproducible example: ```python >>> from datasets import load_dataset, Dataset >>> dset = load_dataset("sst", split="train") >>> dset.save_to_disk("sst") >>> type(dset.split) <class 'datasets.splits.NamedSplit'> >>> dset = Dataset.load_from_disk("sst") >>> type(dset.split) # NamedSplit expected <cla...
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Regarding Test Sets for the GEM datasets
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[ "Hi @vyraun ! The test references for CommonGen are not publicly available: you can reach out to the original dataset authors if you would like to ask for them, but we will not be releasing them as part of GEM (March 31st was the release date for the test set inputs, references are incidentally released for some of...
2021-04-04T02:02:45Z
2021-04-06T08:13:12Z
2021-04-06T08:13:12Z
NONE
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@yjernite Hi, are the test sets for the GEM datasets scheduled to be [added soon](https://gem-benchmark.com/shared_task)? e.g. ``` from datasets import load_dataset DATASET_NAME="common_gen" data = load_dataset("gem", DATASET_NAME) ``` The test set doesn't have the target or references. ``` data['test...
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How to convert datasets.arrow_dataset.Dataset to torch.utils.data.Dataset
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[ "Hi,\r\n\r\na HF dataset can be converted to a Torch Dataset with a simple wrapper as follows:\r\n```python\r\nfrom torch.utils.data import Dataset\r\n \r\nclass HFDataset(Dataset):\r\n def __init__(self, dset):\r\n self.dset = dset\r\n\r\n def __getitem__(self, idx):\r\n return self.dset[idx]\r...
2021-04-04T01:01:48Z
2021-08-24T15:55:35Z
2021-04-07T15:06:04Z
NONE
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Hi, I'm trying to pretraine deep-speed model using HF arxiv dataset like: ``` train_ds = nlp.load_dataset('scientific_papers', 'arxiv') train_ds.set_format( type="torch", columns=["input_ids", "attention_mask", "global_attention_mask", "labels"], ) engine, _, _, _ = deepspeed.initialize( ...
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849,129,201
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visualization for cc100 is broken
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[ "This looks like an issue with the cc100 dataset itself but not sure\r\nDid you try loading cc100 on your machine ?", "Hi\nloading works fine, but the viewer only is broken\nthanks\n\nOn Wed, Apr 7, 2021 at 12:17 PM Quentin Lhoest ***@***.***>\nwrote:\n\n> This looks like an issue with the cc100 dataset itself bu...
2021-04-02T10:11:13Z
2022-10-05T13:20:24Z
2022-10-05T13:20:24Z
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Hi visualization through dataset viewer for cc100 is broken https://huggingface.co/datasets/viewer/ thanks a lot
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any possibility to download part of large datasets only?
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[ "Not yet but it’s on the short/mid-term roadmap (requested by many indeed).", "oh, great, really awesome feature to have, thank you very much for the great, fabulous work", "We'll work on dataset streaming soon. This should allow you to only load the examples you need ;)", "thanks a lot Quentin, this would be...
2021-04-02T10:06:46Z
2022-10-05T13:26:51Z
2022-10-05T13:26:51Z
NONE
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Hi Some of the datasets I need like cc100 are very large, and then I wonder if I can download first X samples of the shuffled/unshuffled data without going through first downloading the whole data then sampling? thanks
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data_args.preprocessing_num_workers almost freezes
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[ "Hi.\r\nI cannot always reproduce this issue, and on later runs I did not see it so far. Sometimes also I set 8 processes but I see less being showed, is this normal, here only 5 are shown for 8 being set, thanks\r\n\r\n```\r\n#3: 11%|███████████████▊ ...
2021-04-02T07:56:13Z
2021-04-02T10:14:32Z
2021-04-02T10:14:31Z
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Hi @lhoestq I am running this code from huggingface transformers https://github.com/huggingface/transformers/blob/master/examples/language-modeling/run_mlm.py to speed up tokenization, since I am running on multiple datasets, I am using data_args.preprocessing_num_workers = 4 with opus100 corpus but this moves ...
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2,159
adding ccnet dataset
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[ "closing since I think this is cc100, just the name has been changed. thanks " ]
2021-04-01T23:28:36Z
2021-04-02T10:05:19Z
2021-04-02T10:05:19Z
NONE
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## Adding a Dataset - **Name:** ccnet - **Description:** Common Crawl - **Paper:** https://arxiv.org/abs/1911.00359 - **Data:** https://github.com/facebookresearch/cc_net - **Motivation:** this is one of the most comprehensive clean monolingual datasets across a variety of languages. Quite importan...
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848,506,746
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2,158
viewer "fake_news_english" error
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[ "Thanks for reporting !\r\nThe viewer doesn't have all the dependencies of the datasets. We may add openpyxl to be able to show this dataset properly", "This viewer tool is deprecated now and the new viewer at https://huggingface.co/datasets/fake_news_english works fine, so I'm closing this issue" ]
2021-04-01T14:13:20Z
2022-10-05T13:22:02Z
2022-10-05T13:22:02Z
NONE
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When I visit the [Huggingface - viewer](https://huggingface.co/datasets/viewer/) web site, under the dataset "fake_news_english" I've got this error: > ImportError: To be able to use this dataset, you need to install the following dependencies['openpyxl'] using 'pip install # noqa: requires this pandas optional depe...
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846,181,502
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2,153
load_dataset ignoring features
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[ "Hi ! Thanks for reporting. I opened a PR to fix this issue: #2201", "Nice question which helped me a lot! I have wasted a lot of time to the `DatasetDict` creation from a csv file. Hope the document of this module add some simple examples.", "Hi :) We're indeed working on tutorials that we will add to the docs...
2021-03-31T08:30:09Z
2022-10-05T13:29:12Z
2022-10-05T13:29:12Z
NONE
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First of all, I'm sorry if it is a repeated issue or the changes are already in master, I searched and I didn't find anything. I'm using datasets 1.5.0 ![image](https://user-images.githubusercontent.com/37592763/113114369-8f376580-920b-11eb-900d-94365b59f04b.png) As you can see, when I load the dataset, the C...
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Telugu subset missing for xtreme tatoeba dataset
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[ "Good catch ! Thanks for reporting\r\n\r\nI just opened #2180 to fix this", "Fixed in #2180" ]
2021-03-30T15:26:34Z
2022-10-05T13:28:30Z
2022-10-05T13:28:30Z
CONTRIBUTOR
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from nlp import load_dataset train_dataset = load_dataset('xtreme', 'tatoeba.tel')['validation'] ValueError: BuilderConfig tatoeba.tel not found. but language tel is actually included in xtreme: https://github.com/google-research/xtreme/blob/master/utils_preprocess.py def tatoeba_preprocess(args): lang3_dict ...
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844,700,910
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2,148
Add configurable options to `seqeval` metric
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[ "Hi @marrodion. \r\n\r\nThanks for pointing this out. It would be great to incorporate this metric-specific enhancement.\r\n\r\nAnother possibility would be to require the user to input the scheme as a string `mode=\"strict\", scheme=\"IOB2\"` and then dynamically import the corresponding module using Python `impor...
2021-03-30T15:04:06Z
2021-04-15T13:49:46Z
2021-04-15T13:49:46Z
CONTRIBUTOR
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Right now `load_metric("seqeval")` only works in the default mode of evaluation (equivalent to conll evaluation). However, seqeval library [supports](https://github.com/chakki-works/seqeval#support-features) different evaluation schemes (IOB1, IOB2, etc.), which can be plugged in just by supporting additional kwargs...
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TypeError when using save_to_disk in a dataset loaded with ReadInstruction split
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[ "Hi !\r\nI think this has been fixed recently on `master`.\r\nCan you try again by installing `datasets` from `master` ?\r\n```\r\npip install git+https://github.com/huggingface/datasets.git\r\n```", "Hi!\r\n\r\nUsing that version of the code solves the issue. Thanks!" ]
2021-03-29T18:23:54Z
2021-03-30T09:12:53Z
2021-03-30T09:12:53Z
NONE
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Hi, Loading a dataset with `load_dataset` using a split defined via `ReadInstruction` and then saving it to disk results in the following error: `TypeError: Object of type ReadInstruction is not JSON serializable`. Here is the minimal reproducible example: ```python from datasets import load_dataset from dat...
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en language data from MLQA dataset is missing
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[ "Hi ! Indeed only the languages of the `translate-train` data are included...\r\nI can't find a link to download the english train set on https://github.com/facebookresearch/MLQA though, do you know where we can download it ?", "Hi @lhoestq \r\nthank you very much for coming back to me, now I see, you are right, ...
2021-03-29T10:47:50Z
2021-03-30T10:20:23Z
2021-03-30T10:20:23Z
CONTRIBUTOR
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Hi I need mlqa-translate-train.en dataset, but it is missing from the MLQA dataset. could you have a look please? @lhoestq thank you for your help to fix this issue.
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Saving large in-memory datasets with save_to_disk crashes because of pickling
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[ "Hi !\r\nIndeed `save_to_disk` doesn't call pickle anymore. Though the `OverflowError` can still appear for in-memory datasets bigger than 4GB. This happens when doing this for example:\r\n```python\r\nimport pyarrow as pa\r\nimport pickle\r\n\r\narr = pa.array([0] * ((4 * 8 << 30) // 64))\r\ntable = pa.Table.from_...
2021-03-29T10:43:15Z
2021-05-03T17:59:21Z
2021-05-03T17:59:21Z
NONE
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Using Datasets 1.5.0 on Python 3.7. Recently I've been working on medium to large size datasets (pretokenized raw text sizes from few gigabytes to low tens of gigabytes), and have found out that several preprocessing steps are massively faster when done in memory, and I have the ability to requisition a lot of RAM, so...
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bug in mlqa dataset
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[ "If you print those questions, you get readable texts:\r\n```python\r\n>>> questions = [\r\n... \"\\u0645\\u062a\\u0649 \\u0628\\u062f\\u0627\\u062a \\u0627\\u0644\\u0645\\u062c\\u0644\\u0629 \\u0627\\u0644\\u0645\\u062f\\u0631\\u0633\\u064a\\u0629 \\u0641\\u064a \\u0646\\u0648\\u062a\\u0631\\u062f\\u0627\\u064...
2021-03-29T09:03:09Z
2021-03-30T17:40:57Z
2021-03-30T17:40:57Z
NONE
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Hi Looking into MLQA dataset for langauge "ar": ``` "question": [ "\u0645\u062a\u0649 \u0628\u062f\u0627\u062a \u0627\u0644\u0645\u062c\u0644\u0629 \u0627\u0644\u0645\u062f\u0631\u0633\u064a\u0629 \u0641\u064a \u0646\u0648\u062a\u0631\u062f\u0627\u0645 \u0628\u0627\u0644\u0646\u0634\u0631?", "\u0643\u0...
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2,131
When training with Multi-Node Multi-GPU the worker 2 has TypeError: 'NoneType' object
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[ "Hi ! Thanks for reporting\r\nI was able to reproduce this issue. This was caused by missing split infos if a worker reloads the cache of the other worker.\r\n\r\nI just opened https://github.com/huggingface/datasets/pull/2137 to fix this issue", "The PR got merged :)\r\nFeel free to try it out on the `master` br...
2021-03-29T08:45:58Z
2021-04-10T11:08:55Z
2021-04-10T11:08:55Z
NONE
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version: 1.5.0 met a very strange error, I am training large scale language model, and need train on 2 machines(workers). And sometimes I will get this error `TypeError: 'NoneType' object is not iterable` This is traceback ``` 71 |   | Traceback (most recent call last): -- | -- | -- 72 |   | File "run_gpt.py"...
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843,111,936
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2,130
wikiann dataset is missing columns
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[ "Here please find TFDS format of this dataset: https://www.tensorflow.org/datasets/catalog/wikiann\r\nwhere there is a span column, this is really necessary to be able to use the data, and I appreciate your help @lhoestq ", "Hi !\r\nApparently you can get the spans from the NER tags using `tags_to_spans` defined ...
2021-03-29T08:23:00Z
2021-08-27T14:44:18Z
2021-08-27T14:44:18Z
NONE
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Hi Wikiann dataset needs to have "spans" columns, which is necessary to be able to use this dataset, but this column is missing from huggingface datasets, could you please have a look? thank you @lhoestq
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How to train BERT model with next sentence prediction?
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[ "Hi !\r\nWe're not using `TextDatasetForNextSentencePrediction` in `datasets`.\r\nAlthough you can probably use the `TextDatasetForNextSentencePrediction.create_examples_from_document` on a dataset to prepare it for next sentence prediction.", "Thanks.\r\n\r\nDo you mean that `TextDatasetForNextSentencePrediction...
2021-03-29T06:48:03Z
2021-04-01T04:58:40Z
2021-04-01T04:58:40Z
NONE
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Hello. I'm trying to pretrain the BERT model with next sentence prediction. Is there any function that supports next sentence prediction like ` TextDatasetForNextSentencePrediction` of `huggingface/transformers` ?
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2,128
Dialogue action slot name and value are reversed in MultiWoZ 2.2
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[ "Hi\r\nGood catch ! Thanks for reporting\r\n\r\nIf you are interested in contributing, feel free to open a PR to fix this :) " ]
2021-03-29T06:34:02Z
2021-03-31T12:48:01Z
2021-03-31T12:48:01Z
CONTRIBUTOR
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Hi @yjernite, thank you for adding MultiWoZ 2.2 in the huggingface datasets platform. It is beneficial! I spot an error that the order of Dialogue action slot names and values are reversed. https://github.com/huggingface/datasets/blob/649b2c469779bc4221e1b6969aa2496d63eb5953/datasets/multi_woz_v22/multi_woz_v22.p...
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Is dataset timit_asr broken?
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[ "Hi,\r\n\r\nthanks for the report, but this is a duplicate of #2052. ", "@mariosasko \r\nThank you for your quick response! Following #2052, I've fixed the problem." ]
2021-03-28T08:30:18Z
2021-03-28T12:29:25Z
2021-03-28T12:29:25Z
NONE
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Using `timit_asr` dataset, I saw all records are the same. ``` python from datasets import load_dataset, load_metric timit = load_dataset("timit_asr") from datasets import ClassLabel import random import pandas as pd from IPython.display import display, HTML def show_random_elements(dataset, num_example...
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2,123
Problem downloading GEM wiki_auto_asset_turk dataset
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[ "Hi,\r\n\r\nsadly I can't replicate the problem on my Windows machine. Try to update the library to the newest version with:\r\n```bash\r\npip install git+https://github.com/huggingface/datasets\r\n``` ", "Thanks for the answer! I updated the library but unfortunately it didn't solve the problem.", "Is there an...
2021-03-27T18:41:28Z
2021-05-12T16:15:18Z
2021-05-12T16:15:17Z
NONE
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@yjernite ### Summary I am currently working on the GEM datasets and do not manage to download the wiki_auto_asset_turk data, whereas all other datasets download well with the same code. ### Steps to reproduce Code snippet: from datasets import load_dataset #dataset = load_dataset('gem', 'web_nlg_en') d...
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dataset viewer does not work anymore
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[ "Thanks for reporting :) We're looking into it", "Back up. " ]
2021-03-26T13:22:13Z
2021-03-26T15:52:22Z
2021-03-26T15:52:22Z
NONE
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Hi I normally use this link to see all datasets and how I can load them https://huggingface.co/datasets/viewer/ Now I am getting 502 Bad Gateway nginx/1.18.0 (Ubuntu) could you bring this webpage back ? this was very helpful @lhoestq thanks for your help
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load_metric from local "glue.py" meet error 'NoneType' object is not callable
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[ "@Frankie123421 what was the resolution to this?", "> @Frankie123421 what was the resolution to this?\r\n\r\nuse glue_metric.py instead of glue.py in load_metric", "thank you!" ]
2021-03-26T02:35:22Z
2021-08-25T21:44:05Z
2021-03-26T02:40:26Z
NONE
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actual_task = "mnli" if task == "mnli-mm" else task dataset = load_dataset(path='/home/glue.py', name=actual_task) metric = load_metric(path='/home/glue.py', name=actual_task) --------------------------------------------------------------------------- TypeError Traceback (most recent...
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Creating custom dataset results in error while calling the map() function
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[ "Hi,\r\n\r\nthe `_data` attribute is missing due to `MyDataset.__init__` not calling the parent `__init__`. However, I don't think it's a good idea to subclass the `datasets.Dataset` class (e.g. it's kind of dangerous to override `datasets.Dataset.__getitem__`). Instead, it's better to follow the \"association over...
2021-03-26T00:37:46Z
2021-03-31T14:30:32Z
2021-03-31T14:30:32Z
NONE
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calling `map()` of `datasets` library results into an error while defining a Custom dataset. Reproducible example: ``` import datasets class MyDataset(datasets.Dataset): def __init__(self, sentences): "Initialization" self.samples = sentences def __len__(self): "Denotes the ...
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2,115
The datasets.map() implementation modifies the datatype of os.environ object
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2021-03-25T20:29:19Z
2021-03-26T15:13:52Z
2021-03-26T15:13:52Z
NONE
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In our testing, we noticed that the datasets.map() implementation is modifying the datatype of python os.environ object from '_Environ' to 'dict'. This causes following function calls to fail as follows: ` x = os.environ.get("TEST_ENV_VARIABLE_AFTER_dataset_map", default=None) TypeError: get() takes...
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2,104
Trouble loading wiki_movies
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[ "Hi ! `wiki_movies` was added in `datasets==1.2.0`. However it looks like you have `datasets==1.1.2`.\r\n\r\nTo use `wiki_movies`, please update `datasets` with\r\n```\r\npip install --upgrade datasets\r\n```", "Thanks a lot! That solved it and I was able to upload a model trained on it as well :)" ]
2021-03-23T18:59:54Z
2022-03-30T08:22:58Z
2022-03-30T08:22:58Z
NONE
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Hello, I am trying to load_dataset("wiki_movies") and it gives me this error - `FileNotFoundError: Couldn't find file locally at wiki_movies/wiki_movies.py, or remotely at https://raw.githubusercontent.com/huggingface/datasets/1.1.2/datasets/wiki_movies/wiki_movies.py or https://s3.amazonaws.com/datasets.huggingfa...
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2,103
citation, homepage, and license fields of `dataset_info.json` are duplicated many times
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[ "Thanks for reporting :)\r\nMaybe we can concatenate fields only if they are different.\r\n\r\nCurrently this is done here:\r\n\r\nhttps://github.com/huggingface/nlp/blob/349ac4398a3bcae6356f14c5754483383a60e8a4/src/datasets/info.py#L180-L196\r\n\r\nThis can be a good first contribution to the library.\r\nPlease co...
2021-03-23T17:18:09Z
2021-04-06T14:39:59Z
2021-04-06T14:39:59Z
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This happens after a `map` operation when `num_proc` is set to `>1`. I tested this by cleaning up the json before running the `map` op on the dataset so it's unlikely it's coming from an earlier concatenation. Example result: ``` "citation": "@ONLINE {wikidump,\n author = {Wikimedia Foundation},\n title = {...
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838,523,819
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load_from_disk takes a long time to load local dataset
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[ "Hi !\r\nCan you share more information about the features of your dataset ? You can get them by printing `my_dataset.features`\r\nCan you also share the code of your `map` function ?", "It is actually just the tokenized `wikipedia` dataset with `input_ids`, `attention_mask`, etc, with one extra column which is a...
2021-03-23T09:28:37Z
2021-03-23T17:12:16Z
2021-03-23T17:12:16Z
NONE
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I have an extremely large tokenized dataset (24M examples) that loads in a few minutes. However, after adding a column similar to `input_ids` (basically a list of integers) and saving the dataset to disk, the load time goes to >1 hour. I've even tried using `np.uint8` after seeing #1985 but it doesn't seem to be helpin...
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SQuAD version
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[ "Hi ! This is 1.1 as specified by the download urls here:\r\n\r\nhttps://github.com/huggingface/nlp/blob/349ac4398a3bcae6356f14c5754483383a60e8a4/datasets/squad/squad.py#L50-L55", "Got it. Thank you~" ]
2021-03-23T07:47:54Z
2021-03-26T09:48:54Z
2021-03-26T09:48:54Z
NONE
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Hi~ I want train on squad dataset. What's the version of the squad? Is it 1.1 or 1.0? I'm new in QA, I don't find some descriptions about it.
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2,096
CoNLL 2003 dataset not including German
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[ "Hello. I've been looking for information about German Conll2003 and found your question. Official site (https://www.clips.uantwerpen.be/conll2003/ner/) mentions that organizers provide only annotation. German texts (ECI Multilingual Text Corpus) are not freely available and can be ordered from the Linguistic Data ...
2021-03-22T19:23:56Z
2023-07-25T16:49:07Z
2023-07-25T16:49:07Z
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Hello, thanks for all the work on developing and maintaining this amazing platform, which I am enjoying working with! I was wondering if there is a reason why the German CoNLL 2003 dataset is not included in the [repository](https://github.com/huggingface/datasets/tree/master/datasets/conll2003), since a copy of it ...
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How to disable making arrow tables in load_dataset ?
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[ "Hi ! We plan to add streaming features in the future.\r\n\r\nThis should allow to load a dataset instantaneously without generating the arrow table. The trade-off is that accessing examples from a streaming dataset must be done in an iterative way, and with an additional (but hopefully minor) overhead.\r\nWhat do ...
2021-03-21T04:50:07Z
2022-06-01T16:49:52Z
2022-06-01T16:49:52Z
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Is there a way to disable the construction of arrow tables, or to make them on the fly as the dataset is being used ?
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Add documentaton for dataset README.md files
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[ "Hi ! We are using the [datasets-tagging app](https://github.com/huggingface/datasets-tagging) to select the tags to add.\r\n\r\nWe are also adding the full list of tags in #2107 \r\nThis covers multilinguality, language_creators, licenses, size_categories and task_categories.\r\n\r\nIn general if you want to add a...
2021-03-20T11:44:38Z
2023-07-25T16:45:38Z
2023-07-25T16:45:37Z
CONTRIBUTOR
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Hi, the dataset README files have special headers. Somehow a documenation of the allowed values and tags is missing. Could you add that? Just to give some concrete questions that should be answered imo: - which values can be passted to multilinguality? - what should be passed to language_creators? - which valu...
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CUAD - Contract Understanding Atticus Dataset
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2021-03-19T09:27:43Z
2021-04-16T08:50:44Z
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CONTRIBUTOR
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## Adding a Dataset - **Name:** CUAD - Contract Understanding Atticus Dataset - **Description:** As one of the only large, specialized NLP benchmarks annotated by experts, CUAD can serve as a challenging research benchmark for the broader NLP community. - **Paper:** https://arxiv.org/abs/2103.06268 - **Data:** http...
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`concatenate_datasets` throws error when changing the order of datasets to concatenate
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[ "Hi,\r\n\r\nthis bug is related to `Dataset.{remove_columns, rename_column, flatten}` not propagating the change to the schema metadata when the info features are updated, so this line is the culprit:\r\n```python\r\ncommon_voice_train = common_voice_train.remove_columns(['client_id', 'up_votes', 'down_votes', 'age...
2021-03-19T08:29:48Z
2021-04-09T09:25:33Z
2021-04-09T09:25:33Z
CONTRIBUTOR
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Hey, I played around with the `concatenate_datasets(...)` function: https://huggingface.co/docs/datasets/package_reference/main_classes.html?highlight=concatenate_datasets#datasets.concatenate_datasets and noticed that when the order in which the datasets are concatenated changes an error is thrown where it shou...
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Multidimensional arrays in a Dataset
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[ "Hi !\r\n\r\nThis is actually supported ! but not yet in `from_pandas`.\r\nYou can use `from_dict` for now instead:\r\n```python\r\nfrom datasets import Dataset, Array2D, Features, Value\r\nimport pandas as pd\r\nimport numpy as np\r\n\r\ndataset = {\r\n 'bbox': [\r\n np.array([[1,2,3,4],[1,2,3,4],[1,2,3,...
2021-03-18T16:29:14Z
2021-03-25T12:46:53Z
2021-03-25T12:46:53Z
NONE
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Hi, I'm trying to put together a `datasets.Dataset` to be used with LayoutLM which is available in `transformers`. This model requires as input the bounding boxes of each of the token of a sequence. This is when I realized that `Dataset` does not support multi-dimensional arrays as a value for a column in a row. ...
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2,078
MemoryError when computing WER metric
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[ "Hi ! Thanks for reporting.\r\nWe're indeed using `jiwer` to compute the WER.\r\n\r\nMaybe instead of calling `jiwer.wer` once for all the preditions/references we can compute the WER iteratively to avoid memory issues ? I'm not too familial with `jiwer` but this must be possible.\r\n\r\nCurrently the code to compu...
2021-03-18T11:30:05Z
2021-05-01T08:31:49Z
2021-04-06T07:20:43Z
NONE
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Hi, I'm trying to follow the ASR example to try Wav2Vec. This is the code that I use for WER calculation: ``` wer = load_metric("wer") print(wer.compute(predictions=result["predicted"], references=result["target"])) ``` However, I receive the following exception: `Traceback (most recent call last): File ...
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ConnectionError: Couldn't reach common_voice.py
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[ "Hi @LifaSun, thanks for reporting this issue.\r\n\r\nSometimes, GitHub has some connectivity problems. Could you confirm that the problem persists?", "@albertvillanova Thanks! It works well now. " ]
2021-03-18T01:19:06Z
2021-03-20T10:29:41Z
2021-03-20T10:29:41Z
NONE
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When I run: from datasets import load_dataset, load_metric common_voice_train = load_dataset("common_voice", "zh-CN", split="train+validation") common_voice_test = load_dataset("common_voice", "zh-CN", split="test") Got: ConnectionError: Couldn't reach https://raw.githubusercontent.com/huggingface/datasets/ma...
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Multiprocessing is slower than single process
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[ "dupe of #1992" ]
2021-03-17T16:08:58Z
2021-03-18T09:10:23Z
2021-03-18T09:10:23Z
CONTRIBUTOR
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```python # benchmark_filter.py import logging import sys import time from datasets import load_dataset, set_caching_enabled if __name__ == "__main__": set_caching_enabled(False) logging.basicConfig(level=logging.DEBUG) bc = load_dataset("bookcorpus") now = time.time() try: ...
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2,070
ArrowInvalid issue for squad v2 dataset
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[ "Hi ! This error happens when you use `map` in batched mode and then your function doesn't return the same number of values per column.\r\n\r\nIndeed since you're using `map` in batched mode, `prepare_validation_features` must take a batch as input (i.e. a dictionary of multiple rows of the dataset), and return a b...
2021-03-17T13:51:49Z
2021-08-04T17:57:16Z
2021-08-04T17:57:16Z
NONE
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Hello, I am using the huggingface official question answering example notebook (https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/question_answering.ipynb). In the prepare_validation_features function, I made some modifications to tokenize a new set of quesions with the original co...
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PyTorch not available error on SageMaker GPU docker though it is installed
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[ "cc @philschmid ", "Hey @sivakhno,\r\n\r\nhow does your `requirements.txt` look like to install the `datasets` library and which version of it are you running? Can you try to install `datasets>=1.4.0`", "Hi @philschmid - thanks for suggestion. I am using `datasets==1.4.1`. \r\nI have also tried using `torch=1.6...
2021-03-17T10:04:27Z
2021-06-14T04:47:30Z
2021-06-14T04:47:30Z
NONE
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I get en error when running data loading using SageMaker SDK ``` File "main.py", line 34, in <module> run_training() File "main.py", line 25, in run_training dm.setup('fit') File "/opt/conda/lib/python3.6/site-packages/pytorch_lightning/core/datamodule.py", line 92, in wrapped_fn return fn(*a...
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Multiprocessing windows error
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[ "Hi ! Thanks for reporting.\r\nThis looks like a bug, could you try to provide a minimal code example that reproduces the issue ? This would be very helpful !\r\n\r\nOtherwise I can try to run the wav2vec2 code above on my side but probably not this week..", "```\r\nfrom datasets import load_dataset\r\n\r\ndatase...
2021-03-17T09:12:28Z
2021-08-04T17:59:08Z
2021-08-04T17:59:08Z
CONTRIBUTOR
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As described here https://huggingface.co/blog/fine-tune-xlsr-wav2vec2 When using the num_proc argument on windows the whole Python environment crashes and hanging in loop. For example at the map_to_array part. An error occures because the cache file already exists and windows throws and error. After this the log c...
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Only user permission of saved cache files, not group
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[ "Hi ! Thanks for reporting.\r\n\r\nCurrently there's no way to specify this.\r\n\r\nWhen loading/processing a dataset, the arrow file is written using a temporary file. Then once writing is finished, it's moved to the cache directory (using `shutil.move` [here](https://github.com/huggingface/datasets/blob/f6b8251eb...
2021-03-17T00:20:22Z
2023-03-31T12:17:06Z
2021-05-10T06:45:29Z
NONE
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Hello, It seems when a cached file is saved from calling `dataset.map` for preprocessing, it gets the user permissions and none of the user's group permissions. As we share data files across members of our team, this is causing a bit of an issue as we have to continually reset the permission of the files. Do you kno...
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Cannot load udpos subsets from xtreme dataset using load_dataset()
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[ "@lhoestq Adding \"_\" to the class labels in the dataset script will fix the issue.\r\n\r\nThe bigger issue IMO is that the data files are in conll format, but the examples are tokens, not sentences.", "Hi ! Thanks for reporting @adzcodez \r\n\r\n\r\n> @lhoestq Adding \"_\" to the class labels in the dataset scr...
2021-03-16T09:32:13Z
2021-06-18T11:54:11Z
2021-06-18T11:54:10Z
NONE
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Hello, I am trying to load the udpos English subset from xtreme dataset, but this faces an error during loading. I am using datasets v1.4.1, pip install. I have tried with other udpos languages which also fail, though loading a different subset altogether (such as XNLI) has no issue. I have also tried on Colab and ...
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Error while following docs to load the `ted_talks_iwslt` dataset
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[ "@skyprince999 as you authored the PR for this dataset, any comments?", "This has been fixed in #2064 by @mariosasko (thanks again !)\r\n\r\nThe fix is available on the master branch and we'll do a new release very soon :)" ]
2021-03-16T09:12:19Z
2021-03-16T18:00:31Z
2021-03-16T18:00:07Z
NONE
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I am currently trying to load the `ted_talks_iwslt` dataset into google colab. The [docs](https://huggingface.co/datasets/ted_talks_iwslt) mention the following way of doing so. ```python dataset = load_dataset("ted_talks_iwslt", language_pair=("it", "pl"), year="2014") ``` Executing it results in the error ...
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Is it possible to convert a `tfds` to HuggingFace `dataset`?
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[ "Hi! You can either save the TF dataset to one of the formats supported by datasets (`parquet`, `csv`, `json`, ...) or pass a generator function to `Dataset.from_generator` that yields its examples." ]
2021-03-15T20:18:47Z
2023-07-25T16:47:40Z
2023-07-25T16:47:40Z
CONTRIBUTOR
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I was having some weird bugs with `C4`dataset version of HuggingFace, so I decided to try to download `C4`from `tfds`. I would like to know if it is possible to convert a tfds dataset to HuggingFace dataset format :) I can also open a new issue reporting the bug I'm receiving with `datasets.load_dataset('c4','en')` ...
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issue with opus100/en-fr dataset
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[ "@lhoestq I also deleted the cache and redownload the file and still the same issue, I appreciate any help on this. thanks ", "Here please find the minimal code to reproduce the issue @lhoestq note this only happens with MT5TokenizerFast\r\n\r\n```\r\nfrom datasets import load_dataset\r\nfrom transformers impor...
2021-03-15T11:32:42Z
2021-03-16T15:49:00Z
2021-03-16T15:48:59Z
NONE
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Hi I am running run_mlm.py code of huggingface repo with opus100/fr-en pair, I am getting this error, note that this error occurs for only this pairs and not the other pairs. Any idea why this is occurring? and how I can solve this? Thanks a lot @lhoestq for your help in advance. ` thread '<unnamed>' panicked...
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is there a way to override a dataset object saved with save_to_disk?
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[ "Hi\r\nYou can rename the arrow file and update the name in `state.json`", "I tried this way, but when there is a mapping process to the dataset, it again uses a random cache name. atm, I am trying to use the following method by setting an exact cache file,\r\n\r\n```\r\n dataset_with_embedding =csv_da...
2021-03-15T10:50:53Z
2021-03-22T04:06:17Z
2021-03-22T04:06:17Z
NONE
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At the moment when I use save_to_disk, it uses the arbitrary name for the arrow file. Is there a way to override such an object?
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Could not find file for ZEST dataset
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[ "The zest dataset url was changed (allenai/zest#3) and #2057 should resolve this.", "This has been fixed in #2057 by @matt-peters (thanks again !)\r\n\r\nThe fix is available on the master branch and we'll do a new release very soon :)", "Thanks @lhoestq and @matt-peters ", "I am closing this issue since its ...
2021-03-15T09:11:58Z
2021-05-03T09:30:24Z
2021-05-03T09:30:24Z
CONTRIBUTOR
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I am trying to use zest dataset from Allen AI using below code in colab, ``` !pip install -q datasets from datasets import load_dataset dataset = load_dataset("zest") ``` I am getting the following error, ``` Using custom data configuration default Downloading and preparing dataset zest/default (download: ...
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Timit_asr dataset repeats examples
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[ "Hi,\r\n\r\nthis was fixed by #1995, so you can wait for the next release or install the package directly from the master branch with the following command: \r\n```bash\r\npip install git+https://github.com/huggingface/datasets\r\n```", "Ty!" ]
2021-03-14T11:43:43Z
2021-03-15T10:37:16Z
2021-03-15T10:37:16Z
NONE
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Summary When loading timit_asr dataset on datasets 1.4+, every row in the dataset is the same Steps to reproduce As an example, on this code there is the text from the training part: Code snippet: ``` from datasets import load_dataset, load_metric timit = load_dataset("timit_asr") timit['train']['text']...
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Build custom dataset to fine-tune Wav2Vec2
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[ "@lhoestq - We could simply use the \"general\" json dataset for this no? ", "Sure you can use the json loader\r\n```python\r\ndata_files = {\"train\": \"path/to/your/train_data.json\", \"test\": \"path/to/your/test_data.json\"}\r\ntrain_dataset = load_dataset(\"json\", data_files=data_files, split=\"train\")\r\n...
2021-03-13T22:01:10Z
2021-03-15T09:27:28Z
2021-03-15T09:27:28Z
NONE
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Thank you for your recent tutorial on how to finetune Wav2Vec2 on a custom dataset. The example you gave here (https://huggingface.co/blog/fine-tune-xlsr-wav2vec2) was on the CommonVoice dataset. However, what if I want to load my own dataset? I have a manifest (transcript and their audio files) in a JSON file.
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github is not always available - probably need a back up
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2021-03-13T18:03:32Z
2022-04-01T15:27:10Z
2022-04-01T15:27:10Z
CONTRIBUTOR
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Yesterday morning github wasn't working: ``` :/tmp$ wget https://raw.githubusercontent.com/huggingface/datasets/1.4.1/metrics/sacrebleu/sacrebleu.py--2021-03-12 18:35:59-- https://raw.githubusercontent.com/huggingface/datasets/1.4.1/metrics/sacrebleu/sacrebleu.py Resolving raw.githubusercontent.com (raw.githubuser...
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add_faisis_index gets very slow when doing it interatively
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[ "I think faiss automatically sets the number of threads to use to build the index.\r\nCan you check how many CPU cores are being used when you build the index in `use_own_knowleldge_dataset` as compared to this script ? Are there other programs running (maybe for rank>0) ?", "Hi,\r\n I am running the add_faiss_in...
2021-03-12T20:27:18Z
2021-03-24T22:29:11Z
2021-03-24T22:29:11Z
NONE
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As the below code suggests, I want to run add_faisis_index in every nth interaction from the training loop. I have 7.2 million documents. Usually, it takes 2.5 hours (if I run an as a separate process similar to the script given in rag/use_own_knowleldge_dataset.py). Now, this takes usually 5hrs. Is this normal? Any ...
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ValueError: datasets' indices [1] come from memory and datasets' indices [0] come from disk
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[ "Hi ! To help me understand the situation, can you print the values of `load_from_disk(PATH_DATA_CLS_A)['train']._indices_data_files` and `load_from_disk(PATH_DATA_CLS_B)['train']._indices_data_files` ?\r\nThey should both have a path to an arrow file\r\n\r\nAlso note that from #2025 concatenating datasets will no...
2021-03-12T14:27:00Z
2021-08-04T18:00:43Z
2021-08-04T18:00:43Z
NONE
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Hi there, I am trying to concat two datasets that I've previously saved to disk via `save_to_disk()` like so (note that both are saved as `DataDict`, `PATH_DATA_CLS_*` are `Path`-objects): ```python concatenate_datasets([load_from_disk(PATH_DATA_CLS_A)['train'], load_from_disk(PATH_DATA_CLS_B)['train']]) ``` Yie...
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outdated dataset_infos.json might fail verifications
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[ "Hi ! Thanks for reporting.\r\n\r\nTo update the dataset_infos.json you can run:\r\n```\r\ndatasets-cli test ./datasets/doc2dial --all_configs --save_infos --ignore_verifications\r\n```", "Fixed by #2041, thanks again @songfeng !" ]
2021-03-12T11:41:54Z
2021-03-16T16:27:40Z
2021-03-16T16:27:40Z
CONTRIBUTOR
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The [doc2dial/dataset_infos.json](https://github.com/huggingface/datasets/blob/master/datasets/doc2dial/dataset_infos.json) is outdated. It would fail data_loader when verifying download checksum etc.. Could you please update this file or point me how to update this file? Thank you.
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Cannot load wikitext
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[ "Solved!" ]
2021-03-12T09:09:39Z
2021-03-15T08:45:02Z
2021-03-15T08:44:44Z
NONE
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when I execute these codes ``` >>> from datasets import load_dataset >>> test_dataset = load_dataset("wikitext") ``` I got an error,any help? ``` Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home/xxx/anaconda3/envs/transformer/lib/python3.7/site-packages/datasets/load.p...
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wiki40b/wikipedia for almost all languages cannot be downloaded
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[ "Dear @lhoestq for wikipedia dataset I also get the same error, I greatly appreciate if you could have a look into this dataset as well. Below please find the command to reproduce the error:\r\n\r\n```\r\ndataset = load_dataset(\"wikipedia\", \"20200501.bg\")\r\nprint(dataset)\r\n```\r\n\r\nYour library is my only ...
2021-03-11T19:54:54Z
2024-03-15T16:09:49Z
2024-03-15T16:09:48Z
NONE
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Hi I am trying to download the data as below: ``` from datasets import load_dataset dataset = load_dataset("wiki40b", "cs") print(dataset) ``` I am getting this error. @lhoestq I will be grateful if you could assist me with this error. For almost all languages except english I am getting this error. I rea...
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Use Arrow filtering instead of writing a new arrow file for Dataset.filter
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[ "Actually table.filter returns a new table in memory, which can fill users RAM.\r\n\r\nTherefore it's not a good solution if we want to keep supporting bigger than RAM datastes" ]
2021-03-11T15:18:50Z
2024-01-19T13:26:32Z
2024-01-19T13:26:32Z
MEMBER
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Currently the filter method reads the dataset batch by batch to write a new, filtered, arrow file on disk. Therefore all the reading + writing can take some time. Using a mask directly on the arrow table doesn't do any read or write operation therefore it's significantly quicker. I think there are two cases: - i...
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wikipedia.py generator that extracts XML doesn't release memory
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[ "Hi @miyamonz \r\nThanks for investigating this issue, good job !\r\nIt would be awesome to integrate your fix in the library, could you open a pull request ?", "OK! I'll send it later." ]
2021-03-11T12:51:24Z
2021-03-22T08:33:52Z
2021-03-22T08:33:52Z
CONTRIBUTOR
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I tried downloading Japanese wikipedia, but it always failed because of out of memory maybe. I found that the generator function that extracts XML data in wikipedia.py doesn't release memory in the loop. https://github.com/huggingface/datasets/blob/13a5b7db992ad5cf77895e4c0f76595314390418/datasets/wikipedia/wikip...
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Loading a faiss index KeyError
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[ "In your code `dataset2` doesn't contain the \"embeddings\" column, since it is created from the pandas DataFrame with columns \"text\" and \"label\".\r\n\r\nTherefore when you call `dataset2[embeddings_name]`, you get a `KeyError`.\r\n\r\nIf you want the \"embeddings\" column back, you can create `dataset2` with\r...
2021-03-11T12:16:13Z
2021-03-12T00:21:09Z
2021-03-12T00:21:09Z
NONE
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I've recently been testing out RAG and DPR embeddings, and I've run into an issue that is not apparent in the documentation. The basic steps are: 1. Create a dataset (dataset1) 2. Create an embeddings column using DPR 3. Add a faiss index to the dataset 4. Save faiss index to a file 5. Create a new dataset (d...
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KeyError on using map after renaming a column
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[ "Hi,\r\n\r\nActually, the error occurs due to these two lines:\r\n```python\r\nraw_dataset.set_format('torch',columns=['img','label'])\r\nraw_dataset = raw_dataset.rename_column('img','image')\r\n```\r\n`Dataset.rename_column` doesn't update the `_format_columns` attribute, previously defined by `Dataset.set_format...
2021-03-10T18:54:17Z
2021-03-11T14:39:34Z
2021-03-11T14:38:40Z
CONTRIBUTOR
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Hi, I'm trying to use `cifar10` dataset. I want to rename the `img` feature to `image` in order to make it consistent with `mnist`, which I'm also planning to use. By doing this, I was trying to avoid modifying `prepare_train_features` function. Here is what I try: ```python transform = Compose([ToPILImage(),...
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ValueError when rename_column on splitted dataset
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[ "Hi,\r\n\r\nThis is a bug so thanks for reporting it. `Dataset.__setstate__` is the problem, which is called when `Dataset.rename_column` tries to copy the dataset with `copy.deepcopy(self)`. This only happens if the `split` arg in `load_dataset` was defined as `ReadInstruction`.\r\n\r\nTo overcome this issue, use...
2021-03-10T09:40:38Z
2025-02-05T13:36:07Z
2021-03-16T14:05:05Z
NONE
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Hi there, I am loading `.tsv` file via `load_dataset` and subsequently split the rows into training and test set via the `ReadInstruction` API like so: ```python split = { 'train': ReadInstruction('train', to=90, unit='%'), 'test': ReadInstruction('train', from_=-10, unit='%') } dataset = load_datase...
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Interactively doing save_to_disk and load_from_disk corrupts the datasets object?
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[ "Hi,\r\n\r\nCan you give us a minimal reproducible example? This [part](https://huggingface.co/docs/datasets/master/processing.html#controling-the-cache-behavior) of the docs explains how to control caching." ]
2021-03-10T02:48:34Z
2021-03-13T10:07:41Z
2021-03-13T10:07:41Z
NONE
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dataset_info.json file saved after using save_to_disk gets corrupted as follows. ![image](https://user-images.githubusercontent.com/16892570/110568474-ed969880-81b7-11eb-832f-2e5129656016.png) Is there a way to disable the cache that will save to /tmp/huggiface/datastes ? I have a feeling there is a seri...
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https://api.github.com/repos/huggingface/datasets/issues/2021/timeline
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