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https://api.github.com/repos/huggingface/datasets/issues/114 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/114/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/114/comments | https://api.github.com/repos/huggingface/datasets/issues/114/events | https://github.com/huggingface/datasets/issues/114 | 618,611,310 | MDU6SXNzdWU2MTg2MTEzMTA= | 114 | Couldn't reach CNN/DM dataset | {
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```python
import nlp
assert "cnn_dailymail" in [dataset.id for dataset in nlp.list_datasets()]
cnn_dm = nlp.load_dataset('cnn_dailymail')
```
[Colab notebook](https://colab.research.google.com/drive/1zQ3bYAVzm1h0mw0yWPqKAg_4EUlSx5Ex?usp=sharing)
gives following error :
```
ConnectionError: Couldn't reach https://s3.amazonaws.com/datasets.huggingface.co/nlp/cnn_dailymail/cnn_dailymail.py
``` | {
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| 2020-05-14T23:14:41Z | 2020-05-14T23:22:45Z | 2020-05-14T23:22:44 | MEMBER | {
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| 2020-05-14T22:17:51Z | 2020-05-15T09:16:43Z | 2020-05-15T09:16:42 | CONTRIBUTOR | {
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I had to do add some minor hacks to an important function to make it work.
There might be a cleaner way to handle it - can you take a look @thomwolf ? | {
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| 2020-05-14T13:30:36Z | 2020-05-14T14:27:41Z | 2020-05-14T14:27:40 | CONTRIBUTOR | {
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} | null | Wikihow is an example that needs to manually download two files as stated in: https://github.com/mahnazkoupaee/WikiHow-Dataset.
The user can then store these files under a hard-coded name: `wikihowAll.csv` and `wikihowSep.csv` in this case in a directory of his choice, e.g. `~/wikihow/manual_dir`.
The dataset can then be loaded via:
```python
import nlp
nlp.load_dataset("wikihow", data_dir="~/wikihow/manual_dir")
```
I added/changed so that there are explicit error messages when using manually downloaded files.
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| 2020-05-14T13:27:26Z | 2020-05-14T15:43:04Z | 2020-05-14T15:43:03 | MEMBER | {
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} | null | I replaced the old checksum file with the new `dataset_infos.json` by running the script on almost all the datasets we have. The only one that is still running on my side is the cornell dialog | {
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| 2020-05-14T10:25:02Z | 2020-05-14T10:27:25Z | 2020-05-14T10:27:24 | CONTRIBUTOR | {
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} | null | - Everything worked fine @mariamabarham. Made my computer nearly crash, but all seems to be working :-) | {
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| 2020-05-14T09:37:52Z | 2020-05-14T23:21:35Z | 2020-05-14T23:21:34 | CONTRIBUTOR | {
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} | null | This PR add a bit more detail in the seqeval metric. Now the usage and output are:
```python
import nlp
met = nlp.load_metric('metrics/seqeval')
references = [['O', 'O', 'O', 'B-MISC', 'I-MISC', 'I-MISC', 'O'], ['B-PER', 'I-PER', 'O']]
predictions = [['O', 'O', 'B-MISC', 'I-MISC', 'I-MISC', 'I-MISC', 'O'], ['B-PER', 'I-PER', 'O']]
met.compute(predictions, references)
#Output: {'PER': {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 1}, 'MISC': {'precision': 0.0, 'recall': 0.0, 'f1': 0, 'number': 1}, 'overall_precision': 0.5, 'overall_recall': 0.5, 'overall_f1': 0.5, 'overall_accuracy': 0.8}
```
It is also possible to compute scores for non IOB notations, POS tagging for example hasn't this kind of notation. Add `suffix` parameter:
```python
import nlp
met = nlp.load_metric('metrics/seqeval')
references = [['O', 'O', 'O', 'MISC', 'MISC', 'MISC', 'O'], ['PER', 'PER', 'O']]
predictions = [['O', 'O', 'MISC', 'MISC', 'MISC', 'MISC', 'O'], ['PER', 'PER', 'O']]
met.compute(predictions, references, metrics_kwargs={"suffix": True})
#Output: {'PER': {'precision': 1.0, 'recall': 1.0, 'f1': 1.0, 'number': 1}, 'MISC': {'precision': 0.0, 'recall': 0.0, 'f1': 0, 'number': 1}, 'overall_precision': 0.5, 'overall_recall': 0.5, 'overall_f1': 0.5, 'overall_accuracy': 0.9}
``` | {
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| 2020-05-14T08:22:03Z | 2020-05-14T08:49:42Z | 2020-05-14T08:49:41 | CONTRIBUTOR | {
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| 2020-05-14T06:22:18Z | 2020-09-03T10:00:21Z | 2020-05-14T20:54:16 | CONTRIBUTOR | {
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| 2020-05-13T23:06:11Z | 2020-05-13T23:23:16Z | 2020-05-13T23:23:15 | CONTRIBUTOR | {
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| 2020-05-13T20:38:44Z | 2020-05-14T14:13:30Z | 2020-05-14T14:13:29 | CONTRIBUTOR | {
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| 2020-05-13T19:36:16Z | 2020-05-14T08:58:43Z | 2020-05-14T08:58:42 | MEMBER | {
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} | null | ### Better verifications when loading a dataset
I replaced the `urls_checksums` directory that used to contain `checksums.txt` and `cached_sizes.txt`, by a single file `dataset_infos.json`. It's just a dict `config_name` -> `DatasetInfo`.
It simplifies and improves how verifications of checksums and splits sizes are done, as they're all stored in `DatasetInfo` (one per config). Also, having already access to `DatasetInfo` enables to check disk space before running `download_and_prepare` for a given config.
The dataset infos json file is user readable, you can take a look at the squad one that I generated in this PR.
### Renaming
According to these changes, I did some renaming:
`save_checksums` -> `save_infos`
`ignore_checksums` -> `ignore_verifications`
for example, when you are creating a dataset you have to run
```nlp-cli test path/to/my/dataset --save_infos --all_configs```
instead of
```nlp-cli test path/to/my/dataset --save_checksums --all_configs```
### And now, the fun part
We'll have to rerun the `nlp-cli test ... --save_infos --all_configs` for all the datasets
-----------------
feedback appreciated ! | {
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| 2020-05-13T16:04:14Z | 2020-05-13T21:29:03Z | 2020-05-13T21:29:02 | CONTRIBUTOR | {
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| 2020-05-13T10:42:03Z | 2020-05-16T11:17:38Z | 2020-05-16T11:17:37 | CONTRIBUTOR | {
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- WMT is the first dataset that uses an abstract class IMO, so I had to modify the `load_dataset_module` a bit. | {
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| 2020-05-13T10:39:00Z | 2020-05-13T10:40:15Z | 2020-05-13T10:40:14 | CONTRIBUTOR | {
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} | null | - Huge dataset - took ~1h to download
- Also this PR reformats all dataset scripts and adds `datasets` to `make style` | {
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| 2020-05-13T09:30:15Z | 2020-05-13T14:05:00Z | 2020-05-13T09:33:10 | MEMBER | {
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} | null | Add a bunch of methods to easily list and inspect the processing scripts up-loaded on S3:
```python
nlp.list_datasets()
nlp.list_metrics()
# Copy and prepare the scripts at `local_path` for easy inspection/modification.
nlp.inspect_dataset(path, local_path)
# Copy and prepare the scripts at `local_path` for easy inspection/modification.
nlp.inspect_metric(path, local_path)
```
Also clean up the `HfAPI` to use `dataclasses` for better user-experience | {
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I tested it on a small config and it works fine | {
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| 2020-05-13T08:51:29Z | 2020-05-13T09:23:34Z | 2020-05-13T09:23:33 | CONTRIBUTOR | {
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| 2020-05-13T08:43:00Z | 2020-05-13T08:50:58Z | 2020-05-13T08:50:57 | CONTRIBUTOR | {
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| 2020-05-13T08:32:27Z | 2020-05-13T09:09:39Z | 2020-05-13T09:09:38 | MEMBER | {
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} | null | I just added the dummy data for this dataset.
This one was uses `tf.io.gfile.copy` to download the data but I added the support for custom download in the mock_download_manager. I also had to add a `tensorflow` dependency for tests. | {
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| 2020-05-12T16:46:50Z | 2020-05-13T07:52:54Z | 2020-05-13T07:52:53 | CONTRIBUTOR | {
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} | null | @thomwolf - After looking at `xnli` I think it's better to leave the translation features and add a `translation` key to make them work in our framework.
The result looks like this:

you can see that each split has a `translation` key which value is the nlp.features.Translation object.
That's a simple change. If it's ok for you, I will add dummy data for the other configs and treat the other translation scripts in the same way. | {
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| 2020-05-12T16:28:19Z | 2020-05-13T07:43:57Z | 2020-05-13T07:43:56 | MEMBER | {
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I also removed unused utils functions. | {
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| 2020-05-12T16:18:43Z | 2020-05-13T07:52:34Z | 2020-05-13T07:52:33 | MEMBER | {
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} | null | ### Save size and number of examples
Now when you do `save_checksums`, it also create `cached_sizes.txt` right next to the checksum file.
This new file stores the bytes sizes and the number of examples of each split that has been prepared and stored in the cache. Example:
```
# Cached sizes: <full_config_name> <num_bytes> <num_examples>
hansards/house/1.0.0/test 22906629 122290
hansards/house/1.0.0/train 191459584 947969
hansards/senate/1.0.0/test 5711686 25553
hansards/senate/1.0.0/train 40324278 182135
```
### Check processing output
If there is a `caches_sizes.txt`, then each time we run `download_and_prepare` it will make sure that the sizes match. You can set `ignore_checksums=True` if you don't want that to happen.
### Fill Dataset Info
All the split infos and the checksums are now stored correctly in DatasetInfo after `download_and_prepare`
### Check space on disk before running `download_and_prepare`
Check if the space is lower than the sum of the sizes of the files in `checksums.txt` and `cached_files.txt`. This is not ideal though as it considers the files for all configs.
TODO:
A better way to do it would be to have save the `DatasetInfo` instead of the `checksums.txt` and `cached_sizes.txt`, in order to have one file per dataset config (and therefore consider only the sizes of the files for one config and not all of them). It can also be the occasion to factorize all the `download_and_prepare` verifications. Maybe next PR ? | {
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| 2020-05-12T16:00:58Z | 2020-05-12T16:16:24Z | 2020-05-12T16:16:22 | CONTRIBUTOR | {
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| 2020-05-12T11:25:29Z | 2020-05-12T11:27:35Z | 2020-05-12T11:27:34 | CONTRIBUTOR | {
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| 2020-05-12T09:52:00Z | 2020-05-13T07:44:12Z | 2020-05-13T07:44:10 | MEMBER | {
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1. BLEU: BiLingual Evaluation Understudy: https://github.com/tensorflow/nmt/blob/master/nmt/scripts/bleu.py, https://github.com/chakki-works/sumeval/blob/master/sumeval/metrics/bleu.py (multilingual)
2. GLEU: Google-BLEU: https://github.com/cnap/gec-ranking/blob/master/scripts/compute_gleu
3. Sacrebleu: https://pypi.org/project/sacrebleu/1.4.8/ (pypi package), https://github.com/mjpost/sacrebleu (github implementation)
4. ROUGE: Recall-Oriented Understudy for Gisting Evaluation: https://github.com/google-research/google-research/tree/master/rouge, https://github.com/chakki-works/sumeval/blob/master/sumeval/metrics/rouge.py (multilingual)
5. Seqeval: https://github.com/chakki-works/seqeval (github implementation), https://pypi.org/project/seqeval/0.0.12/ (pypi package)
6. Coval: coreference evaluation package for the CoNLL and ARRAU datasets https://github.com/ns-moosavi/coval
7. SQuAD v1 evaluation script
8. SQuAD V2 evaluation script: https://worksheets.codalab.org/rest/bundles/0x6b567e1cf2e041ec80d7098f031c5c9e/contents/blob/
9. GLUE
10. XNLI
Not now:
1. Perplexity: https://github.com/allenai/allennlp/blob/master/allennlp/training/metrics/perplexity.py
2. Spearman: https://github.com/allenai/allennlp/blob/master/allennlp/training/metrics/spearman_correlation.py
3. F1_measure: https://github.com/allenai/allennlp/blob/master/allennlp/training/metrics/f1_measure.py
4. Pearson_corelation: https://github.com/allenai/allennlp/blob/master/allennlp/training/metrics/pearson_correlation.py
5. AUC: https://github.com/allenai/allennlp/blob/master/allennlp/training/metrics/auc.py
6. Entropy: https://github.com/allenai/allennlp/blob/master/allennlp/training/metrics/entropy.py | {
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| 2020-05-12T09:38:01Z | 2020-05-12T10:04:39Z | 2020-05-12T10:04:38 | MEMBER | {
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```
pa_array.nbytes > MAX_BATCH_BYTES
```
doesn't work. Indeed for a StructArray, `nbytes` can be less 2GB even if there is an overflow (it loops...).
I don't think we can do a proper overflow test for the limit of 2GB...
For now I replaced it with a sanity check on the first element. | {
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| 2020-05-12T07:11:22Z | 2020-05-18T06:50:37Z | 2020-05-18T06:50:36 | CONTRIBUTOR | {
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| 2020-05-11T22:19:03Z | 2020-05-11T22:26:03Z | 2020-05-11T22:26:01 | CONTRIBUTOR | {
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} | null | In this PR a README.md is added to tests to shine more light on how the dummy data structure works. I try to explain the different possible cases. IMO the best way to understand the logic is to checkout the dummy data structure of the different datasets I mention in the README.md since those are the "edge cases".
@mariamabarham @thomwolf @lhoestq @jplu - I'd be happy to checkout the dummy data structure and get some feedback on possible improvements. | {
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| 2020-05-11T14:45:36Z | 2020-05-11T20:09:47Z | 2020-05-11T20:00:38 | MEMBER | {
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According to [this](https://github.com/apache/arrow/blob/master/docs/source/cpp/arrays.rst#size-limitations-and-recommendations), it is not recommended to have pyarrow arrays bigger than 2Go.
Therefore I set a default batch size of 100 000 examples per batch. In general it shouldn't exceed 2Go. If it does, I reduce the batch_size on the fly, and I notify the user with a warning. | {
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| 2020-05-11T08:07:49Z | 2020-05-12T13:21:52Z | 2020-05-12T13:21:51 | CONTRIBUTOR | {
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| 2020-05-08T17:38:29Z | 2020-05-08T17:40:48Z | 2020-05-08T17:40:46 | CONTRIBUTOR | {
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} | null | Re-adding csv under the datasets under construction to keep circle ci happy - will have to see how to include it in the tests.
@lhoestq noticed that I accidently deleted it in https://github.com/huggingface/nlp/pull/63#discussion_r422263729. | {
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| 2020-05-08T15:02:43Z | 2020-05-08T19:50:47Z | 2020-05-08T15:17:00 | CONTRIBUTOR | {
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} | null | This PR adds a `aws` and a `local` decorator to the tests so that tests now run on the local datasets.
By default, the `aws` is deactivated and `local` is activated and `slow` is deactivated, so that only 1 test per dataset runs on circle ci.
**When local is activated all folders in `./datasets` are tested.**
**Important** When adding a dataset, we should no longer upload it to AWS. The steps are:
1. Open a PR
2. Add a dataset as described in `datasets/README.md`
3. If all tests pass, push to master
Currently we have 49 functional datasets in our code base.
We have 6 datasets "under-construction" that don't pass the tests - so I put them in a folder "datasets_under_construction" - it would be nice to open a PR to fix them and put them in the `datasets` folder.
**Important** when running tests locally, the datasets are cached so to rerun them delete your local cache via:
`rm -r ~/.cache/huggingface/datasets/*`
@thomwolf @mariamabarham @lhoestq | {
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| 2020-05-08T13:37:43Z | 2020-05-08T13:39:23Z | 2020-05-08T13:39:22 | CONTRIBUTOR | {
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| 2020-05-08T13:33:55Z | 2020-05-08T13:35:41Z | 2020-05-08T13:35:40 | CONTRIBUTOR | {
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| 2020-05-08T13:17:00Z | 2020-05-08T13:17:31Z | 2020-05-08T13:17:30 | CONTRIBUTOR | {
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| 2020-05-08T10:50:15Z | 2020-05-08T17:39:22Z | 2020-05-08T11:34:00 | CONTRIBUTOR | {
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} | null | As mentioned, we can have the canonical datasets in the master. For now I also want to include all the data as present on S3 to make the synchronization easier when uploading new datastes.
@mariamabarham @lhoestq @thomwolf - what do you think?
If this is ok for you, I can sync up the master with the `add_dataset` branch: https://github.com/huggingface/nlp/pull/37 so that master is up to date. | {
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https://api.github.com/repos/huggingface/datasets/issues/62 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/62/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/62/comments | https://api.github.com/repos/huggingface/datasets/issues/62/events | https://github.com/huggingface/datasets/pull/62 | 614,630,830 | MDExOlB1bGxSZXF1ZXN0NDE1MTQ1NDAx | 62 | [Cached Path] Better error message | {
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| 2020-05-08T09:39:47Z | 2020-05-08T09:45:47Z | 2020-05-08T09:45:47 | CONTRIBUTOR | {
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| 2020-05-08T08:54:22Z | 2020-05-08T08:56:32Z | 2020-05-08T08:56:16 | CONTRIBUTOR | {
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See: PR #59. | {
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| 2020-05-07T22:02:24Z | 2020-05-08T10:38:32Z | 2020-05-08T10:18:24 | MEMBER | {
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} | null | This PR updates the encoding of `Values` like `integers`, `boolean` and `float` to use python casting and avoid having to cast in the dataset scripts, as mentioned here: https://github.com/huggingface/nlp/pull/37#discussion_r420176626
We could also change (not included in this PR yet):
- `supervized_keys` to make them a NamedTuple instead of a dataclass, and
- handle specifically the `Translation` features.
as mentioned here: https://github.com/huggingface/nlp/pull/37#discussion_r421740236
@patrickvonplaten @mariamabarham tell me if you want these two last changes as well. | {
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| 2020-05-07T21:48:09Z | 2020-05-08T10:57:57Z | 2020-05-08T10:46:51 | MEMBER | {
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} | null | @patrickvonplaten I've broken a bit the tests with #25 while simplifying and re-organizing the `load.py` and `download_manager.py` scripts.
I'm trying to fix them here but I have a weird error, do you think you can have a look?
```bash
(datasets) MacBook-Pro-de-Thomas:datasets thomwolf$ python -m pytest -sv ./tests/test_dataset_common.py::DatasetTest::test_builder_class_snli
============================================================================= test session starts =============================================================================
platform darwin -- Python 3.7.7, pytest-5.4.1, py-1.8.1, pluggy-0.13.1 -- /Users/thomwolf/miniconda2/envs/datasets/bin/python
cachedir: .pytest_cache
rootdir: /Users/thomwolf/Documents/GitHub/datasets
plugins: xdist-1.31.0, forked-1.1.3
collected 1 item
tests/test_dataset_common.py::DatasetTest::test_builder_class_snli ERROR
=================================================================================== ERRORS ====================================================================================
____________________________________________________________ ERROR at setup of DatasetTest.test_builder_class_snli ____________________________________________________________
file_path = <module 'tests.test_dataset_common' from '/Users/thomwolf/Documents/GitHub/datasets/tests/test_dataset_common.py'>
download_config = DownloadConfig(cache_dir=None, force_download=False, resume_download=False, local_files_only=False, proxies=None, user_agent=None, extract_compressed_file=True, force_extract=True)
download_kwargs = {}
def setup_module(file_path: str, download_config: Optional[DownloadConfig] = None, **download_kwargs,) -> DatasetBuilder:
r"""
Download/extract/cache a dataset to add to the lib from a path or url which can be:
- a path to a local directory containing the dataset processing python script
- an url to a S3 directory with a dataset processing python script
Dataset codes are cached inside the lib to allow easy import (avoid ugly sys.path tweaks)
and using cloudpickle (among other things).
Return: tuple of
the unique id associated to the dataset
the local path to the dataset
"""
if download_config is None:
download_config = DownloadConfig(**download_kwargs)
download_config.extract_compressed_file = True
download_config.force_extract = True
> name = list(filter(lambda x: x, file_path.split("/")))[-1] + ".py"
E AttributeError: module 'tests.test_dataset_common' has no attribute 'split'
src/nlp/load.py:169: AttributeError
============================================================================== warnings summary ===============================================================================
/Users/thomwolf/miniconda2/envs/datasets/lib/python3.7/site-packages/tensorflow_core/python/pywrap_tensorflow_internal.py:15
/Users/thomwolf/miniconda2/envs/datasets/lib/python3.7/site-packages/tensorflow_core/python/pywrap_tensorflow_internal.py:15: DeprecationWarning: the imp module is deprecated in favour of importlib; see the module's documentation for alternative uses
import imp
-- Docs: https://docs.pytest.org/en/latest/warnings.html
=========================================================================== short test summary info ===========================================================================
ERROR tests/test_dataset_common.py::DatasetTest::test_builder_class_snli - AttributeError: module 'tests.test_dataset_common' has no attribute 'split'
========================================================================= 1 warning, 1 error in 3.63s =========================================================================
```
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https://api.github.com/repos/huggingface/datasets/issues/58 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/58/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/58/comments | https://api.github.com/repos/huggingface/datasets/issues/58/events | https://github.com/huggingface/datasets/pull/58 | 614,362,308 | MDExOlB1bGxSZXF1ZXN0NDE0OTM0NTY4 | 58 | Aborted PR - Fix tests | {
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| 2020-05-07T21:40:19Z | 2020-05-07T21:48:01Z | 2020-05-07T21:41:27 | MEMBER | {
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} | null | @patrickvonplaten I've broken a bit the tests with #25 while simplifying and re-organizing the `load.py` and `download_manager.py` scripts.
I'm trying to fix them here but I have a weird error, do you think you can have a look?
```bash
(datasets) MacBook-Pro-de-Thomas:datasets thomwolf$ python -m pytest -sv ./tests/test_dataset_common.py::DatasetTest::test_builder_class_snli
============================================================================= test session starts =============================================================================
platform darwin -- Python 3.7.7, pytest-5.4.1, py-1.8.1, pluggy-0.13.1 -- /Users/thomwolf/miniconda2/envs/datasets/bin/python
cachedir: .pytest_cache
rootdir: /Users/thomwolf/Documents/GitHub/datasets
plugins: xdist-1.31.0, forked-1.1.3
collected 1 item
tests/test_dataset_common.py::DatasetTest::test_builder_class_snli ERROR
=================================================================================== ERRORS ====================================================================================
____________________________________________________________ ERROR at setup of DatasetTest.test_builder_class_snli ____________________________________________________________
file_path = <module 'tests.test_dataset_common' from '/Users/thomwolf/Documents/GitHub/datasets/tests/test_dataset_common.py'>
download_config = DownloadConfig(cache_dir=None, force_download=False, resume_download=False, local_files_only=False, proxies=None, user_agent=None, extract_compressed_file=True, force_extract=True)
download_kwargs = {}
def setup_module(file_path: str, download_config: Optional[DownloadConfig] = None, **download_kwargs,) -> DatasetBuilder:
r"""
Download/extract/cache a dataset to add to the lib from a path or url which can be:
- a path to a local directory containing the dataset processing python script
- an url to a S3 directory with a dataset processing python script
Dataset codes are cached inside the lib to allow easy import (avoid ugly sys.path tweaks)
and using cloudpickle (among other things).
Return: tuple of
the unique id associated to the dataset
the local path to the dataset
"""
if download_config is None:
download_config = DownloadConfig(**download_kwargs)
download_config.extract_compressed_file = True
download_config.force_extract = True
> name = list(filter(lambda x: x, file_path.split("/")))[-1] + ".py"
E AttributeError: module 'tests.test_dataset_common' has no attribute 'split'
src/nlp/load.py:169: AttributeError
============================================================================== warnings summary ===============================================================================
/Users/thomwolf/miniconda2/envs/datasets/lib/python3.7/site-packages/tensorflow_core/python/pywrap_tensorflow_internal.py:15
/Users/thomwolf/miniconda2/envs/datasets/lib/python3.7/site-packages/tensorflow_core/python/pywrap_tensorflow_internal.py:15: DeprecationWarning: the imp module is deprecated in favour of importlib; see the module's documentation for alternative uses
import imp
-- Docs: https://docs.pytest.org/en/latest/warnings.html
=========================================================================== short test summary info ===========================================================================
ERROR tests/test_dataset_common.py::DatasetTest::test_builder_class_snli - AttributeError: module 'tests.test_dataset_common' has no attribute 'split'
========================================================================= 1 warning, 1 error in 3.63s =========================================================================
```
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https://api.github.com/repos/huggingface/datasets/issues/57 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/57/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/57/comments | https://api.github.com/repos/huggingface/datasets/issues/57/events | https://github.com/huggingface/datasets/pull/57 | 614,261,638 | MDExOlB1bGxSZXF1ZXN0NDE0ODUzMDM5 | 57 | Better cached path | {
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| 2020-05-07T18:36:00Z | 2020-05-08T13:20:30Z | 2020-05-08T13:20:28 | MEMBER | {
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} | null | ### Changes:
- The `cached_path` no longer returns None if the file is missing/the url doesn't work. Instead, it can raise `FileNotFoundError` (missing file), `ConnectionError` (no cache and unreachable url) or `ValueError` (parsing error)
- Fix requests to firebase API that doesn't handle HEAD requests...
- Allow custom download in datasets script: it allows to use `tf.io.gfile.copy` for example, to download from google storage. I added an example: the `boolq` script | {
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https://api.github.com/repos/huggingface/datasets/issues/56 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/56/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/56/comments | https://api.github.com/repos/huggingface/datasets/issues/56/events | https://github.com/huggingface/datasets/pull/56 | 614,236,869 | MDExOlB1bGxSZXF1ZXN0NDE0ODMyODY4 | 56 | [Dataset] Tester add mock function | {
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| 2020-05-07T17:51:37Z | 2020-05-07T17:52:51Z | 2020-05-07T17:52:50 | CONTRIBUTOR | {
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} | null | need to add an empty `extract()` function to make `hansard` dataset test work. | {
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https://api.github.com/repos/huggingface/datasets/issues/55 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/55/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/55/comments | https://api.github.com/repos/huggingface/datasets/issues/55/events | https://github.com/huggingface/datasets/pull/55 | 613,968,072 | MDExOlB1bGxSZXF1ZXN0NDE0NjE0MjE1 | 55 | Beam datasets | {
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| 2020-05-07T11:04:32Z | 2020-05-11T07:20:02Z | 2020-05-11T07:20:00 | MEMBER | {
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} | null | # Beam datasets
## Intro
Beam Datasets are using beam pipelines for preprocessing (basically lots of `.map` over objects called PCollections).
The advantage of apache beam is that you can choose which type of runner you want to use to preprocess your data. The main runners are:
- the `DirectRunner` to run the pipeline locally (default). However I encountered memory issues for big datasets (like the french or english wikipedia). Small dataset work fine
- Google Dataflow. I didn't play with it.
- Spark or Flink, two well known data processing frameworks. I tried to use the Spark/Flink local runners provided by apache beam for python and wasn't able to make them work properly though...
## From tfds beam datasets to our own beam datasets
Tensorflow datasets used beam and a complicated pipeline to shard the TFRecords files.
To allow users to download beam datasets and not having to preprocess them, they also allow to download the already preprocessed datasets from their google storage (the beam pipeline doesn't run in that case).
On our side, we replace TFRecords by something else. Arrow or Parquet do the job but I chose Parquet as: 1) there is a builtin apache beam parquet writer that is quite convenient, and 2) reading parquet from the pyarrow library is also simple and effective (there is a mmap option !)
Moreover we don't shard datasets in many many files like tfds (they were doing probably doing that mainly because of the limit of 2Gb per TFRecord file). Therefore we have a simpler pipeline that saves each split into one parquet file. We also removed the utilities to use their google storage (for now maybe ? we'll have to discuss it).
## Main changes
- Added a BeamWriter to save the output of beam pipelines into parquet files and fill dataset infos
- Create a ParquetReader and refactor a bit the arrow_reader.py
\> **With this, we can now try to add beam datasets from tfds**
I already added the wikipedia one, and I will also try to add the Wiki40b dataset
## Test the wikipedia script
You can download and run the beam pipeline for wikipedia (using the `DirectRunner` by default) like this:
```
>>> import nlp
>>> nlp.load("datasets/nlp/wikipedia", dataset_config="20200501.frr")
```
This wikipedia dataset (lang: frr, North Frisian) is a small one (~10Mb), but feel free to try bigger ones (and fill 20Gb of swap memory if you try the english one lol)
## Next
Should we allow to download preprocessed datasets from the tfds google storage ?
Should we try to optimize the beam pipelines to run locally without memory issues ?
Should we try other data processing frameworks for big datasets, like spark ?
## About this PR
It should be merged after #25
-----------------
I'd be happy to have your feedback and your ideas to improve the processing of big datasets like wikipedia :) | {
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| 2020-05-06T18:11:48Z | 2020-05-06T18:13:00Z | 2020-05-06T18:12:59 | CONTRIBUTOR | {
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| 2020-05-06T16:05:23Z | 2020-05-07T15:28:46Z | 2020-05-07T15:28:45 | CONTRIBUTOR | {
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} | null | Change `isinstance` test in features when generating features from dict. | {
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| 2020-05-06T13:54:35Z | 2020-05-06T13:55:19Z | 2020-05-06T13:55:18 | CONTRIBUTOR | {
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} | null | `esnli.py` needs that extension of the dummy data testing. | {
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| 2020-05-06T12:03:07Z | 2020-05-07T22:07:19Z | 2020-05-06T13:20:18 | CONTRIBUTOR | {
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} | null | This PR refactors the test design a bit and puts the mock download manager in the `utils` files as it is just a test helper class.
as @mariamabarham pointed out, creating a dummy folder structure can be quite hard to grasp.
This PR tries to change that to some extent.
It follows the following logic for the `dummy` folder structure now:
1.) The data bulider has no config -> the `dummy` folder structure is:
`dummy/<version>/dummy_data.zip`
2) The data builder has >= 1 configs -> the `dummy` folder structure is:
`dummy/<config_name_1>/<version>/dummy_data.zip`
`dummy/<config_name_2>/<version>/dummy_data.zip`
Now, the difficult part is how to create the `dummy_data.zip` file. There are two cases:
A) The `data_urs` parameter inserted into the `download_and_extract` fn is a **string**:
-> the `dummy_data.zip` file zips the folder:
`dummy_data/<relative_path_of_folder_structure_of_url>`
B) The `data_urs` parameter inserted into the `download_and_extract` fn is a **dict**:
-> the `dummy_data.zip` file zips the folder:
`dummy_data/<relative_path_of_folder_structure_of_url_behind _key_1>`
`dummy_data/<relative_path_of_folder_structure_of_url_behind _key_2>`
By relative folder structure I mean `url_path.split('./')[-1]`. As an example the dataset **xquad** by deepmind has the following url path behind the key `de`: `https://github.com/deepmind/xquad/blob/master/xquad.de.json`
-> This means that the relative url path should be `xquad.de.json`.
@mariamabarham B) is a change from how is was before and I think is makes more sense.
While before the `dummy_data.zip` file for xquad with config `de` looked like:
`dummy_data/de` it would now look like `dummy_data/xquad.de.json`. I think this is better and easier to understand.
Therefore there are currently 6 tests that would have to have changed their dummy folder structure, but which can easily be done (30min).
I also added a function: `print_dummy_data_folder_structure` that prints out the expected structures when testing which should be quite helpful. | {
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| 2020-05-05T12:59:22Z | 2020-05-05T13:02:18Z | 2020-05-05T13:02:16 | CONTRIBUTOR | {
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} | null | Test only for one config on circle ci to speed up testing. Add all config test as a slow test.
@mariamabarham @thomwolf | {
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| 2020-05-05T10:41:00Z | 2020-05-05T11:13:58Z | 2020-05-05T11:13:56 | CONTRIBUTOR | {
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| 2020-05-05T08:56:28Z | 2020-05-05T10:40:28Z | 2020-05-05T10:40:27 | CONTRIBUTOR | {
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} | null | To me it seems that `bool` can only be accessed with `bool_` when looking at the pyarrow types: https://arrow.apache.org/docs/python/api/datatypes.html. | {
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| 2020-05-05T07:31:45Z | 2020-05-05T08:37:45Z | 2020-05-05T08:37:44 | CONTRIBUTOR | {
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} | null | The dataset `anli.py` currently fails because it tries to look up a key `1\n` in a dict that only has the key `1`. Added an if statement to strip key if it cannot be found in dict. | {
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| 2020-05-05T07:09:54Z | 2022-10-04T09:32:11Z | 2020-05-08T09:51:22 | CONTRIBUTOR | {
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This is a follow-up PR of: https://github.com/huggingface/nlp/pull/41 | {
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| 2020-05-04T13:25:38Z | 2020-05-04T13:28:04Z | 2020-05-04T13:28:03 | CONTRIBUTOR | {
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| 2020-05-04T10:39:42Z | 2022-10-04T09:32:02Z | 2020-05-04T13:18:03 | CONTRIBUTOR | {
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| 2020-05-04T10:06:22Z | 2020-05-04T13:10:50Z | 2020-05-04T13:10:48 | CONTRIBUTOR | {
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In this case the dummy data will be saved as:
- natural_questions
-> dummy
-> -> 1.0.0 (version num)
-> -> -> dummy_data.zip
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| 2020-05-04T09:42:11Z | 2020-05-04T19:39:07Z | 2020-05-04T19:39:06 | CONTRIBUTOR | {
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This simple change allows to pass ``force_reload=True`` as ``builder_kwargs`` in the ``load.py`` function. | {
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| 2020-05-04T09:13:14Z | 2020-05-04T11:51:51Z | 2020-05-04T11:51:49 | MEMBER | {
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If the user uploads the dataset in several steps, then the remote checksums file was previously overwritten. Now it's going to be updated with the new checksums. | {
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| 2020-05-04T08:00:16Z | 2020-05-04T09:48:20Z | 2020-05-04T09:48:20 | CONTRIBUTOR | {
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} | null | The checksums command works very nicely for `squad`. But for `crime_and_punish` and `xnli`,
the same bug happens:
When running:
```
python nlp-cli nlp-cli test xnli --save_checksums
```
leads to:
```
File "nlp-cli", line 33, in <module>
service.run()
File "/home/patrick/python_bin/nlp/commands/test.py", line 61, in run
ignore_checksums=self._ignore_checksums,
File "/home/patrick/python_bin/nlp/builder.py", line 383, in download_and_prepare
self._download_and_prepare(dl_manager=dl_manager, download_config=download_config)
File "/home/patrick/python_bin/nlp/builder.py", line 627, in _download_and_prepare
dl_manager=dl_manager, max_examples_per_split=download_config.max_examples_per_split,
File "/home/patrick/python_bin/nlp/builder.py", line 431, in _download_and_prepare
split_generators = self._split_generators(dl_manager, **split_generators_kwargs)
File "/home/patrick/python_bin/nlp/datasets/xnli/8bf4185a2da1ef2a523186dd660d9adcf0946189e7fa5942ea31c63c07b68a7f/xnli.py", line 95, in _split_generators
dl_dir = dl_manager.download_and_extract(_DATA_URL)
File "/home/patrick/python_bin/nlp/utils/download_manager.py", line 246, in download_and_extract
return self.extract(self.download(url_or_urls))
File "/home/patrick/python_bin/nlp/utils/download_manager.py", line 186, in download
self._record_sizes_checksums(url_or_urls, downloaded_path_or_paths)
File "/home/patrick/python_bin/nlp/utils/download_manager.py", line 166, in _record_sizes_checksums
self._recorded_sizes_checksums[url] = get_size_checksum(path)
File "/home/patrick/python_bin/nlp/utils/checksums_utils.py", line 81, in get_size_checksum
with open(path, "rb") as f:
TypeError: expected str, bytes or os.PathLike object, not tuple
```
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| 2020-05-04T07:47:39Z | 2022-10-04T09:32:17Z | 2020-05-08T13:48:23 | CONTRIBUTOR | {
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} | null | ## Description
This PR acts as a dashboard to see which datasets are added to the library and work.
Cicle-ci should always be green so that we can be sure that newly added datasets are functional.
This PR should not be merged.
## Progress
**For the following datasets the test commands**:
```
RUN_SLOW=1 pytest tests/test_dataset_common.py::DatasetTest::test_load_real_dataset_<your-dataset-name>
```
and
```
RUN_SLOW=1 pytest tests/test_dataset_common.py::DatasetTest::test_load_dataset_all_configs_<your-dataset-name>
```
**passes**.
- [x] Squad
- [x] Sentiment140
- [x] XNLI
- [x] Crime_and_Punish
- [x] movie_rationales
- [x] ai2_arc
- [x] anli
- [x] event2Mind
- [x] Fquad
- [x] blimp
- [x] empathetic_dialogues
- [x] cosmos_qa
- [x] xquad
- [x] blog_authorship_corpus
- [x] SNLI
- [x] break_data
- [x] SQuAD v2
- [x] cfq
- [x] eraser_multi_rc
- [x] Glue
- [x] Tydiqa
- [x] wiki_qa
- [x] wikitext
- [x] winogrande
- [x] wiqa
- [x] esnli
- [x] civil_comments
- [x] commonsense_qa
- [x] com_qa
- [x] coqa
- [x] wiki_split
- [x] cos_e
- [x] xcopa
- [x] quarel
- [x] quartz
- [x] squad_it
- [x] quoref
- [x] squad_pt
- [x] cornell_movie_dialog
- [x] SciQ
- [x] Scifact
- [x] hellaswag
- [x] ted_multi (in translate)
- [x] Aeslc (summarization)
- [x] drop
- [x] gap
- [x] hansard
- [x] opinosis
- [x] MLQA
- [x] math_dataset
## How-To-Add a dataset
**Before adding a dataset make sure that your branch is up to date**:
1. `git checkout add_datasets`
2. `git pull`
**Add a dataset via the `convert_dataset.sh` bash script:**
Running `bash convert_dataset.sh <file/to/tfds/datascript.py>` (*e.g.* `bash convert_dataset.sh ../tensorflow-datasets/tensorflow_datasets/text/movie_rationales.py`) will automatically run all the steps mentioned in **Add a dataset manually** below.
Make sure that you run `convert_dataset.sh` from the root folder of `nlp`.
The conversion script should work almost always for step 1): "convert dataset script from tfds to nlp format" and 2) "create checksum file" and step 3) "make style".
It can also sometimes automatically run step 4) "create the correct dummy data from tfds", but this will only work if a) there is either no config name or only one config name and b) the `tfds testing/test_data/fake_example` is in the correct form.
Nevertheless, the script should always be run in the beginning until an error occurs to be more efficient.
If the conversion script does not work or fails at some step, then you can run the steps manually as follows:
**Add a dataset manually**
Make sure you run all of the following commands from the root of your `nlp` git clone.
Also make sure that you changed to this branch:
```
git checkout add_datasets
```
1) the tfds datascript file should be converted to `nlp` style:
```
python nlp-cli convert --tfds_path <path/to/tensorflow_datasets/text/your_dataset_name>.py --nlp_directory datasets/nlp
```
This will convert the tdfs script and create a folder with the correct name.
2) the checksum file should be added. Use the command:
```
python nlp-cli test datasets/nlp/<your-dataset-folder> --save_checksums --all_configs
```
A checksums.txt file should be created in your folder and the structure should look as follows:
squad/
├── squad.py/
└── urls_checksums/
...........└── checksums.txt
Delete the created `*.lock` file afterward - it should not be uploaded to AWS.
3) run black and isort on your newly added datascript files so that they look nice:
```
make style
```
4) the dummy data should be added. For this it might be useful to take a look into the structure of other examples as shown in the PR here and at `<path/to/tensorflow_datasets/testing/test_data/test_data/fake_examples>` whether the same data can be used.
5) the data can be uploaded to AWS using the command
```
aws s3 cp datasets/nlp/<your-dataset-folder> s3://datasets.huggingface.co/nlp/<your-dataset-folder> --recursive
```
6) check whether all works as expected using:
```
RUN_SLOW=1 pytest tests/test_dataset_common.py::DatasetTest::test_load_real_dataset_<your-dataset-name>
```
and
```
RUN_SLOW=1 pytest tests/test_dataset_common.py::DatasetTest::test_load_dataset_all_configs_<your-dataset-name>
```
7) push to this PR and rerun the circle ci workflow to check whether circle ci stays green.
8) Edit this commend and tick off your newly added dataset :-)
## TODO-list
Maybe we can add a TODO-list here for everybody that feels like adding new datasets so that we will not add the same datasets.
Here a link to available datasets: https://docs.google.com/spreadsheets/d/1zOtEqOrnVQwdgkC4nJrTY6d-Av02u0XFzeKAtBM2fUI/edit#gid=0
Patrick:
- [ ] boolq - *weird download link*
- [ ] c4 - *beam dataset* | {
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| null | []
| 2020-05-03T23:00:17Z | 2020-05-11T08:16:02Z | 2020-05-11T08:16:00 | MEMBER | {
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} | null | Refactoring metrics to have a similar loading API than the datasets and improving the import system.
# Import system
The import system has ben upgraded. There are now three types of imports allowed:
1. `library` imports (identified as "absolute imports")
```python
import seqeval
```
=> we'll test all the imports before running the scripts and if one cannot be imported we'll display an error message like this one:
`ImportError: To be able to use this metric/dataset, you need to install the following dependencies ['seqeval'] using 'pip install seqeval' for instance'`
2. `internal` imports (identified as "relative imports")
```python
import .c4_utils
```
=> we'll assume this point to a file in the same directory/S3-directory as the main script and download this file.
2. `external` imports (identified as "relative imports" with a comment starting with `# From:`)
```python
from .nmt_bleu import compute_bleu # From: https://github.com/tensorflow/nmt/blob/master/nmt/scripts/bleu.py
```
=> we'll assume this point to the URL of a python script (if it's a link to a github file, we'll take the raw file automatically).
=> the script is downloaded and renamed to the import name (here above renamed from `bleu.py` to `nmt_bleu.py`). Renaming the file can be necessary if the distant file has the same name as the dataset/metric processing script. If you forgot to rename the distant script and it has the same name as the dataset/metric, you'll have an explicit error message asking to rename the import anyway.
# Hosting metrics
Metrics are hosted on a S3 bucket like the dataset processing scripts.
# Metrics scripts
Metrics scripts have a lot in common with datasets processing scripts. They also have a `metric.info` including citations, descriptions and links to relevant pages.
Metrics have more documentation to supply to ensure they are used well.
Four examples are already included for reference in [./metrics](./metrics): BLEU, ROUGE, SacreBLEU and SeqEVAL.
# Automatic support for distributed/multi-processing metric computation
We've also added support for automatic distributed/multi-processing metric computation (e.g. when using DistributedDataParallel). We leverage our own dataset format for smart caching in this case.
Here is a quick gist of a standard use of metrics (the simplest usage):
```python
import nlp
bleu_metric = nlp.load_metric('bleu')
# If you only have a single iteration, you can easily compute the score like this
predictions = model(inputs)
score = bleu_metric.compute(predictions, references)
# If you have a loop, you can "add" your predictions and references at each iteration instead of having to save them yourself (the metric object store them efficiently for you)
for batch in dataloader:
model_input, targets = batch
predictions = model(model_inputs)
bleu.add(predictions, targets)
score = bleu_metric.compute() # Compute the score from all the stored predictions/references
```
Here is a quick gist of a use in a distributed torch setup (should work for any python multi-process setup actually). It's pretty much identical to the second example above:
```python
import nlp
# You need to give the total number of parallel python processes (num_process) and the id of each process (process_id)
bleu = nlp.load_metric('bleu', process_id=torch.distributed.get_rank(),b num_process=torch.distributed.get_world_size())
for batch in dataloader:
model_input, targets = batch
predictions = model(model_inputs)
bleu.add(predictions, targets)
score = bleu_metric.compute() # Compute the score on the first node by default (can be set to compute on each node as well)
``` | {
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https://api.github.com/repos/huggingface/datasets/issues/35 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/35/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/35/comments | https://api.github.com/repos/huggingface/datasets/issues/35/events | https://github.com/huggingface/datasets/pull/35 | 611,413,731 | MDExOlB1bGxSZXF1ZXN0NDEyNjAyMTc0 | 35 | [Tests] fix typo | {
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| null | []
| 2020-05-03T13:23:49Z | 2020-05-03T13:24:21Z | 2020-05-03T13:24:20 | CONTRIBUTOR | {
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} | null | @lhoestq - currently the slow test fail with:
```
_____________________________________________________________________________________ DatasetTest.test_load_real_dataset_xnli _____________________________________________________________________________________
self = <tests.test_dataset_common.DatasetTest testMethod=test_load_real_dataset_xnli>, dataset_name = 'xnli'
@slow
def test_load_real_dataset(self, dataset_name):
with tempfile.TemporaryDirectory() as temp_data_dir:
> dataset = load(dataset_name, data_dir=temp_data_dir)
tests/test_dataset_common.py:153:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
../../python_bin/nlp/load.py:497: in load
dbuilder.download_and_prepare(**download_and_prepare_kwargs)
../../python_bin/nlp/builder.py:383: in download_and_prepare
self._download_and_prepare(dl_manager=dl_manager, download_config=download_config)
../../python_bin/nlp/builder.py:627: in _download_and_prepare
dl_manager=dl_manager, max_examples_per_split=download_config.max_examples_per_split,
../../python_bin/nlp/builder.py:431: in _download_and_prepare
split_generators = self._split_generators(dl_manager, **split_generators_kwargs)
../../python_bin/nlp/datasets/xnli/8bf4185a2da1ef2a523186dd660d9adcf0946189e7fa5942ea31c63c07b68a7f/xnli.py:95: in _split_generators
dl_dir = dl_manager.download_and_extract(_DATA_URL)
../../python_bin/nlp/utils/download_manager.py:246: in download_and_extract
return self.extract(self.download(url_or_urls))
../../python_bin/nlp/utils/download_manager.py:186: in download
self._record_sizes_checksums(url_or_urls, downloaded_path_or_paths)
../../python_bin/nlp/utils/download_manager.py:166: in _record_sizes_checksums
self._recorded_sizes_checksums[url] = get_size_checksum(path)
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
path = ('', '/tmp/tmpkajlg9yc/downloads/c0f7773c480a3f2d85639d777e0e17e65527460310d80760fd3fc2b2f2960556.c952a63cb17d3d46e412ceb7dbcd656ce2b15cc9ef17f50c28f81c48a7c853b5')
def get_size_checksum(path: str) -> Tuple[int, str]:
"""Compute the file size and the sha256 checksum of a file"""
m = sha256()
> with open(path, "rb") as f:
E TypeError: expected str, bytes or os.PathLike object, not tuple
../../python_bin/nlp/utils/checksums_utils.py:81: TypeError
```
- the checksums probably need to be updated no? And we should also think about how to write a test for the checksums. | {
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https://api.github.com/repos/huggingface/datasets/issues/34 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/34/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/34/comments | https://api.github.com/repos/huggingface/datasets/issues/34/events | https://github.com/huggingface/datasets/pull/34 | 611,385,516 | MDExOlB1bGxSZXF1ZXN0NDEyNTg0OTM0 | 34 | [Tests] add slow tests | {
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| null | []
| 2020-05-03T11:01:22Z | 2020-05-03T12:18:30Z | 2020-05-03T12:18:29 | CONTRIBUTOR | {
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} | null | This PR adds a slow test that downloads the "real" dataset. The test is decorated as "slow" so that it will not automatically run on circle ci.
Before uploading a dataset, one should test that this test passes, manually by running
```
RUN_SLOW=1 pytest tests/test_dataset_common.py::DatasetTest::test_load_real_dataset_<your-dataset-script-name>
```
This PR should be merged after PR: #33 | {
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https://api.github.com/repos/huggingface/datasets/issues/33 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/33/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/33/comments | https://api.github.com/repos/huggingface/datasets/issues/33/events | https://github.com/huggingface/datasets/pull/33 | 611,052,081 | MDExOlB1bGxSZXF1ZXN0NDEyMzU1ODE0 | 33 | Big cleanup/refactoring for clean serialization | {
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| null | []
| 2020-05-01T23:45:57Z | 2020-05-03T12:17:34Z | 2020-05-03T12:17:33 | MEMBER | {
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} | null | This PR cleans many base classes to re-build them as `dataclasses`. We can thus use a simple serialization workflow for `DatasetInfo`, including it's `Features` and `SplitDict` based on `dataclasses` `asdict()`.
The resulting code is a lot shorter, can be easily serialized/deserialized, dataset info are human-readable and we can get rid of the `dataclass_json` dependency.
The scripts have breaking changes and the conversion tool is updated.
Example of dataset info in SQuAD script now:
```python
def _info(self):
return nlp.DatasetInfo(
description=_DESCRIPTION,
features=nlp.Features({
"id":
nlp.Value('string'),
"title":
nlp.Value('string'),
"context":
nlp.Value('string'),
"question":
nlp.Value('string'),
"answers":
nlp.Sequence({
"text": nlp.Value('string'),
"answer_start": nlp.Value('int32'),
}),
}),
# No default supervised_keys (as we have to pass both question
# and context as input).
supervised_keys=None,
homepage="https://rajpurkar.github.io/SQuAD-explorer/",
citation=_CITATION,
)
```
Example of serialized dataset info:
```bash
{
"description": "Stanford Question Answering Dataset (SQuAD) is a reading comprehension dataset, consisting of questions posed by crowdworkers on a set of Wikipedia articles, where the answer to every question is a segment of text, or span, from the corresponding reading passage, or the question might be unanswerable.\n",
"citation": "@article{2016arXiv160605250R,\n author = {{Rajpurkar}, Pranav and {Zhang}, Jian and {Lopyrev},\n Konstantin and {Liang}, Percy},\n title = \"{SQuAD: 100,000+ Questions for Machine Comprehension of Text}\",\n journal = {arXiv e-prints},\n year = 2016,\n eid = {arXiv:1606.05250},\n pages = {arXiv:1606.05250},\narchivePrefix = {arXiv},\n eprint = {1606.05250},\n}\n",
"homepage": "https://rajpurkar.github.io/SQuAD-explorer/",
"license": "",
"features": {
"id": {
"dtype": "string",
"_type": "Value"
},
"title": {
"dtype": "string",
"_type": "Value"
},
"context": {
"dtype": "string",
"_type": "Value"
},
"question": {
"dtype": "string",
"_type": "Value"
},
"answers": {
"feature": {
"text": {
"dtype": "string",
"_type": "Value"
},
"answer_start": {
"dtype": "int32",
"_type": "Value"
}
},
"length": -1,
"_type": "Sequence"
}
},
"supervised_keys": null,
"name": "squad",
"version": {
"version_str": "1.0.0",
"description": "New split API (https://tensorflow.org/datasets/splits)",
"nlp_version_to_prepare": null,
"major": 1,
"minor": 0,
"patch": 0
},
"splits": {
"train": {
"name": "train",
"num_bytes": 79426386,
"num_examples": 87599,
"dataset_name": "squad"
},
"validation": {
"name": "validation",
"num_bytes": 10491883,
"num_examples": 10570,
"dataset_name": "squad"
}
},
"size_in_bytes": 0,
"download_size": 35142551,
"download_checksums": []
}
``` | {
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https://api.github.com/repos/huggingface/datasets/issues/32 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/32/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/32/comments | https://api.github.com/repos/huggingface/datasets/issues/32/events | https://github.com/huggingface/datasets/pull/32 | 610,715,580 | MDExOlB1bGxSZXF1ZXN0NDEyMTAzMzIx | 32 | Fix map caching notebooks | {
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| 2020-05-01T11:55:26Z | 2020-05-03T12:15:58Z | 2020-05-03T12:15:57 | MEMBER | {
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} | null | Previously, caching results with `.map()` didn't work in notebooks.
To reuse a result, `.map()` serializes the functions with `dill.dumps` and then it hashes it.
The problem is that when using `dill.dumps` to serialize a function, it also saves its origin (filename + line no.) and the origin of all the `globals` this function needs. However for notebooks and shells, the filename looks like \<ipython-input-13-9ed2afe61d25\> and the line no. changes often.
To fix the problem, I added a new dispatch function for code objects that ignore the origin of the code if it comes from a notebook or a python shell.
I tested these cases in a notebook:
- lambda functions
- named functions
- methods
- classmethods
- staticmethods
- classes that implement `__call__`
The caching now works as expected for all of them :)
I also tested the caching in the demo notebook and it works fine ! | {
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https://api.github.com/repos/huggingface/datasets/issues/31 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/31/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/31/comments | https://api.github.com/repos/huggingface/datasets/issues/31/events | https://github.com/huggingface/datasets/pull/31 | 610,677,641 | MDExOlB1bGxSZXF1ZXN0NDEyMDczNDE4 | 31 | [Circle ci] Install a virtual env before running tests | {
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| 2020-05-01T10:11:17Z | 2020-05-01T22:06:16Z | 2020-05-01T22:06:15 | CONTRIBUTOR | {
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Same number of tests now pass / fail as on my local computer:

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https://api.github.com/repos/huggingface/datasets/issues/30 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/30/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/30/comments | https://api.github.com/repos/huggingface/datasets/issues/30/events | https://github.com/huggingface/datasets/pull/30 | 610,549,072 | MDExOlB1bGxSZXF1ZXN0NDExOTY4Mzk3 | 30 | add metrics which require download files from github | {
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| 2020-05-01T04:13:22Z | 2022-10-04T09:31:58Z | 2020-05-11T08:19:54 | CONTRIBUTOR | {
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} | null | To download files from github, I copied the `load_dataset_module` and its dependencies (without the builder) in `load.py` to `metrics/metric_utils.py`. I made the following changes:
- copy the needed files in a folder`metric_name`
- delete all other files that are not needed
For metrics that require an external import, I first create a `<metric_name>_imports.py` file which contains all external urls. Then I create a `<metric_name>.py` in which I will load the external files using `<metric_name>_imports.py` | {
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https://api.github.com/repos/huggingface/datasets/issues/29 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/29/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/29/comments | https://api.github.com/repos/huggingface/datasets/issues/29/events | https://github.com/huggingface/datasets/pull/29 | 610,243,997 | MDExOlB1bGxSZXF1ZXN0NDExNzIwODMx | 29 | Hf_api small changes | {
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| 2020-04-30T17:06:43Z | 2020-04-30T19:51:45Z | 2020-04-30T19:51:44 | MEMBER | {
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```python
from nlp import hf_api
api = hf_api.HfApi()
api.dataset_list()
```
works :-) | {
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https://api.github.com/repos/huggingface/datasets/issues/28 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/28/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/28/comments | https://api.github.com/repos/huggingface/datasets/issues/28/events | https://github.com/huggingface/datasets/pull/28 | 610,241,907 | MDExOlB1bGxSZXF1ZXN0NDExNzE5MTQy | 28 | [Circle ci] Adds circle ci config | {
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| 2020-04-30T17:03:35Z | 2020-04-30T19:51:09Z | 2020-04-30T19:51:08 | CONTRIBUTOR | {
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} | null | @thomwolf can you take a look and set up circle ci on:
https://app.circleci.com/projects/project-dashboard/github/huggingface
I think for `nlp` only admins can set it up, which I guess is you :-) | {
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https://api.github.com/repos/huggingface/datasets/issues/27 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/27/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/27/comments | https://api.github.com/repos/huggingface/datasets/issues/27/events | https://github.com/huggingface/datasets/pull/27 | 610,230,476 | MDExOlB1bGxSZXF1ZXN0NDExNzA5OTc0 | 27 | [Cleanup] Removes all files in testing except test_dataset_common | {
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| 2020-04-30T16:45:21Z | 2020-04-30T17:39:25Z | 2020-04-30T17:39:23 | CONTRIBUTOR | {
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https://api.github.com/repos/huggingface/datasets/issues/26 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/26/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/26/comments | https://api.github.com/repos/huggingface/datasets/issues/26/events | https://github.com/huggingface/datasets/pull/26 | 610,226,047 | MDExOlB1bGxSZXF1ZXN0NDExNzA2NjA2 | 26 | [Tests] Clean tests | {
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| 2020-04-30T16:38:29Z | 2020-04-30T20:12:04Z | 2020-04-30T20:12:03 | CONTRIBUTOR | {
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} | null | the abseil testing library (https://abseil.io/docs/python/quickstart.html) is better than the one I had before, so I decided to switch to that and changed the `setup.py` config file.
Abseil has more support and a cleaner API for parametrized testing I think.
I added a list of all dataset scripts that are currently on AWS, but will replace that once the
API is integrated into this lib.
One can now easily test for just a single function for a single dataset with:
`tests/test_dataset_common.py::DatasetTest::test_load_dataset_wikipedia`
NOTE: This PR is rebased on PR #29 so should be merged after. | {
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https://api.github.com/repos/huggingface/datasets/issues/25 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/25/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/25/comments | https://api.github.com/repos/huggingface/datasets/issues/25/events | https://github.com/huggingface/datasets/pull/25 | 609,708,863 | MDExOlB1bGxSZXF1ZXN0NDExMjQ4Nzg2 | 25 | Add script csv datasets | {
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| 2020-04-30T08:28:08Z | 2022-10-04T09:32:13Z | 2020-05-07T21:14:49 | CONTRIBUTOR | {
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} | null | This is a PR allowing to create datasets from local CSV files. A usage might be:
```python
import nlp
ds = nlp.load(
path="csv",
name="bbc",
dataset_files={
nlp.Split.TRAIN: ["datasets/dummy_data/csv/train.csv"],
nlp.Split.TEST: [""datasets/dummy_data/csv/test.csv""]
},
csv_kwargs={
"skip_rows": 0,
"delimiter": ",",
"quote_char": "\"",
"header_as_column_names": True
}
)
```
```
Downloading and preparing dataset bbc/1.0.0 (download: Unknown size, generated: Unknown size, total: Unknown size) to /home/jplu/.cache/huggingface/datasets/bbc/1.0.0...
Dataset bbc downloaded and prepared to /home/jplu/.cache/huggingface/datasets/bbc/1.0.0. Subsequent calls will reuse this data.
{'test': Dataset(schema: {'category': 'string', 'text': 'string'}, num_rows: 49), 'train': Dataset(schema: {'category': 'string', 'text': 'string'}, num_rows: 99), 'validation': Dataset(schema: {'category': 'string', 'text': 'string'}, num_rows: 0)}
```
How it is read:
- `path`: the `csv` word means "I want to create a CSV dataset"
- `name`: the name of this dataset is `bbc`
- `dataset_files`: this is a dictionary where each key is the list of files corresponding to the key split.
- `csv_kwargs`: this is the keywords arguments to "explain" how to read the CSV files
* `skip_rows`: number of rows have to be skipped, starting from the beginning of the file
* `delimiter`: which delimiter is used to separate the columns
* `quote_char`: which quote char is used to represent a column where the delimiter appears in one of them
* `header_as_column_names`: will use the first row (header) of the file as name for the features. Otherwise the names will be automatically generated as `f1`, `f2`, etc... Will be applied after the `skip_rows` parameter.
**TODO**: for now the `csv.py` is copied each time we create a new dataset as `ds_name.py`, this behavior will be modified to have only the `csv.py` script copied only once and not for all the CSV datasets. | {
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https://api.github.com/repos/huggingface/datasets/issues/24 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/24/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/24/comments | https://api.github.com/repos/huggingface/datasets/issues/24/events | https://github.com/huggingface/datasets/pull/24 | 609,064,987 | MDExOlB1bGxSZXF1ZXN0NDEwNzE5MTU0 | 24 | Add checksums | {
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| 2020-04-29T13:37:29Z | 2020-04-30T19:52:50Z | 2020-04-30T19:52:49 | MEMBER | {
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} | null | ### Checksums files
They are stored next to the dataset script in urls_checksums/checksums.txt.
They are used to check the integrity of the datasets downloaded files.
I kept the same format as tensorflow-datasets.
There is one checksums file for all configs.
### Load a dataset
When you do `load("squad")`, it will also download the checksums file and put it next to the script in nlp/datasets/hash/urls_checksums/checksums.txt.
It also verifies that the downloaded files checksums match the expected ones.
You can ignore checksum tests with `load("squad", ignore_checksums=True)` (under the hood it just adds `ignore_checksums=True` in the `DownloadConfig`)
### Test a dataset
There is a new command `nlp-cli test squad` that runs `download_and_prepare` to see if it runs ok, and that verifies that all the checksums match. Allowed arguments are `--name`, `--all_configs`, `--ignore_checksums` and `--register_checksums`.
### Register checksums
1. If the dataset has external dataset files
The command `nlp-cli test squad --register_checksums --all_configs` runs `download_and_prepare` on all configs to see if it runs ok, and it creates the checksums file.
You can also register one config at a time using `--name` instead ; the checksums file will be completed and not overwritten.
If the script is a local script, the checksum file is moved to urls_checksums/checksums.txt next to the local script, to enable the user to upload both the script and the checksums file afterwards with `nlp-cli upload squad`.
2. If the dataset files are all inside the directory of the dataset script
The user can directly do `nlp-cli upload squad --register_checksums`, as there is no need to download anything.
In this case however, all the dataset must be uploaded at once.
--
PS : it doesn't allow to register checksums for canonical datasets, the file has to be added manually on S3 for now (I guess ?)
Also I feel like we must be sure that this processes would not constrain too much any user from uploading its dataset.
Let me know what you think :) | {
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https://api.github.com/repos/huggingface/datasets/issues/23 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/23/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/23/comments | https://api.github.com/repos/huggingface/datasets/issues/23/events | https://github.com/huggingface/datasets/pull/23 | 608,508,706 | MDExOlB1bGxSZXF1ZXN0NDEwMjczOTU2 | 23 | Add metrics | {
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| 2020-04-28T18:02:05Z | 2022-10-04T09:31:56Z | 2020-05-11T08:19:38 | CONTRIBUTOR | {
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} | null | This PR is a draft for adding metrics (sacrebleu and seqeval are added)
use case examples:
`import nlp`
**sacrebleu:**
```
refs = [['The dog bit the man.', 'It was not unexpected.', 'The man bit him first.'],
['The dog had bit the man.', 'No one was surprised.', 'The man had bitten the dog.']]
sys = ['The dog bit the man.', "It wasn't surprising.", 'The man had just bitten him.']
sacrebleu = nlp.load_metrics('sacrebleu')
print(sacrebleu.score)
```
**seqeval:**
```
y_true = [['O', 'O', 'O', 'B-MISC', 'I-MISC', 'I-MISC', 'O'], ['B-PER', 'I-PER', 'O']]
y_pred = [['O', 'O', 'B-MISC', 'I-MISC', 'I-MISC', 'I-MISC', 'O'], ['B-PER', 'I-PER', 'O']]
seqeval = nlp.load_metrics('seqeval')
print(seqeval.accuracy_score(y_true, y_pred)
print(seqeval.f1_score(y_true, y_pred)
```
_examples are taken from the corresponding web page_
your comments and suggestions are more than welcomed
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https://api.github.com/repos/huggingface/datasets/issues/22 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/22/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/22/comments | https://api.github.com/repos/huggingface/datasets/issues/22/events | https://github.com/huggingface/datasets/pull/22 | 608,298,586 | MDExOlB1bGxSZXF1ZXN0NDEwMTAyMjU3 | 22 | adding bleu score code | {
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| 2020-04-28T13:00:50Z | 2020-04-28T17:48:20Z | 2020-04-28T17:48:08 | CONTRIBUTOR | {
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} | null | this PR add the BLEU score metric to the lib. It can be tested by running the following code.
` from nlp.metrics import bleu
hyp1 = "It is a guide to action which ensures that the military always obeys the commands of the party"
ref1a = "It is a guide to action that ensures that the military forces always being under the commands of the party "
ref1b = "It is the guiding principle which guarantees the military force always being under the command of the Party"
ref1c = "It is the practical guide for the army always to heed the directions of the party"
list_of_references = [[ref1a, ref1b, ref1c]]
hypotheses = [hyp1]
bleu = bleu.bleu_score(list_of_references, hypotheses,4, smooth=True)
print(bleu) ` | {
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https://api.github.com/repos/huggingface/datasets/issues/21 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/21/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/21/comments | https://api.github.com/repos/huggingface/datasets/issues/21/events | https://github.com/huggingface/datasets/pull/21 | 607,914,185 | MDExOlB1bGxSZXF1ZXN0NDA5Nzk2MTM4 | 21 | Cleanup Features - Updating convert command - Fix Download manager | {
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| 2020-04-27T23:16:55Z | 2020-05-01T09:29:47Z | 2020-05-01T09:29:46 | MEMBER | {
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} | null | This PR makes a number of changes:
# Updating `Features`
Features are a complex mechanism provided in `tfds` to be able to modify a dataset on-the-fly when serializing to disk and when loading from disk.
We don't really need this because (1) it hides too much from the user and (2) our datatype can be directly mapped to Arrow tables on drive so we usually don't need to change the format before/after serialization.
This PR extracts and refactors these features in a single `features.py` files. It still keep a number of features classes for easy compatibility with tfds, namely the `Sequence`, `Tensor`, `ClassLabel` and `Translation` features.
Some more complex features involving a pre-processing on-the-fly during serialization are kept:
- `ClassLabel` which are able to convert from label strings to integers,
- `Translation`which does some check on the languages.
# Updating the `convert` command
We do a few updates here
- following the simplification of the `features` (cf above), conversion are updated
- we also makes it simpler to convert a single file
- some code need to be fixed manually after conversion (e.g. to remove some encoding processing in former tfds `Text` features. We highlight this code with a "git merge conflict" style syntax for easy manual fixing.
# Fix download manager iterator
You kept me up quite late on Tuesday night with this `os.scandir` change @lhoestq ;-)
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https://api.github.com/repos/huggingface/datasets/issues/20 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/20/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/20/comments | https://api.github.com/repos/huggingface/datasets/issues/20/events | https://github.com/huggingface/datasets/pull/20 | 607,313,557 | MDExOlB1bGxSZXF1ZXN0NDA5MzEyMDI1 | 20 | remove boto3 and promise dependencies | {
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| 2020-04-27T07:39:45Z | 2020-04-27T16:04:17Z | 2020-04-27T14:15:45 | MEMBER | {
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I also removed `boto3` as in [this pr](https://github.com/huggingface/transformers/pull/3968) | {
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https://api.github.com/repos/huggingface/datasets/issues/19 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/19/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/19/comments | https://api.github.com/repos/huggingface/datasets/issues/19/events | https://github.com/huggingface/datasets/pull/19 | 606,400,645 | MDExOlB1bGxSZXF1ZXN0NDA4NjIwMjUw | 19 | Replace tf.constant for TF | {
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| 2020-04-24T15:32:06Z | 2020-04-29T09:27:08Z | 2020-04-25T21:18:45 | CONTRIBUTOR | {
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} | null | Replace simple tf.constant type of Tensor to tf.ragged.constant which allows to have examples of different size in a tf.data.Dataset.
Now the training works with TF. Here the same example than for the PT in collab:
```python
import tensorflow as tf
import nlp
from transformers import BertTokenizerFast, TFBertForQuestionAnswering
# Load our training dataset and tokenizer
train_dataset = nlp.load('squad', split="train[:1%]")
tokenizer = BertTokenizerFast.from_pretrained('bert-base-cased')
def get_correct_alignement(context, answer):
start_idx = answer['answer_start'][0]
text = answer['text'][0]
end_idx = start_idx + len(text)
if context[start_idx:end_idx] == text:
return start_idx, end_idx # When the gold label position is good
elif context[start_idx-1:end_idx-1] == text:
return start_idx-1, end_idx-1 # When the gold label is off by one character
elif context[start_idx-2:end_idx-2] == text:
return start_idx-2, end_idx-2 # When the gold label is off by two character
else:
raise ValueError()
# Tokenize our training dataset
def convert_to_features(example_batch):
# Tokenize contexts and questions (as pairs of inputs)
input_pairs = list(zip(example_batch['context'], example_batch['question']))
encodings = tokenizer.batch_encode_plus(input_pairs, pad_to_max_length=True)
# Compute start and end tokens for labels using Transformers's fast tokenizers alignement methods.
start_positions, end_positions = [], []
for i, (context, answer) in enumerate(zip(example_batch['context'], example_batch['answers'])):
start_idx, end_idx = get_correct_alignement(context, answer)
start_positions.append([encodings.char_to_token(i, start_idx)])
end_positions.append([encodings.char_to_token(i, end_idx-1)])
if start_positions and end_positions:
encodings.update({'start_positions': start_positions,
'end_positions': end_positions})
return encodings
train_dataset = train_dataset.map(convert_to_features, batched=True)
columns = ['input_ids', 'token_type_ids', 'attention_mask', 'start_positions', 'end_positions']
train_dataset.set_format(type='tensorflow', columns=columns)
features = {x: train_dataset[x] for x in columns[:3]}
labels = {"output_1": train_dataset["start_positions"]}
labels["output_2"] = train_dataset["end_positions"]
tfdataset = tf.data.Dataset.from_tensor_slices((features, labels)).batch(8)
model = TFBertForQuestionAnswering.from_pretrained("bert-base-cased")
loss_fn = tf.keras.losses.SparseCategoricalCrossentropy(reduction=tf.keras.losses.Reduction.NONE, from_logits=True)
opt = tf.keras.optimizers.Adam(learning_rate=3e-5)
model.compile(optimizer=opt,
loss={'output_1': loss_fn, 'output_2': loss_fn},
loss_weights={'output_1': 1., 'output_2': 1.},
metrics=['accuracy'])
model.fit(tfdataset, epochs=1, steps_per_epoch=3)
``` | {
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https://api.github.com/repos/huggingface/datasets/issues/18 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/18/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/18/comments | https://api.github.com/repos/huggingface/datasets/issues/18/events | https://github.com/huggingface/datasets/pull/18 | 606,109,196 | MDExOlB1bGxSZXF1ZXN0NDA4Mzg0MTc3 | 18 | Updating caching mechanism - Allow dependency in dataset processing scripts - Fix style and quality in the repo | {
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| 2020-04-24T07:39:48Z | 2020-04-29T15:27:28Z | 2020-04-28T16:06:28 | MEMBER | {
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# Style & quality:
You can now install the style and quality tools with `pip install -e .[quality]`. This will install black, the compatible version of sort and flake8.
You can then clean the style and check the quality before merging your PR with:
```bash
make style
make quality
```
# Allow dependencies in dataset processing scripts
We can now allow (some level) of imports in dataset processing scripts (in addition to PyPi imports).
Namely, you can do the two following things:
Import from a relative path to a file in the same folder as the dataset processing script:
```python
import .c4_utils
```
Or import from a relative path to a file in a folder/archive/github repo to which you provide an URL after the import state with `# From: [URL]`:
```python
import .clicr.dataset_code.build_json_dataset # From: https://github.com/clips/clicr
```
In both these cases, after downloading the main dataset processing script, we will identify the location of these dependencies, download them and copy them in the dataset processing script folder.
Note that only direct import in the dataset processing script will be handled.
We don't recursively explore the additional import to download further files.
Also, when we download from an additional directory (in the second case above), we recursively add `__init__.py` to all the sub-folder so you can import from them.
This part is still tested for now. If you've seen datasets which required external utilities, tell me and I can test it.
# Update the cache to have a better local structure
The local structure in the `src/datasets` folder is now: `src/datasets/DATASET_NAME/DATASET_HASH/*`
The hash is computed from the full code of the dataset processing script as well as all the local and downloaded dependencies as mentioned above. This way if you change some code in a utility related to your dataset, a new hash should be computed. | {
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https://api.github.com/repos/huggingface/datasets/issues/17 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/17/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/17/comments | https://api.github.com/repos/huggingface/datasets/issues/17/events | https://github.com/huggingface/datasets/pull/17 | 605,753,027 | MDExOlB1bGxSZXF1ZXN0NDA4MDk3NjM0 | 17 | Add Pandas as format type | {
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| 2020-04-23T18:20:14Z | 2020-04-27T18:07:50Z | 2020-04-27T18:07:48 | CONTRIBUTOR | {
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https://api.github.com/repos/huggingface/datasets/issues/16 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/16/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/16/comments | https://api.github.com/repos/huggingface/datasets/issues/16/events | https://github.com/huggingface/datasets/pull/16 | 605,661,462 | MDExOlB1bGxSZXF1ZXN0NDA4MDIyMTUz | 16 | create our own DownloadManager | {
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| 2020-04-23T16:08:07Z | 2021-05-05T18:25:24Z | 2020-04-25T21:25:10 | MEMBER | {
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} | null | I tried to create our own - and way simpler - download manager, by replacing all the complicated stuff with our own `cached_path` solution.
With this implementation, I tried `dataset = nlp.load('squad')` and it seems to work fine.
For the implementation, what I did exactly:
- I copied the old download manager
- I removed all the dependences to the old `download` files
- I replaced all the download + extract calls by calls to `cached_path`
- I removed unused parameters (extract_dir, compute_stats) (maybe compute_stats could be re-added later if we want to compute stats...)
- I left some functions unimplemented for now. We will probably have to implement them because they are used by some datasets scripts (download_kaggle_data, iter_archive) or because we may need them at some point (download_checksums, _record_sizes_checksums)
Let me know if you think that this is going the right direction or if you have remarks.
Note: I didn't write any test yet as I wanted to read your remarks first | {
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https://api.github.com/repos/huggingface/datasets/issues/15 | https://api.github.com/repos/huggingface/datasets | https://api.github.com/repos/huggingface/datasets/issues/15/labels{/name} | https://api.github.com/repos/huggingface/datasets/issues/15/comments | https://api.github.com/repos/huggingface/datasets/issues/15/events | https://github.com/huggingface/datasets/pull/15 | 604,906,708 | MDExOlB1bGxSZXF1ZXN0NDA3NDEwOTk3 | 15 | [Tests] General Test Design for all dataset scripts | {
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| 2020-04-22T16:46:01Z | 2022-10-04T09:31:54Z | 2020-04-27T14:48:02 | CONTRIBUTOR | {
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} | null | The general idea is similar to how testing is done in `transformers`. There is one general `test_dataset_common.py` file which has a `DatasetTesterMixin` class. This class implements all of the logic that can be used in a generic way for all dataset classes. The idea is to keep each individual dataset test file as minimal as possible.
In order to test whether the specific data set class can download the data and generate the examples **without** downloading the actual data all the time, a MockDataLoaderManager class is used which receives a `mock_folder_structure_fn` function from each individual dataset test file that create "fake" data and which returns the same folder structure that would have been created when using the real data downloader. | {
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