Add Dummy data test
Important In order to pass the load_dataset_<dataset_name> test, dummy data is required for all possible config names.
First we distinguish between datasets scripts that
- A) have no config class and
- B) have a config class
For A) the dummy data folder structure, will always look as follows:
dummy/<version>/dummy_data.zip, e.g.cosmos_qa/dummy/0.1.0/dummy_data.zip. For B) the dummy data folder structure, will always look as follows:dummy/<config_name>/<version>/dummy_data.zip, e.g.squad/dummy/plain-text/1.0.0/dummy_data.zip.
Now the difficult part is to create the correct dummy_data.zip file.
Important When checking the dummy folder structure of already added datasets, always unzip dummy_data.zip. If a folder dummy_data is found next to dummy_data.zip, it is probably an old version and should be deleted. The tests only take the dummy_data.zip file into account.
Here we have to pay close attention to the _split_generators(self, dl_manager) function of the dataset script in question.
There are three general possibilties:
- The
dl_manager.download_and_extract()is given a single path variable of typestras its argument. In this case the filedummy_data.zipshould unzip to the following structure:os.path.join("dummy_data", <additional-paths-as-defined-in-split-generations>)e.g. forsentiment140, the unzippeddummy_data.ziphas the following dir structuredummy_data/testdata.manual.2009.06.14.csvanddummy_data/training.1600000.processed.noemoticon.csv.
Note if there are no <additional-paths-as-defined-in-split-generations>, then dummy_data should be the name of the single file. An example for this is the crime-and-punishment dataset script.
- The
dl_manager.download_and_extract()is given a dictionary of paths of typestras its argument. In this case the filedummy_data.zipshould unzip to the following structure:os.path.join("dummy_data", <value_of_dict>.split('/')[-1], <additional-paths-as-defined-in-split-generations>)e.g. forsquad, the unzippeddummy_data.ziphas the following dir structuredummy_data/dev-v1.1.json, etc...
Note if <value_of_dict> is a zipped file then the dummy data folder structure should contain the exact name of the zipped file and the following extracted folder structure. The file dummy_data.zip should never itself contain a zipped file since the dummy data is not unzipped by the MockDownloadManager during testing. E.g. check the dummy folder structure of hansards where the folders have to be named *.tar or the structure of wiki_split where the folders have to be named *.zip.
- The
dl_manager.download_and_extract()is given a dictionary of lists of paths of typestras its argument. This is a very special case and has been seen only for the datasetensli. In this case the values are simply flattened and the dummy folder structure is the same as in 2).