def load_column_annotation(self):
clear_output()
display_markdown(COLUMN_ANNOTATION_TEXT, raw=True)
self._column_annotation_widgets = data_annotation_widget_collection(
self.data, self.data_annotation)
display(self._column_annotation_widgets)
next_button = widgets.Button(description='next')
next_button.on_click(lambda _: self.load_metadata_form())
display(next_button)
def load_metadata_form(self):
clear_output()
display_markdown(
"Thanks for bearing with us! All this extra information is going to make sure the dataset is easier for others to find and understand. There's just a few more things we'd like to know:",
raw=True)
self._metadata_widget = metadata_widget(self.data_annotation)
display(self._metadata_widget)
def after_metadata(_):
self._oml_dataset = create_openml_dataset(self.data,
self.data_annotation)
self.load_api_key_check()
next_button = widgets.Button(description='next')
next_button.on_click(after_metadata)
display(next_button)
def load_publish_to_openml(self):
clear_output()
def publish(_):
# The try/except block does not display markdown for whatever reason.
# try:
self._oml_dataset.publish()
display(self._oml_dataset)
publish_button.disabled = True
publish_button.description = 'Published!'
# except Exception as e:
# display_markdown(f"Publish was not successful. Exception: {e}")
publish_button.on_click(publish)
display_markdown(
"That's it! By pressing the magical button below, your data will be uploaded to OpenML!",
raw=True)
display(publish_button)
def load_api_key_check(self):
if openml.config.apikey != '':
self.load_publish_to_openml()
return
# API Key field was empty, so it needs to be configured.
clear_output()
display_markdown(
""" We noticed you have not configured an API key for OpenML yet.
To find your API key, log in on the [OpenML website](https://openml.org) ([register](https://www.openml.org/register) if needed)
, go to your account page (click the avatar image on the top right) and click "API Authentication". """,
raw=True)
def on_key_input_change(key):
if set_openml_apikey(key):
print('success!')
self.load_publish_to_openml()
key_input = widgets.interactive(on_key_input_change, key='')
key_input.kwargs_widgets[0].description = 'API Key:'
display(key_input)
def load_file_upload(self):
clear_output()
display_markdown(
"Please provide the CSV file you want to upload to OpenML:",
raw=True)
display(self._upload_csv)