from flask import make_response, request, abort from flask.views import View from pycs.database.File import File from pycs.frontend.endpoints.pipelines.PredictModel import PredictModel from pycs.frontend.notifications.NotificationList import NotificationList from pycs.jobs.JobGroupBusyException import JobGroupBusyException from pycs.jobs.JobRunner import JobRunner from pycs.util.PipelineCache import PipelineCache class PredictFile(View): """ load a model and create predictions or a given file """ # pylint: disable=arguments-differ methods = ['POST'] def __init__(self, pipelines: PipelineCache): # pylint: disable=invalid-name self.pipelines = pipelines def dispatch_request(self, file_id): # extract request data data = request.get_json(force=True) if 'predict' not in data or data['predict'] is not True: return abort(400) # find file file = File.query.get(file_id) if file is None: return abort(404) # get project and model project = file.project # create job try: notifications = NotificationList() JobRunner.run(project, 'Model Interaction', f'{project.name} (create predictions)', f'{project.name}/model-interaction', PredictModel.load_and_predict, self.pipelines, notifications, project.id, [file], progress=PredictModel.progress) except JobGroupBusyException: return abort(400) return make_response()