PyCS/pycs/frontend/endpoints/pipelines/PredictFile.py

from flask import abort
from flask import make_response
from flask import request
from flask.views import View

from pycs.database.File import File
from pycs.frontend.endpoints.pipelines.PredictModel import PredictModel as Predict
from pycs.frontend.notifications.NotificationList import NotificationList
from pycs.frontend.notifications.NotificationManager import NotificationManager
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, nm: NotificationManager, jobs: JobRunner, pipelines: PipelineCache):
        # pylint: disable=invalid-name
        self.nm = nm
        self.jobs = jobs
        self.pipelines = pipelines

    def dispatch_request(self, file_id):
        # find file
        file = File.get_or_404(file_id)

        # extract request data
        data = request.get_json(force=True)

        if not data.get('predict', False):
            abort(400, "predict flag is missing")

        # get project and model
        project = file.project

        # create job
        try:
            notifications = NotificationList(self.nm)

            self.jobs.run(project,
                          'Model Interaction',
                          f'{project.name} (create predictions)',
                          f'{project.id}/model-interaction',
                          Predict.load_and_predict,
                          self.pipelines, notifications,
                          project.id, [file.id],
                          progress=Predict.progress)

        except JobGroupBusyException:
            abort(400, "File prediction is already running")

        return make_response()