| # Copyright 2018 The Chromium Authors. All rights reserved. |
| # Use of this source code is govered by a BSD-style |
| # license that can be found in the LICENSE file or at |
| # https://developers.google.com/open-source/licenses/bsd |
| """ Tasks and handlers for maintaining the spam classifier model. These |
| should be run via cron and task queue rather than manually. |
| """ |
| |
| import cgi |
| import csv |
| import logging |
| import time |
| import webapp2 |
| import cloudstorage |
| import json |
| from features.generate_dataset import build_component_dataset |
| |
| import datetime |
| |
| from framework import servlet |
| from framework import urls |
| from google.appengine.api import taskqueue |
| from google.appengine.api import app_identity |
| from framework import gcs_helpers |
| |
| |
| class ComponentTrainingDataExport(webapp2.RequestHandler): |
| """Trigger a training data export task""" |
| def get(self): |
| logging.info('Training data export requested.') |
| taskqueue.add(url=urls.COMPONENT_DATA_EXPORT_TASK, |
| method='GET', |
| queue_name='componentexport') |
| logging.info('Added to task queue') |
| |
| |
| class ComponentTrainingDataExportTask(servlet.Servlet): |
| """Export training data for issues and their assigned components, to be used |
| to train a model later. |
| """ |
| def get(self): |
| logging.info('Training data export initiated.') |
| bucket_name = app_identity.get_default_gcs_bucket_name() |
| logging.info('Bucket name: %s', bucket_name) |
| date_str = datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S') |
| |
| logging.info('Opening cloud storage') |
| gcs_file = cloudstorage.open('/' + bucket_name |
| + '/component_training_data/' |
| + date_str + '.csv', |
| content_type='text/csv', mode='w') |
| |
| logging.info('GCS file opened') |
| |
| gcs_file = build_component_dataset(self.services.issue, gcs_file) |
| |
| gcs_file.close() |