def import_vdn_detector_url(server, url, user, cached_response):
response = None
try:
r = requests.get(url)
response = r.json()
except:
pass
if not response:
response = cached_response
detector = DeepModel()
detector.model_type = DeepModel.DETECTOR
detector.name = response['name']
detector.detector_type = response.get('detector_type', DeepModel.YOLO)
detector.save()
if response.get('download_url', False):
p = processing.DVAPQLProcess()
query = {
'process_type':
DVAPQL.PROCESS,
'tasks': [{
'arguments': {
'detector_pk': detector.pk,
'download_url': response['download_url']
},
'operation': 'perform_detector_import',
}]
}
p.create_from_json(j=query, user=user)
p.launch()
elif response.get('aws_key', False) and response.get('aws_bucket', False):
raise NotImplementedError
else:
raise NotImplementedError
def temp_import_detector(path="/Users/aub3/tempd"):
"""
Test importing detectors
"""
setup_django()
import json
from django.conf import settings
from dvaapp.models import DeepModel
d = DeepModel()
with open("{}/input.json".format(path)) as infile:
data = json.load(infile)
d.name = "test detector"
d.class_names = json.dumps(data['class_names'])
d.phase_1_log = file("{}/phase_1.log".format(path)).read
d.phase_2_log = file("{}/phase_2.log".format(path)).read
d.frames_count = 500
d.boxes_count = 500
d.detector_type = d.YOLO
d.model_type = DeepModel.DETECTOR
d.class_distribution = json.dumps(data['class_names'])
d.save()
d.create_directory()
shutil.copy(
"{}/phase_2_best.h5".format(path),
"{}/detectors/{}/phase_2_best.h5".format(settings.MEDIA_ROOT, d.pk))