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@@ -5,21 +5,16 @@ from model import db, Default, AIModel, AIModelType
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from minio.error import NoSuchKey
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from schemas import AIModelSchema, DefaultSchema, InfoSchema
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from marshmallow.exceptions import ValidationError
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from utils import json_required, storage, ensure_buckets
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from utils import multipart_required, storage, ensure_buckets
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class CNNView(FlaskView):
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route_base = 'cnn'
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aimodel_schema = AIModelSchema(many=False)
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aimodels_schema = AIModelSchema(many=True, exclude=['timestamp', 'details'])
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default_schema = DefaultSchema(many=False)
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info_schema = InfoSchema(many=False)
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def index(self):
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models = AIModel.query.filter_by(type=AIModelType.CNN).all()
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return jsonify(self.aimodels_schema.dump(models)), 200
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@multipart_required
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def post(self):
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# get important data from the request
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@@ -48,7 +43,7 @@ class CNNView(FlaskView):
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ensure_buckets()
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# Create the entry in the db
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m = AIModel(id=info['id'], type=AIModelType.CNN, target_class_name=info['target_class_name'])
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m = AIModel(id=info['id'], type=AIModelType.cnn, target_class_name=info['target_class_name'])
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# Put files into MinIO
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storage.connection.put_object(current_app.config['MINIO_CNN_BUCKET_NAME'], "model/" + str(m.id), model_file,
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@@ -62,14 +57,30 @@ class CNNView(FlaskView):
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return jsonify(self.aimodel_schema.dump(m)), 200
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def get(self, _id: str):
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def delete(self, _id: str):
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if _id == "$default":
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# TODO: Kitalálni, hogy inkább a latestestest-el térjen-e vissza
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default = Default.query.filter_by(type=AIModelType.CNN).first_or_404()
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default = Default.query.filter_by(type=AIModelType.cnn).first_or_404()
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m = default.aimodel
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else:
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m = AIModel.query.filter_by(type=AIModelType.CNN, id=_id).first_or_404()
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m = AIModel.query.filter_by(type=AIModelType.cnn, id=_id).first_or_404()
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storage.connection.remove_object(current_app.config['MINIO_CNN_BUCKET_NAME'], "weights/" + str(m.id))
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storage.connection.remove_object(current_app.config['MINIO_CNN_BUCKET_NAME'], "model/" + str(m.id))
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db.session.delete(m)
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db.session.commit()
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return '', 204
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@route('<_id>/file')
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def get_file(self, _id: str):
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if _id == "$default":
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default = Default.query.filter_by(type=AIModelType.cnn).first_or_404()
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m = default.aimodel
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else:
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m = AIModel.query.filter_by(type=AIModelType.cnn, id=_id).first_or_404()
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if "weights" in request.args:
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path = "weights/" + str(m.id)
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@@ -82,50 +93,3 @@ class CNNView(FlaskView):
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abort(500, "The ID is stored in the database but not int the Object Store")
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return Response(data.stream(), mimetype=data.headers['Content-type'])
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@route('<_id>/details')
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def get_details(self, _id: str):
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if _id == "$default":
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# TODO: Kitalálni, hogy inkább a latestestest-el térjen-e vissza
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default = Default.query.filter_by(type=AIModelType.CNN).first_or_404()
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m = default.aimodel
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else:
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m = AIModel.query.filter_by(type=AIModelType.CNN, id=_id).first_or_404()
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return jsonify(self.aimodel_schema.dump(m))
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def delete(self, _id: str):
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if _id == "$default":
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# TODO: Kitalálni, hogy inkább a latestestest-el térjen-e vissza
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default = Default.query.filter_by(type=AIModelType.CNN).first_or_404()
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m = default.aimodel
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else:
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m = AIModel.query.filter_by(type=AIModelType.CNN, id=_id).first_or_404()
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storage.connection.remove_object(current_app.config['MINIO_CNN_BUCKET_NAME'], "weights/" + str(m.id))
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storage.connection.remove_object(current_app.config['MINIO_CNN_BUCKET_NAME'], "model/" + str(m.id))
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db.session.delete(m)
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db.session.commit()
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return '', 204
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@json_required
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@route('$default', methods=['PUT'])
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def put_default(self):
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try:
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req = self.default_schema.load(request.json)
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except ValidationError as e:
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abort(400, str(e))
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m = AIModel.query.filter_by(type=AIModelType.CNN, id=req['id']).first_or_404()
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Default.query.filter_by(type=AIModelType.CNN).delete()
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new_default = Default(type=AIModelType.CNN, aimodel=m)
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db.session.add(new_default)
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db.session.commit()
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return '', 204
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