model-service/model_service/views/cnn_view.py

#!/usr/bin/env python3
from flask import request, jsonify, current_app, abort, Response
from flask_classful import FlaskView, route
from model import db, Default, AIModel, AIModelType
from minio.error import NoSuchKey
from schemas import AIModelSchema, DefaultSchema, InfoSchema
from marshmallow.exceptions import ValidationError
from utils import json_required, storage, ensure_buckets


class CNNView(FlaskView):
    aimodel_schema = AIModelSchema(many=False)
    aimodels_schema = AIModelSchema(many=True, exclude=['timestamp', 'details'])
    default_schema = DefaultSchema(many=False)
    info_schema = InfoSchema(many=False)

    def index(self):
        models = AIModel.query.filter_by(type=AIModelType.CNN).all()
        return jsonify(self.aimodels_schema.dump(models)), 200

    def post(self):

        # get important data from the request
        try:
            info = self.info_schema.loads(request.form.get('info'))
        except ValidationError as e:
            abort(400, str(e))

        # check for conflict
        m = AIModel.query.filter_by(id=info['id']).first()
        if m:
            abort(409)

        # get and validate file
        model_file = request.files['modelFile']

        if model_file.content_length <= 0:
            abort(411, f"Content length for modelFile is not a positive integer or missing.")

        weights_file = request.files['weightsFile']

        if weights_file.content_length <= 0:
            abort(411, f"Content length for weightsFile is not a positive integer or missing.")

        # create bucket if necessary
        ensure_buckets()

        # Put files into MinIO
        storage.connection.put_object(current_app.config['MINIO_CNN_BUCKET_NAME'], "model/" + str(m.id), model_file,
                                      model_file.content_length, content_type=model_file.content_type)

        storage.connection.put_object(current_app.config['MINIO_CNN_BUCKET_NAME'], "weights/" + str(m.id), weights_file,
                                      weights_file.content_length, content_type=weights_file.content_type)

        m = AIModel(id=info['id'], type=AIModelType.CNN)

        db.session.add(m)
        db.session.commit()

        return jsonify(self.aimodel_schema.dump(m)), 200

    def get(self, _id: str):

        if _id == "$default":
            # TODO: Kitalálni, hogy inkább a latestestest-el térjen-e vissza
            default = Default.query.filter_by(type=AIModelType.CNN).first_or_404()
            m = default.aimodel
        else:
            m = AIModel.query.filter_by(type=AIModelType.CNN, id=_id).first_or_404()

        if "weights" in request.args:
            path = "weights/" + str(m.id)
        else:
            path = "model/" + str(m.id)

        try:
            data = storage.connection.get_object(current_app.config['MINIO_CNN_BUCKET_NAME'], path)
        except NoSuchKey:
            abort(500, "The ID is stored in the database but not int the Object Store")

        return Response(data.stream(), mimetype=data.headers['Content-type'])

    @route('<_id>/details')
    def get_details(self, _id: str):

        if _id == "$default":
            # TODO: Kitalálni, hogy inkább a latestestest-el térjen-e vissza
            default = Default.query.filter_by(type=AIModelType.CNN).first_or_404()
            m = default.aimodel
        else:
            m = AIModel.query.filter_by(type=AIModelType.CNN, id=_id).first_or_404()

        return jsonify(self.aimodel_schema.dump(m))

    def delete(self, _id: str):

        if _id == "$default":
            # TODO: Kitalálni, hogy inkább a latestestest-el térjen-e vissza
            default = Default.query.filter_by(type=AIModelType.CNN).first_or_404()
            m = default.aimodel
        else:
            m = AIModel.query.filter_by(type=AIModelType.CNN, id=_id).first_or_404()

        storage.connection.remove_object(current_app.config['MINIO_CNN_BUCKET_NAME'], "weights/" + str(m.id))
        storage.connection.remove_object(current_app.config['MINIO_CNN_BUCKET_NAME'], "model/" + str(m.id))

        db.session.delete(m)
        db.session.commit()

        return '', 204

    @json_required
    @route('$default', methods=['PUT'])
    def put_default(self):

        try:
            req = self.default_schema.load(request.json)
        except ValidationError as e:
            abort(400, str(e))

        m = AIModel.query.filter_by(type=AIModelType.CNN, id=req['id']).first_or_404()

        Default.query.filter_by(type=AIModelType.CNN).delete()
        new_default = Default(type=AIModelType.CNN, aimodel=m)
        db.session.add(new_default)
        db.session.commit()

        return '', 204