#!/usr/bin/env python3 import os import logging import tempfile import requests import time from urllib.parse import urljoin from classifier_cache import ClassifierCache class MagicDoer: classifier_cache = ClassifierCache( os.environ.get("MODEL_INFO_URL", "http://model-service/model/cnn/$default") ) @classmethod def run_everything(cls, parameters: dict) -> dict: tag = parameters['tag'] sample_file_handle, sample_file_path = tempfile.mkstemp(prefix=f"{tag}_", suffix=".wav") response = None try: # Download Sample storage_service_url = os.environ.get("STORAGE_SERVICE_URL", "http://storage-service/") object_path = urljoin(storage_service_url, f"object/{tag}") logging.info(f"Downloading sample: {tag} from {object_path}") r = requests.get(object_path) with open(sample_file_handle, 'wb') as f: f.write(r.content) logging.debug(f"Downloaded sample to {sample_file_path}") # Get a classifier that uses the default model model_details, classifier = cls.classifier_cache.get_default_classifier() # do the majic classification_start_time = time.time() predicted_class_name, labeled_predictions = classifier.predict(sample_file_path) classification_duration = time.time() - classification_start_time response = { "tag": tag, "probability": labeled_predictions[model_details['target_class_name']], "all_predictions": labeled_predictions, "class": predicted_class_name, "model": model_details['id'], "classification_duration": classification_duration } finally: try: os.remove(sample_file_path) except FileNotFoundError: pass if not response: logging.error("Something went wrong during classification!") else: logging.info(f"Classification done!") logging.debug(f"Results: {response}") return response