import logging import sys from datetime import datetime, timedelta import pytz from obsei.analyzer.classification_analyzer import ClassificationAnalyzerConfig, ZeroShotClassificationAnalyzer from obsei.misc.utils import DATETIME_STRING_PATTERN from obsei.source.appstore_scrapper import ( AppStoreScrapperConfig, AppStoreScrapperSource, ) logger = logging.getLogger(__name__) logging.basicConfig(stream=sys.stdout, level=logging.INFO) since_time = datetime.utcnow().astimezone(pytz.utc) + timedelta(days=-5) source_config = AppStoreScrapperConfig( app_url='https://apps.apple.com/us/app/gmail-email-by-google/id422689480', lookup_period=since_time.strftime(DATETIME_STRING_PATTERN), max_count=10, ) source = AppStoreScrapperSource() text_analyzer = ZeroShotClassificationAnalyzer( model_name_or_path="typeform/mobilebert-uncased-mnli", device="auto" ) source_response_list = source.lookup(source_config) for idx, source_response in enumerate(source_response_list): logger.info(f"source_response#'{idx}'='{source_response.__dict__}'") analyzer_response_list = text_analyzer.analyze_input( source_response_list=source_response_list, analyzer_config=ClassificationAnalyzerConfig( labels=["interface", "slow", "battery"], ), ) for idx, an_response in enumerate(analyzer_response_list): logger.info(f"analyzer_response#'{idx}'='{an_response.__dict__}'")