import logging import sys from obsei.analyzer.classification_analyzer import ( ClassificationAnalyzerConfig, ZeroShotClassificationAnalyzer) from obsei.source.youtube_scrapper import (YoutubeScrapperConfig, YoutubeScrapperSource) logger = logging.getLogger(__name__) logging.basicConfig(stream=sys.stdout, level=logging.INFO) source_config = YoutubeScrapperConfig( video_url="https://www.youtube.com/watch?v=uZfns0JIlFk", fetch_replies=True, max_comments=10, lookup_period="1Y", ) source = YoutubeScrapperSource() 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__}'") text_analyzer = ZeroShotClassificationAnalyzer( model_name_or_path="typeform/mobilebert-uncased-mnli", device="auto" ) analyzer_response_list = text_analyzer.analyze_input( source_response_list=source_response_list, analyzer_config=ClassificationAnalyzerConfig( labels=["interesting", "enquiring"], ), ) for idx, an_response in enumerate(analyzer_response_list): logger.info(f"analyzer_response#'{idx}'='{an_response.__dict__}'")