obsei_module/example/app_store_scrapper_example.py

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__}'")