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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__}'")
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