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jira_example.py
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jira_example.py
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# Jira Sink
import logging
import os
import sys
from pathlib import Path
from pydantic import SecretStr
from obsei.sink.jira_sink import JiraSink, JiraSinkConfig
from obsei.source.twitter_source import (
TwitterCredentials,
TwitterSource,
TwitterSourceConfig,
)
from obsei.analyzer.classification_analyzer import (
ClassificationAnalyzerConfig,
ZeroShotClassificationAnalyzer,
)
logger = logging.getLogger(__name__)
logging.basicConfig(stream=sys.stdout, level=logging.INFO)
dir_path = Path(__file__).resolve().parent.parent
source_config = TwitterSourceConfig(
keywords=["facing issue"],
lookup_period="1h",
tweet_fields=[
"author_id",
"conversation_id",
"created_at",
"id",
"public_metrics",
"text",
],
user_fields=["id", "name", "public_metrics", "username", "verified"],
expansions=["author_id"],
place_fields=None,
max_tweets=10,
credential=TwitterCredentials(
consumer_key=SecretStr(os.environ["twitter_consumer_key"]),
consumer_secret=SecretStr(os.environ["twitter_consumer_secret"]),
),
)
source = TwitterSource()
# To start jira server locally `atlas-run-standalone --product jira`
jira_sink_config = JiraSinkConfig(
url="http://localhost:2990/jira",
username=SecretStr("admin"),
password=SecretStr("admin"),
issue_type={"name": "Task"},
project={"key": "CUS"},
)
jira_sink = JiraSink()
text_analyzer = ZeroShotClassificationAnalyzer(
model_name_or_path="joeddav/bart-large-mnli-yahoo-answers"
)
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=["service", "delay", "performance"],
),
)
for idx, an_response in enumerate(analyzer_response_list):
logger.info(f"analyzer_response#'{idx}'='{an_response.__dict__}'")
sink_response_list = jira_sink.send_data(analyzer_response_list, jira_sink_config)
for sink_response in sink_response_list:
if sink_response is not None:
logger.info(f"sink_response='{sink_response}'")