954e811be0
* change(api): follow the new strucutre for caards * change(api): update query to handle location and performance events * change(api): ch query updaets - monitors - sessions with 4xx .. * change(api): ch query updaets - monitors - table of errors * change(api): ch query updates - use created_at * change(api): ch query updates - fix the column name for errorId * change(api): ch query updates - heatmaps * change(api): ch query updates - funnels * change(api): ch query updates - user jounrey / path finder * change(api): ch query updates - user jounrey / path finder * change(api): ch query updates - heatmaps fix * refactor(chalice): changes * refactor(chalice): changes * refactor(chalice): changes --------- Co-authored-by: Taha Yassine Kraiem <tahayk2@gmail.com>
385 lines
20 KiB
Python
385 lines
20 KiB
Python
import logging
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from decouple import config
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import schemas
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from chalicelib.core import events
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from chalicelib.core.metrics.modules import sessions, sessions_mobs
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from chalicelib.utils import sql_helper as sh
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from chalicelib.utils import pg_client, helper, ch_client, exp_ch_helper
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logger = logging.getLogger(__name__)
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def get_by_url(project_id, data: schemas.GetHeatMapPayloadSchema):
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if data.url is None or data.url == "":
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return []
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args = {"startDate": data.startTimestamp, "endDate": data.endTimestamp,
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"project_id": project_id, "url": data.url}
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constraints = [
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"main_events.project_id = toUInt16(%(project_id)s)",
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"main_events.created_at >= toDateTime(%(startDate)s / 1000)",
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"main_events.created_at <= toDateTime(%(endDate)s / 1000)",
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"main_events.`$event_name` = 'CLICK'",
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"isNotNull(JSON_VALUE(CAST(main_events.`$properties` AS String), '$.normalized_x'))"
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]
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if data.operator == schemas.SearchEventOperator.IS:
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constraints.append("JSON_VALUE(CAST(main_events.`$properties` AS String), '$.url_path') = %(url)s")
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else:
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constraints.append("JSON_VALUE(CAST(main_events.`$properties` AS String), '$.url_path') ILIKE %(url)s")
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args["url"] = helper.values_for_operator(data.url, data.operator)
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query_from = f"{exp_ch_helper.get_main_events_table(data.startTimestamp)} AS main_events"
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# TODO: is this used ?
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# has_click_rage_filter = False
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# if len(data.filters) > 0:
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# for i, f in enumerate(data.filters):
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# if f.type == schemas.FilterType.issue and len(f.value) > 0:
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# has_click_rage_filter = True
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# query_from += """INNER JOIN events_common.issues USING (timestamp, session_id)
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# INNER JOIN issues AS mis USING (issue_id)
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# INNER JOIN LATERAL (
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# SELECT COUNT(1) AS real_count
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# FROM events.clicks AS sc
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# INNER JOIN sessions as ss USING (session_id)
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# WHERE ss.project_id = 2
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# AND (sc.url = %(url)s OR sc.path = %(url)s)
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# AND sc.timestamp >= %(startDate)s
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# AND sc.timestamp <= %(endDate)s
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# AND ss.start_ts >= %(startDate)s
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# AND ss.start_ts <= %(endDate)s
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# AND sc.selector = clicks.selector) AS r_clicks ON (TRUE)"""
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# constraints += ["mis.project_id = %(project_id)s",
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# "issues.timestamp >= %(startDate)s",
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# "issues.timestamp <= %(endDate)s"]
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# f_k = f"issue_value{i}"
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# args = {**args, **sh.multi_values(f.value, value_key=f_k)}
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# constraints.append(sh.multi_conditions(f"%({f_k})s = ANY (issue_types)",
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# f.value, value_key=f_k))
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# constraints.append(sh.multi_conditions(f"mis.type = %({f_k})s",
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# f.value, value_key=f_k))
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# TODO: change this once click-rage is fixed
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# if data.click_rage and not has_click_rage_filter:
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# constraints.append("""(issues_t.session_id IS NULL
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# OR (issues_t.datetime >= toDateTime(%(startDate)s/1000)
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# AND issues_t.datetime <= toDateTime(%(endDate)s/1000)
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# AND issues_t.project_id = toUInt16(%(project_id)s)
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# AND issues_t.event_type = 'ISSUE'
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# AND issues_t.project_id = toUInt16(%(project_id)s)
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# AND mis.project_id = toUInt16(%(project_id)s)
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# AND mis.type='click_rage'))""")
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# query_from += """ LEFT JOIN experimental.events AS issues_t ON (main_events.session_id=issues_t.session_id)
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# LEFT JOIN experimental.issues AS mis ON (issues_t.issue_id=mis.issue_id)"""
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with ch_client.ClickHouseClient() as cur:
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query = cur.format(query=f"""SELECT
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JSON_VALUE(CAST(`$properties` AS String), '$.normalized_x') AS normalized_x,
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JSON_VALUE(CAST(`$properties` AS String), '$.normalized_y') AS normalized_y
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FROM {query_from}
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WHERE {" AND ".join(constraints)}
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LIMIT 500;""",
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parameters=args)
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logger.debug("---------")
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logger.debug(query)
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logger.debug("---------")
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try:
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rows = cur.execute(query)
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except Exception as err:
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logger.warning("--------- HEATMAP 2 SEARCH QUERY EXCEPTION CH -----------")
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logger.warning(query)
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logger.warning("--------- PAYLOAD -----------")
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logger.warning(data)
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logger.warning("--------------------")
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raise err
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return helper.list_to_camel_case(rows)
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def get_x_y_by_url_and_session_id(project_id, session_id, data: schemas.GetHeatMapPayloadSchema):
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args = {"project_id": project_id, "session_id": session_id, "url": data.url}
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constraints = [
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"main_events.project_id = toUInt16(%(project_id)s)",
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"main_events.session_id = %(session_id)s",
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"main_events.`$event_name`='CLICK'",
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"isNotNull(JSON_VALUE(CAST(main_events.`$properties` AS String), '$.normalized_x'))"
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]
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if data.operator == schemas.SearchEventOperator.IS:
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constraints.append("JSON_VALUE(CAST(main_events.`$properties` AS String), '$.url_path') = %(url)s")
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else:
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constraints.append("JSON_VALUE(CAST(main_events.`$properties` AS String), '$.url_path') ILIKE %(url)s")
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args["url"] = helper.values_for_operator(data.url, data.operator)
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query_from = f"{exp_ch_helper.get_main_events_table(0)} AS main_events"
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with ch_client.ClickHouseClient() as cur:
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query = cur.format(query=f"""SELECT main_events.normalized_x AS normalized_x,
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main_events.normalized_y AS normalized_y
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FROM {query_from}
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WHERE {" AND ".join(constraints)};""",
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parameters=args)
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logger.debug("---------")
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logger.debug(query)
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logger.debug("---------")
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try:
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rows = cur.execute(query)
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except Exception as err:
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logger.warning("--------- HEATMAP-session_id SEARCH QUERY EXCEPTION CH -----------")
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logger.warning(query)
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logger.warning("--------- PAYLOAD -----------")
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logger.warning(data)
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logger.warning("--------------------")
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raise err
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return helper.list_to_camel_case(rows)
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def get_selectors_by_url_and_session_id(project_id, session_id, data: schemas.GetHeatMapPayloadSchema):
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args = {"project_id": project_id, "session_id": session_id, "url": data.url}
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constraints = ["main_events.project_id = toUInt16(%(project_id)s)",
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"main_events.session_id = %(session_id)s",
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"main_events.`$event_name`='CLICK'"]
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if data.operator == schemas.SearchEventOperator.IS:
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constraints.append("JSON_VALUE(CAST(main_events.`$properties` AS String), '$.url_path') = %(url)s")
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else:
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constraints.append("JSON_VALUE(CAST(main_events.`$properties` AS String), '$.url_path') ILIKE %(url)s")
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args["url"] = helper.values_for_operator(data.url, data.operator)
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query_from = f"{exp_ch_helper.get_main_events_table(0)} AS main_events"
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with ch_client.ClickHouseClient() as cur:
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query = cur.format(query=f"""SELECT main_events.selector AS selector,
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COUNT(1) AS count
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FROM {query_from}
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WHERE {" AND ".join(constraints)}
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GROUP BY 1
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ORDER BY count DESC;""",
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parameters=args)
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logger.debug("---------")
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logger.debug(query)
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logger.debug("---------")
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try:
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rows = cur.execute(query)
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except Exception as err:
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logger.warning("--------- HEATMAP-session_id SEARCH QUERY EXCEPTION CH -----------")
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logger.warning(query)
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logger.warning("--------- PAYLOAD -----------")
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logger.warning(data)
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logger.warning("--------------------")
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raise err
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return helper.list_to_camel_case(rows)
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# use CH
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SESSION_PROJECTION_COLS = """s.project_id,
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s.session_id AS session_id,
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toUnixTimestamp(s.datetime)*1000 AS start_ts,
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s.duration AS duration"""
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def __get_1_url(location_condition: schemas.SessionSearchEventSchema2 | None, session_id: str, project_id: int,
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start_time: int,
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end_time: int) -> str | None:
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full_args = {
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"sessionId": session_id,
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"projectId": project_id,
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"start_time": start_time,
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"end_time": end_time,
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}
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sub_condition = ["session_id = %(sessionId)s", "`$event_name` = 'CLICK'", "project_id = %(projectId)s"]
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if location_condition and len(location_condition.value) > 0:
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f_k = "LOC"
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op = sh.get_sql_operator(location_condition.operator)
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full_args = {**full_args, **sh.multi_values(location_condition.value, value_key=f_k)}
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sub_condition.append(
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sh.multi_conditions(f'path {op} %({f_k})s', location_condition.value, is_not=False,
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value_key=f_k))
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with ch_client.ClickHouseClient() as cur:
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main_query = cur.format(query=f"""WITH paths AS (
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SELECT DISTINCT
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JSON_VALUE(CAST(`$properties` AS String), '$.url_path') AS url_path
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FROM product_analytics.events
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WHERE {" AND ".join(sub_condition)}
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)
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SELECT
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paths.url_path,
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COUNT(*) AS count
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FROM product_analytics.events
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INNER JOIN paths
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ON JSON_VALUE(CAST(product_analytics.events.$properties AS String), '$.url_path') = paths.url_path
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WHERE `$event_name` = 'CLICK'
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AND project_id = %(projectId)s
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AND created_at >= toDateTime(%(start_time)s / 1000)
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AND created_at <= toDateTime(%(end_time)s / 1000)
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GROUP BY paths.url_path
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ORDER BY count DESC
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LIMIT 1;""",
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parameters=full_args)
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logger.debug("--------------------")
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logger.debug(main_query)
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logger.debug("--------------------")
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try:
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url = cur.execute(main_query)
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except Exception as err:
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logger.warning("--------- CLICK MAP BEST URL SEARCH QUERY EXCEPTION CH-----------")
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logger.warning(main_query.decode('UTF-8'))
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logger.warning("--------- PAYLOAD -----------")
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logger.warning(full_args)
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logger.warning("--------------------")
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raise err
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if url is None or len(url) == 0:
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return None
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return url[0]["url_path"]
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def search_short_session(data: schemas.HeatMapSessionsSearch, project_id, user_id,
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include_mobs: bool = True, exclude_sessions: list[str] = [],
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_depth: int = 3):
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no_platform = True
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location_condition = None
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no_click = True
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for f in data.filters:
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if f.type == schemas.FilterType.PLATFORM:
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no_platform = False
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break
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for f in data.events:
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if f.type == schemas.EventType.LOCATION:
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if len(f.value) == 0:
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f.operator = schemas.SearchEventOperator.IS_ANY
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location_condition = f.model_copy()
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elif f.type == schemas.EventType.CLICK:
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no_click = False
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if len(f.value) == 0:
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f.operator = schemas.SearchEventOperator.IS_ANY
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if location_condition and not no_click:
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break
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if no_platform:
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data.filters.append(schemas.SessionSearchFilterSchema(type=schemas.FilterType.PLATFORM,
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value=[schemas.PlatformType.DESKTOP],
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operator=schemas.SearchEventOperator.IS))
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if not location_condition:
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data.events.append(schemas.SessionSearchEventSchema2(type=schemas.EventType.LOCATION,
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value=[],
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operator=schemas.SearchEventOperator.IS_ANY))
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if no_click:
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data.events.append(schemas.SessionSearchEventSchema2(type=schemas.EventType.CLICK,
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value=[],
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operator=schemas.SearchEventOperator.IS_ANY))
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data.filters.append(schemas.SessionSearchFilterSchema(type=schemas.FilterType.EVENTS_COUNT,
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value=[0],
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operator=schemas.MathOperator.GREATER))
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full_args, query_part = sessions.search_query_parts_ch(data=data, error_status=None, errors_only=False,
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favorite_only=data.bookmarked, issue=None,
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project_id=project_id, user_id=user_id)
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full_args["exclude_sessions"] = tuple(exclude_sessions)
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if len(exclude_sessions) > 0:
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query_part += "\n AND session_id NOT IN (%(exclude_sessions)s)"
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with ch_client.ClickHouseClient() as cur:
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data.order = schemas.SortOrderType.DESC
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data.sort = 'duration'
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main_query = cur.format(query=f"""SELECT *
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FROM (SELECT {SESSION_PROJECTION_COLS}
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{query_part}
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-- ORDER BY {data.sort} {data.order.value}
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LIMIT 20) AS raw
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ORDER BY rand()
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LIMIT 1;""",
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parameters=full_args)
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logger.debug("--------------------")
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logger.debug(main_query)
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logger.debug("--------------------")
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try:
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session = cur.execute(main_query)
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except Exception as err:
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logger.warning("--------- CLICK MAP SHORT SESSION SEARCH QUERY EXCEPTION CH -----------")
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logger.warning(main_query)
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logger.warning("--------- PAYLOAD -----------")
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logger.warning(data.model_dump_json())
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logger.warning("--------------------")
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raise err
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if len(session) > 0:
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session = session[0]
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if not location_condition or location_condition.operator == schemas.SearchEventOperator.IS_ANY:
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session["path"] = __get_1_url(project_id=project_id, session_id=session["session_id"],
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location_condition=location_condition,
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start_time=data.startTimestamp, end_time=data.endTimestamp)
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else:
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session["path"] = location_condition.value[0]
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if include_mobs:
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session['domURL'] = sessions_mobs.get_urls(session_id=session["session_id"], project_id=project_id)
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session['mobsUrl'] = sessions_mobs.get_urls_depercated(session_id=session["session_id"])
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if _depth > 0 and len(session['domURL']) == 0 and len(session['mobsUrl']) == 0:
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return search_short_session(data=data, project_id=project_id, user_id=user_id,
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include_mobs=include_mobs,
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exclude_sessions=exclude_sessions + [session["session_id"]],
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_depth=_depth - 1)
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elif _depth == 0 and len(session['domURL']) == 0 and len(session['mobsUrl']) == 0:
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logger.info("couldn't find an existing replay after 3 iterations for heatmap")
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session['events'] = events.get_by_session_id(project_id=project_id, session_id=session["session_id"],
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event_type=schemas.EventType.LOCATION)
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else:
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return None
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return helper.dict_to_camel_case(session)
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def get_selected_session(project_id, session_id):
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with ch_client.ClickHouseClient() as cur:
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main_query = cur.format(query=f"""SELECT {SESSION_PROJECTION_COLS}
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FROM experimental.sessions AS s
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WHERE session_id=%(session_id)s;""",
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parameters={"session_id": session_id})
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logger.debug("--------------------")
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logger.debug(main_query)
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logger.debug("--------------------")
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try:
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session = cur.execute(main_query)
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except Exception as err:
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logger.warning("--------- CLICK MAP GET SELECTED SESSION QUERY EXCEPTION -----------")
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logger.warning(main_query.decode('UTF-8'))
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raise err
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if len(session) > 0:
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session = session[0]
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else:
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session = None
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if session:
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session['domURL'] = sessions_mobs.get_urls(session_id=session["session_id"], project_id=project_id)
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session['mobsUrl'] = sessions_mobs.get_urls_depercated(session_id=session["session_id"])
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if len(session['domURL']) == 0 and len(session['mobsUrl']) == 0:
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session["_issue"] = "mob file not found"
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logger.info("can't find selected mob file for heatmap")
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session['events'] = get_page_events(session_id=session["session_id"], project_id=project_id)
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return helper.dict_to_camel_case(session)
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def get_page_events(session_id, project_id):
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with ch_client.ClickHouseClient() as cur:
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query = cur.format(query=f"""SELECT
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event_id as message_id,
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toUnixTimestamp(created_at)*1000 AS timestamp,
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JSON_VALUE(CAST(`$properties` AS String), '$.url_host') AS host,
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JSON_VALUE(CAST(`$properties` AS String), '$.url_path') AS path,
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JSON_VALUE(CAST(`$properties` AS String), '$.url_path') AS value,
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JSON_VALUE(CAST(`$properties` AS String), '$.url_path') AS url,
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'LOCATION' AS type
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FROM product_analytics.events
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WHERE session_id = %(session_id)s
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AND `$event_name`='LOCATION'
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AND project_id= %(project_id)s
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ORDER BY created_at,message_id;""",
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parameters={"session_id": session_id, "project_id": project_id})
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rows = cur.execute(query=query)
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rows = helper.list_to_camel_case(rows)
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return rows
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