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from typing import Any |
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from litellm import verbose_logger |
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_db = Any |
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async def create_missing_views(db: _db): |
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""" |
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-------------------------------------------------- |
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NOTE: Copy of `litellm/db_scripts/create_views.py`. |
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-------------------------------------------------- |
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Checks if the LiteLLM_VerificationTokenView and MonthlyGlobalSpend exists in the user's db. |
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LiteLLM_VerificationTokenView: This view is used for getting the token + team data in user_api_key_auth |
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MonthlyGlobalSpend: This view is used for the admin view to see global spend for this month |
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If the view doesn't exist, one will be created. |
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""" |
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try: |
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await db.query_raw("""SELECT 1 FROM "LiteLLM_VerificationTokenView" LIMIT 1""") |
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print("LiteLLM_VerificationTokenView Exists!") |
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except Exception: |
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await db.execute_raw( |
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""" |
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CREATE VIEW "LiteLLM_VerificationTokenView" AS |
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SELECT |
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v.*, |
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t.spend AS team_spend, |
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t.max_budget AS team_max_budget, |
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t.tpm_limit AS team_tpm_limit, |
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t.rpm_limit AS team_rpm_limit |
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FROM "LiteLLM_VerificationToken" v |
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LEFT JOIN "LiteLLM_TeamTable" t ON v.team_id = t.team_id; |
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""" |
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) |
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print("LiteLLM_VerificationTokenView Created!") |
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try: |
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await db.query_raw("""SELECT 1 FROM "MonthlyGlobalSpend" LIMIT 1""") |
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print("MonthlyGlobalSpend Exists!") |
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except Exception: |
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sql_query = """ |
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CREATE OR REPLACE VIEW "MonthlyGlobalSpend" AS |
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SELECT |
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DATE("startTime") AS date, |
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SUM("spend") AS spend |
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FROM |
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"LiteLLM_SpendLogs" |
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WHERE |
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"startTime" >= (CURRENT_DATE - INTERVAL '30 days') |
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GROUP BY |
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DATE("startTime"); |
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""" |
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await db.execute_raw(query=sql_query) |
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print("MonthlyGlobalSpend Created!") |
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try: |
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await db.query_raw("""SELECT 1 FROM "Last30dKeysBySpend" LIMIT 1""") |
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print("Last30dKeysBySpend Exists!") |
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except Exception: |
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sql_query = """ |
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CREATE OR REPLACE VIEW "Last30dKeysBySpend" AS |
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SELECT |
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L."api_key", |
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V."key_alias", |
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V."key_name", |
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SUM(L."spend") AS total_spend |
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FROM |
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"LiteLLM_SpendLogs" L |
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LEFT JOIN |
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"LiteLLM_VerificationToken" V |
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ON |
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L."api_key" = V."token" |
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WHERE |
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L."startTime" >= (CURRENT_DATE - INTERVAL '30 days') |
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GROUP BY |
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L."api_key", V."key_alias", V."key_name" |
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ORDER BY |
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total_spend DESC; |
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""" |
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await db.execute_raw(query=sql_query) |
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print("Last30dKeysBySpend Created!") |
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try: |
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await db.query_raw("""SELECT 1 FROM "Last30dModelsBySpend" LIMIT 1""") |
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print("Last30dModelsBySpend Exists!") |
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except Exception: |
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sql_query = """ |
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CREATE OR REPLACE VIEW "Last30dModelsBySpend" AS |
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SELECT |
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"model", |
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SUM("spend") AS total_spend |
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FROM |
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"LiteLLM_SpendLogs" |
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WHERE |
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"startTime" >= (CURRENT_DATE - INTERVAL '30 days') |
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AND "model" != '' |
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GROUP BY |
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"model" |
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ORDER BY |
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total_spend DESC; |
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""" |
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await db.execute_raw(query=sql_query) |
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print("Last30dModelsBySpend Created!") |
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try: |
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await db.query_raw("""SELECT 1 FROM "MonthlyGlobalSpendPerKey" LIMIT 1""") |
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print("MonthlyGlobalSpendPerKey Exists!") |
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except Exception: |
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sql_query = """ |
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CREATE OR REPLACE VIEW "MonthlyGlobalSpendPerKey" AS |
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SELECT |
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DATE("startTime") AS date, |
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SUM("spend") AS spend, |
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api_key as api_key |
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FROM |
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"LiteLLM_SpendLogs" |
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WHERE |
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"startTime" >= (CURRENT_DATE - INTERVAL '30 days') |
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GROUP BY |
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DATE("startTime"), |
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api_key; |
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""" |
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await db.execute_raw(query=sql_query) |
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print("MonthlyGlobalSpendPerKey Created!") |
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try: |
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await db.query_raw( |
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"""SELECT 1 FROM "MonthlyGlobalSpendPerUserPerKey" LIMIT 1""" |
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) |
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print("MonthlyGlobalSpendPerUserPerKey Exists!") |
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except Exception: |
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sql_query = """ |
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CREATE OR REPLACE VIEW "MonthlyGlobalSpendPerUserPerKey" AS |
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SELECT |
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DATE("startTime") AS date, |
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SUM("spend") AS spend, |
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api_key as api_key, |
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"user" as "user" |
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FROM |
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"LiteLLM_SpendLogs" |
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WHERE |
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"startTime" >= (CURRENT_DATE - INTERVAL '30 days') |
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GROUP BY |
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DATE("startTime"), |
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"user", |
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api_key; |
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""" |
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await db.execute_raw(query=sql_query) |
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print("MonthlyGlobalSpendPerUserPerKey Created!") |
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try: |
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await db.query_raw("""SELECT 1 FROM "DailyTagSpend" LIMIT 1""") |
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print("DailyTagSpend Exists!") |
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except Exception: |
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sql_query = """ |
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CREATE OR REPLACE VIEW "DailyTagSpend" AS |
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SELECT |
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jsonb_array_elements_text(request_tags) AS individual_request_tag, |
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DATE(s."startTime") AS spend_date, |
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COUNT(*) AS log_count, |
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SUM(spend) AS total_spend |
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FROM "LiteLLM_SpendLogs" s |
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GROUP BY individual_request_tag, DATE(s."startTime"); |
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""" |
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await db.execute_raw(query=sql_query) |
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print("DailyTagSpend Created!") |
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try: |
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await db.query_raw("""SELECT 1 FROM "Last30dTopEndUsersSpend" LIMIT 1""") |
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print("Last30dTopEndUsersSpend Exists!") |
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except Exception: |
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sql_query = """ |
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CREATE VIEW "Last30dTopEndUsersSpend" AS |
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SELECT end_user, COUNT(*) AS total_events, SUM(spend) AS total_spend |
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FROM "LiteLLM_SpendLogs" |
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WHERE end_user <> '' AND end_user <> user |
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AND "startTime" >= CURRENT_DATE - INTERVAL '30 days' |
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GROUP BY end_user |
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ORDER BY total_spend DESC |
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LIMIT 100; |
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""" |
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await db.execute_raw(query=sql_query) |
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print("Last30dTopEndUsersSpend Created!") |
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return |
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async def should_create_missing_views(db: _db) -> bool: |
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""" |
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Run only on first time startup. |
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If SpendLogs table already has values, then don't create views on startup. |
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""" |
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sql_query = """ |
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SELECT reltuples::BIGINT |
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FROM pg_class |
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WHERE oid = '"LiteLLM_SpendLogs"'::regclass; |
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""" |
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result = await db.query_raw(query=sql_query) |
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verbose_logger.debug("Estimated Row count of LiteLLM_SpendLogs = {}".format(result)) |
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if ( |
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result |
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and isinstance(result, list) |
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and len(result) > 0 |
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and isinstance(result[0], dict) |
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and "reltuples" in result[0] |
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and result[0]["reltuples"] |
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and (result[0]["reltuples"] == 0 or result[0]["reltuples"] == -1) |
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): |
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verbose_logger.debug("Should create views") |
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return True |
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return False |
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