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from typing import Any | |
from litellm import verbose_logger | |
_db = Any | |
async def create_missing_views(db: _db): # noqa: PLR0915 | |
""" | |
-------------------------------------------------- | |
NOTE: Copy of `litellm/db_scripts/create_views.py`. | |
-------------------------------------------------- | |
Checks if the LiteLLM_VerificationTokenView and MonthlyGlobalSpend exists in the user's db. | |
LiteLLM_VerificationTokenView: This view is used for getting the token + team data in user_api_key_auth | |
MonthlyGlobalSpend: This view is used for the admin view to see global spend for this month | |
If the view doesn't exist, one will be created. | |
""" | |
try: | |
# Try to select one row from the view | |
await db.query_raw("""SELECT 1 FROM "LiteLLM_VerificationTokenView" LIMIT 1""") | |
print("LiteLLM_VerificationTokenView Exists!") # noqa | |
except Exception: | |
# If an error occurs, the view does not exist, so create it | |
await db.execute_raw( | |
""" | |
CREATE VIEW "LiteLLM_VerificationTokenView" AS | |
SELECT | |
v.*, | |
t.spend AS team_spend, | |
t.max_budget AS team_max_budget, | |
t.tpm_limit AS team_tpm_limit, | |
t.rpm_limit AS team_rpm_limit | |
FROM "LiteLLM_VerificationToken" v | |
LEFT JOIN "LiteLLM_TeamTable" t ON v.team_id = t.team_id; | |
""" | |
) | |
print("LiteLLM_VerificationTokenView Created!") # noqa | |
try: | |
await db.query_raw("""SELECT 1 FROM "MonthlyGlobalSpend" LIMIT 1""") | |
print("MonthlyGlobalSpend Exists!") # noqa | |
except Exception: | |
sql_query = """ | |
CREATE OR REPLACE VIEW "MonthlyGlobalSpend" AS | |
SELECT | |
DATE("startTime") AS date, | |
SUM("spend") AS spend | |
FROM | |
"LiteLLM_SpendLogs" | |
WHERE | |
"startTime" >= (CURRENT_DATE - INTERVAL '30 days') | |
GROUP BY | |
DATE("startTime"); | |
""" | |
await db.execute_raw(query=sql_query) | |
print("MonthlyGlobalSpend Created!") # noqa | |
try: | |
await db.query_raw("""SELECT 1 FROM "Last30dKeysBySpend" LIMIT 1""") | |
print("Last30dKeysBySpend Exists!") # noqa | |
except Exception: | |
sql_query = """ | |
CREATE OR REPLACE VIEW "Last30dKeysBySpend" AS | |
SELECT | |
L."api_key", | |
V."key_alias", | |
V."key_name", | |
SUM(L."spend") AS total_spend | |
FROM | |
"LiteLLM_SpendLogs" L | |
LEFT JOIN | |
"LiteLLM_VerificationToken" V | |
ON | |
L."api_key" = V."token" | |
WHERE | |
L."startTime" >= (CURRENT_DATE - INTERVAL '30 days') | |
GROUP BY | |
L."api_key", V."key_alias", V."key_name" | |
ORDER BY | |
total_spend DESC; | |
""" | |
await db.execute_raw(query=sql_query) | |
print("Last30dKeysBySpend Created!") # noqa | |
try: | |
await db.query_raw("""SELECT 1 FROM "Last30dModelsBySpend" LIMIT 1""") | |
print("Last30dModelsBySpend Exists!") # noqa | |
except Exception: | |
sql_query = """ | |
CREATE OR REPLACE VIEW "Last30dModelsBySpend" AS | |
SELECT | |
"model", | |
SUM("spend") AS total_spend | |
FROM | |
"LiteLLM_SpendLogs" | |
WHERE | |
"startTime" >= (CURRENT_DATE - INTERVAL '30 days') | |
AND "model" != '' | |
GROUP BY | |
"model" | |
ORDER BY | |
total_spend DESC; | |
""" | |
await db.execute_raw(query=sql_query) | |
print("Last30dModelsBySpend Created!") # noqa | |
try: | |
await db.query_raw("""SELECT 1 FROM "MonthlyGlobalSpendPerKey" LIMIT 1""") | |
print("MonthlyGlobalSpendPerKey Exists!") # noqa | |
except Exception: | |
sql_query = """ | |
CREATE OR REPLACE VIEW "MonthlyGlobalSpendPerKey" AS | |
SELECT | |
DATE("startTime") AS date, | |
SUM("spend") AS spend, | |
api_key as api_key | |
FROM | |
"LiteLLM_SpendLogs" | |
WHERE | |
"startTime" >= (CURRENT_DATE - INTERVAL '30 days') | |
GROUP BY | |
DATE("startTime"), | |
api_key; | |
""" | |
await db.execute_raw(query=sql_query) | |
print("MonthlyGlobalSpendPerKey Created!") # noqa | |
try: | |
await db.query_raw( | |
"""SELECT 1 FROM "MonthlyGlobalSpendPerUserPerKey" LIMIT 1""" | |
) | |
print("MonthlyGlobalSpendPerUserPerKey Exists!") # noqa | |
except Exception: | |
sql_query = """ | |
CREATE OR REPLACE VIEW "MonthlyGlobalSpendPerUserPerKey" AS | |
SELECT | |
DATE("startTime") AS date, | |
SUM("spend") AS spend, | |
api_key as api_key, | |
"user" as "user" | |
FROM | |
"LiteLLM_SpendLogs" | |
WHERE | |
"startTime" >= (CURRENT_DATE - INTERVAL '30 days') | |
GROUP BY | |
DATE("startTime"), | |
"user", | |
api_key; | |
""" | |
await db.execute_raw(query=sql_query) | |
print("MonthlyGlobalSpendPerUserPerKey Created!") # noqa | |
try: | |
await db.query_raw("""SELECT 1 FROM "DailyTagSpend" LIMIT 1""") | |
print("DailyTagSpend Exists!") # noqa | |
except Exception: | |
sql_query = """ | |
CREATE OR REPLACE VIEW "DailyTagSpend" AS | |
SELECT | |
jsonb_array_elements_text(request_tags) AS individual_request_tag, | |
DATE(s."startTime") AS spend_date, | |
COUNT(*) AS log_count, | |
SUM(spend) AS total_spend | |
FROM "LiteLLM_SpendLogs" s | |
GROUP BY individual_request_tag, DATE(s."startTime"); | |
""" | |
await db.execute_raw(query=sql_query) | |
print("DailyTagSpend Created!") # noqa | |
try: | |
await db.query_raw("""SELECT 1 FROM "Last30dTopEndUsersSpend" LIMIT 1""") | |
print("Last30dTopEndUsersSpend Exists!") # noqa | |
except Exception: | |
sql_query = """ | |
CREATE VIEW "Last30dTopEndUsersSpend" AS | |
SELECT end_user, COUNT(*) AS total_events, SUM(spend) AS total_spend | |
FROM "LiteLLM_SpendLogs" | |
WHERE end_user <> '' AND end_user <> user | |
AND "startTime" >= CURRENT_DATE - INTERVAL '30 days' | |
GROUP BY end_user | |
ORDER BY total_spend DESC | |
LIMIT 100; | |
""" | |
await db.execute_raw(query=sql_query) | |
print("Last30dTopEndUsersSpend Created!") # noqa | |
return | |
async def should_create_missing_views(db: _db) -> bool: | |
""" | |
Run only on first time startup. | |
If SpendLogs table already has values, then don't create views on startup. | |
""" | |
sql_query = """ | |
SELECT reltuples::BIGINT | |
FROM pg_class | |
WHERE oid = '"LiteLLM_SpendLogs"'::regclass; | |
""" | |
result = await db.query_raw(query=sql_query) | |
verbose_logger.debug("Estimated Row count of LiteLLM_SpendLogs = {}".format(result)) | |
if ( | |
result | |
and isinstance(result, list) | |
and len(result) > 0 | |
and isinstance(result[0], dict) | |
and "reltuples" in result[0] | |
and result[0]["reltuples"] | |
and (result[0]["reltuples"] == 0 or result[0]["reltuples"] == -1) | |
): | |
verbose_logger.debug("Should create views") | |
return True | |
return False | |