TestLLM / db_scripts /create_views.py
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"""
python script to pre-create all views required by LiteLLM Proxy Server
"""
import asyncio
# Enter your DATABASE_URL here
from prisma import Prisma
db = Prisma(
http={
"timeout": 60000,
},
)
async def check_view_exists(): # noqa: PLR0915
"""
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.
"""
# connect to dB
await db.connect()
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
asyncio.run(check_view_exists())