fix(proxy_server.py): move to using UPDATE + SET for track_cost_callback

This commit is contained in:
Krrish Dholakia 2024-03-13 16:13:37 -07:00
parent d82be720d2
commit cf090acb25

View file

@ -387,6 +387,7 @@ async def user_api_key_auth(
user_api_key_cache.set_cache(
key=hash_token(master_key), value=_user_api_key_obj
)
return _user_api_key_obj
if isinstance(
@ -1007,6 +1008,8 @@ async def _PROXY_track_cost_callback(
start_time=start_time,
end_time=end_time,
)
await update_cache(token=user_api_key, response_cost=response_cost)
else:
raise Exception("User API key missing from custom callback.")
else:
@ -1049,10 +1052,6 @@ async def update_database(
f"Enters prisma db call, response_cost: {response_cost}, token: {token}; user_id: {user_id}; team_id: {team_id}"
)
### [TODO] STEP 1: GET KEY + USER SPEND ### (key, user)
### [TODO] STEP 2: UPDATE SPEND ### (key, user, spend logs)
### UPDATE USER SPEND ###
async def _update_user_db():
"""
@ -1062,72 +1061,73 @@ async def update_database(
user_ids = [user_id, litellm_proxy_budget_name]
data_list = []
try:
for id in user_ids:
if id is None:
continue
if prisma_client is not None:
existing_spend_obj = await prisma_client.get_data(user_id=id)
elif (
custom_db_client is not None and id != litellm_proxy_budget_name
):
existing_spend_obj = await custom_db_client.get_data(
key=id, table_name="user"
)
verbose_proxy_logger.debug(
f"Updating existing_spend_obj: {existing_spend_obj}"
if prisma_client is not None: # update
user_ids = [user_id, litellm_proxy_budget_name]
await prisma_client.db.litellm_usertable.update(
where={"user_id": {"in": user_ids}},
data={"spend": {"increment": response_cost}},
)
if existing_spend_obj is None:
# if user does not exist in LiteLLM_UserTable, create a new user
existing_spend = 0
max_user_budget = None
if litellm.max_user_budget is not None:
max_user_budget = litellm.max_user_budget
existing_spend_obj = LiteLLM_UserTable(
user_id=id,
spend=0,
max_budget=max_user_budget,
user_email=None,
elif custom_db_client is not None:
for id in user_ids:
if id is None:
continue
if (
custom_db_client is not None
and id != litellm_proxy_budget_name
):
existing_spend_obj = await custom_db_client.get_data(
key=id, table_name="user"
)
verbose_proxy_logger.debug(
f"Updating existing_spend_obj: {existing_spend_obj}"
)
else:
existing_spend = existing_spend_obj.spend
# Calculate the new cost by adding the existing cost and response_cost
existing_spend_obj.spend = existing_spend + response_cost
# track cost per model, for the given user
spend_per_model = existing_spend_obj.model_spend or {}
current_model = kwargs.get("model")
if current_model is not None and spend_per_model is not None:
if spend_per_model.get(current_model) is None:
spend_per_model[current_model] = response_cost
if existing_spend_obj is None:
# if user does not exist in LiteLLM_UserTable, create a new user
existing_spend = 0
max_user_budget = None
if litellm.max_user_budget is not None:
max_user_budget = litellm.max_user_budget
existing_spend_obj = LiteLLM_UserTable(
user_id=id,
spend=0,
max_budget=max_user_budget,
user_email=None,
)
else:
spend_per_model[current_model] += response_cost
existing_spend_obj.model_spend = spend_per_model
existing_spend = existing_spend_obj.spend
valid_token = user_api_key_cache.get_cache(key=id)
if valid_token is not None and isinstance(valid_token, dict):
user_api_key_cache.set_cache(
key=id, value=existing_spend_obj.json()
# Calculate the new cost by adding the existing cost and response_cost
existing_spend_obj.spend = existing_spend + response_cost
# track cost per model, for the given user
spend_per_model = existing_spend_obj.model_spend or {}
current_model = kwargs.get("model")
if current_model is not None and spend_per_model is not None:
if spend_per_model.get(current_model) is None:
spend_per_model[current_model] = response_cost
else:
spend_per_model[current_model] += response_cost
existing_spend_obj.model_spend = spend_per_model
valid_token = user_api_key_cache.get_cache(key=id)
if valid_token is not None and isinstance(valid_token, dict):
user_api_key_cache.set_cache(
key=id, value=existing_spend_obj.json()
)
verbose_proxy_logger.debug(
f"user - new cost: {existing_spend_obj.spend}, user_id: {id}"
)
data_list.append(existing_spend_obj)
verbose_proxy_logger.debug(
f"user - new cost: {existing_spend_obj.spend}, user_id: {id}"
)
data_list.append(existing_spend_obj)
if custom_db_client is not None and user_id is not None:
new_spend = data_list[0].spend
await custom_db_client.update_data(
key=user_id, value={"spend": new_spend}, table_name="user"
)
# Update the cost column for the given user id
if prisma_client is not None:
await prisma_client.update_data(
data_list=data_list,
query_type="update_many",
table_name="user",
)
if custom_db_client is not None and user_id is not None:
new_spend = data_list[0].spend
await custom_db_client.update_data(
key=user_id,
value={"spend": new_spend},
table_name="user",
)
except Exception as e:
verbose_proxy_logger.info(
f"Update User DB call failed to execute {str(e)}"
@ -1140,82 +1140,10 @@ async def update_database(
f"adding spend to key db. Response cost: {response_cost}. Token: {token}."
)
if prisma_client is not None:
# Fetch the existing cost for the given token
existing_spend_obj = await prisma_client.get_data(token=token)
verbose_proxy_logger.debug(
f"_update_key_db: existing spend: {existing_spend_obj}"
await prisma_client.db.litellm_verificationtoken.update(
where={"token": token},
data={"spend": {"increment": response_cost}},
)
if existing_spend_obj is None:
existing_spend = 0
else:
existing_spend = existing_spend_obj.spend
# Calculate the new cost by adding the existing cost and response_cost
new_spend = existing_spend + response_cost
## CHECK IF USER PROJECTED SPEND > SOFT LIMIT
soft_budget_cooldown = existing_spend_obj.soft_budget_cooldown
if (
existing_spend_obj.soft_budget_cooldown == False
and existing_spend_obj.litellm_budget_table is not None
and (
_is_projected_spend_over_limit(
current_spend=new_spend,
soft_budget_limit=existing_spend_obj.litellm_budget_table.soft_budget,
)
== True
)
):
key_alias = existing_spend_obj.key_alias
projected_spend, projected_exceeded_date = (
_get_projected_spend_over_limit(
current_spend=new_spend,
soft_budget_limit=existing_spend_obj.litellm_budget_table.soft_budget,
)
)
soft_limit = existing_spend_obj.litellm_budget_table.soft_budget
user_info = {
"key_alias": key_alias,
"projected_spend": projected_spend,
"projected_exceeded_date": projected_exceeded_date,
}
# alert user
asyncio.create_task(
proxy_logging_obj.budget_alerts(
type="projected_limit_exceeded",
user_info=user_info,
user_max_budget=soft_limit,
user_current_spend=new_spend,
)
)
# set cooldown on alert
soft_budget_cooldown = True
# track cost per model, for the given key
spend_per_model = existing_spend_obj.model_spend or {}
current_model = kwargs.get("model")
if current_model is not None and spend_per_model is not None:
if spend_per_model.get(current_model) is None:
spend_per_model[current_model] = response_cost
else:
spend_per_model[current_model] += response_cost
verbose_proxy_logger.debug(
f"new cost: {new_spend}, new spend per model: {spend_per_model}"
)
# Update the cost column for the given token
await prisma_client.update_data(
token=token,
data={
"spend": new_spend,
"model_spend": spend_per_model,
"soft_budget_cooldown": soft_budget_cooldown,
},
)
valid_token = user_api_key_cache.get_cache(key=token)
if valid_token is not None:
valid_token.spend = new_spend
valid_token.model_spend = spend_per_model
user_api_key_cache.set_cache(key=token, value=valid_token)
elif custom_db_client is not None:
# Fetch the existing cost for the given token
existing_spend_obj = await custom_db_client.get_data(
@ -1246,6 +1174,7 @@ async def update_database(
verbose_proxy_logger.info(
f"Update Key DB Call failed to execute - {str(e)}"
)
raise e
### UPDATE SPEND LOGS ###
async def _insert_spend_log_to_db():
@ -1269,6 +1198,7 @@ async def update_database(
verbose_proxy_logger.info(
f"Update Spend Logs DB failed to execute - {str(e)}"
)
raise e
### UPDATE KEY SPEND ###
async def _update_team_db():
@ -1282,41 +1212,10 @@ async def update_database(
)
return
if prisma_client is not None:
# Fetch the existing cost for the given token
existing_spend_obj = await prisma_client.get_data(
team_id=team_id, table_name="team"
await prisma_client.db.litellm_teamtable.update(
where={"team_id": team_id},
data={"spend": {"increment": response_cost}},
)
verbose_proxy_logger.debug(
f"_update_team_db: existing spend: {existing_spend_obj}"
)
if existing_spend_obj is None:
# the team does not exist in the db - return
verbose_proxy_logger.debug(
"team_id does not exist in db, not tracking spend for team"
)
return
else:
existing_spend = existing_spend_obj.spend
# Calculate the new cost by adding the existing cost and response_cost
new_spend = existing_spend + response_cost
spend_per_model = getattr(existing_spend_obj, "model_spend", {})
# track cost per model, for the given team
spend_per_model = existing_spend_obj.model_spend or {}
current_model = kwargs.get("model")
if current_model is not None and spend_per_model is not None:
if spend_per_model.get(current_model) is None:
spend_per_model[current_model] = response_cost
else:
spend_per_model[current_model] += response_cost
verbose_proxy_logger.debug(f"new cost: {new_spend}")
# Update the cost column for the given token
await prisma_client.update_data(
team_id=team_id,
data={"spend": new_spend, "model_spend": spend_per_model},
table_name="team",
)
elif custom_db_client is not None:
# Fetch the existing cost for the given token
existing_spend_obj = await custom_db_client.get_data(
@ -1346,17 +1245,88 @@ async def update_database(
verbose_proxy_logger.info(
f"Update Team DB failed to execute - {str(e)}"
)
raise e
asyncio.create_task(_update_user_db())
asyncio.create_task(_update_key_db())
asyncio.create_task(_update_team_db())
asyncio.create_task(_insert_spend_log_to_db())
tasks = []
tasks.append(_update_user_db())
tasks.append(_update_key_db())
tasks.append(_update_team_db())
tasks.append(_insert_spend_log_to_db())
await asyncio.gather(*tasks)
verbose_proxy_logger.info("Successfully updated spend in all 3 tables")
except Exception as e:
verbose_proxy_logger.debug(
f"Error updating Prisma database: {traceback.format_exc()}"
)
pass
async def update_cache(
token,
response_cost,
):
"""
Use this to update the cache with new user spend.
Put any alerting logic in here.
"""
### UPDATE KEY SPEND ###
# Fetch the existing cost for the given token
existing_spend_obj = await user_api_key_cache.async_get_cache(key=token)
verbose_proxy_logger.debug(f"_update_key_db: existing spend: {existing_spend_obj}")
if existing_spend_obj is None:
existing_spend = 0
else:
existing_spend = existing_spend_obj.spend
# Calculate the new cost by adding the existing cost and response_cost
new_spend = existing_spend + response_cost
## CHECK IF USER PROJECTED SPEND > SOFT LIMIT
soft_budget_cooldown = existing_spend_obj.soft_budget_cooldown
if (
existing_spend_obj.soft_budget_cooldown == False
and existing_spend_obj.litellm_budget_table is not None
and (
_is_projected_spend_over_limit(
current_spend=new_spend,
soft_budget_limit=existing_spend_obj.litellm_budget_table.soft_budget,
)
== True
)
):
key_alias = existing_spend_obj.key_alias
projected_spend, projected_exceeded_date = _get_projected_spend_over_limit(
current_spend=new_spend,
soft_budget_limit=existing_spend_obj.litellm_budget_table.soft_budget,
)
soft_limit = existing_spend_obj.litellm_budget_table.soft_budget
user_info = {
"key_alias": key_alias,
"projected_spend": projected_spend,
"projected_exceeded_date": projected_exceeded_date,
}
# alert user
asyncio.create_task(
proxy_logging_obj.budget_alerts(
type="projected_limit_exceeded",
user_info=user_info,
user_max_budget=soft_limit,
user_current_spend=new_spend,
)
)
# set cooldown on alert
soft_budget_cooldown = True
if existing_spend_obj is None:
existing_team_spend = 0
else:
existing_team_spend = existing_spend_obj.team_spend
# Calculate the new cost by adding the existing cost and response_cost
existing_spend_obj.team_spend = existing_team_spend + response_cost
# Update the cost column for the given token
existing_spend_obj.spend = new_spend
user_api_key_cache.set_cache(key=token, value=existing_spend_obj)
def run_ollama_serve():
@ -7238,6 +7208,55 @@ async def get_routes():
return {"routes": routes}
## TEST ENDPOINT
# @router.post("/update_database", dependencies=[Depends(user_api_key_auth)])
# async def update_database_endpoint(
# user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
# ):
# """
# Test endpoint. DO NOT MERGE IN PROD.
# Used for isolating and testing our prisma db update logic in high-traffic.
# """
# try:
# request_id = f"chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac{time.time()}"
# resp = litellm.ModelResponse(
# id=request_id,
# choices=[
# litellm.Choices(
# finish_reason=None,
# index=0,
# message=litellm.Message(
# content=" Sure! Here is a short poem about the sky:\n\nA canvas of blue, a",
# role="assistant",
# ),
# )
# ],
# model="gpt-35-turbo", # azure always has model written like this
# usage=litellm.Usage(
# prompt_tokens=210, completion_tokens=200, total_tokens=410
# ),
# )
# await _PROXY_track_cost_callback(
# kwargs={
# "model": "chatgpt-v-2",
# "stream": False,
# "litellm_params": {
# "metadata": {
# "user_api_key": user_api_key_dict.token,
# "user_api_key_user_id": user_api_key_dict.user_id,
# }
# },
# "response_cost": 0.00002,
# },
# completion_response=resp,
# start_time=datetime.now(),
# end_time=datetime.now(),
# )
# except Exception as e:
# raise e
def _has_user_setup_sso():
"""
Check if the user has set up single sign-on (SSO) by verifying the presence of Microsoft client ID, Google client ID, and UI username environment variables.