use separate file for _PROXY_track_cost_callback

This commit is contained in:
Ishaan Jaff 2024-11-04 10:44:13 -08:00
parent 3b5776e9ec
commit 2639c1971d
2 changed files with 139 additions and 104 deletions

View file

@ -0,0 +1,137 @@
"""
Proxy Success Callback - handles storing cost of a request in LiteLLM DB.
Updates cost for the following in LiteLLM DB:
- spend logs
- virtual key spend
- internal user, team, external user spend
"""
import asyncio
import traceback
import litellm
from litellm._logging import verbose_proxy_logger
from litellm.proxy.utils import (
_get_parent_otel_span_from_kwargs,
get_litellm_metadata_from_kwargs,
log_to_opentelemetry,
)
@log_to_opentelemetry
async def _PROXY_track_cost_callback(
kwargs, # kwargs to completion
completion_response: litellm.ModelResponse, # response from completion
start_time=None,
end_time=None, # start/end time for completion
):
"""
Callback handles storing cost of a request in LiteLLM DB.
Updates cost for the following in LiteLLM DB:
- spend logs
- virtual key spend
- internal user, team, external user spend
"""
from litellm.proxy.proxy_server import (
prisma_client,
proxy_logging_obj,
update_cache,
update_database,
)
verbose_proxy_logger.debug("INSIDE _PROXY_track_cost_callback")
try:
# check if it has collected an entire stream response
verbose_proxy_logger.debug(
"Proxy: In track_cost_callback for: kwargs=%s and completion_response: %s",
kwargs,
completion_response,
)
verbose_proxy_logger.debug(
f"kwargs stream: {kwargs.get('stream', None)} + complete streaming response: {kwargs.get('complete_streaming_response', None)}"
)
parent_otel_span = _get_parent_otel_span_from_kwargs(kwargs=kwargs)
litellm_params = kwargs.get("litellm_params", {}) or {}
proxy_server_request = litellm_params.get("proxy_server_request") or {}
end_user_id = proxy_server_request.get("body", {}).get("user", None)
metadata = get_litellm_metadata_from_kwargs(kwargs=kwargs)
user_id = metadata.get("user_api_key_user_id", None)
team_id = metadata.get("user_api_key_team_id", None)
org_id = metadata.get("user_api_key_org_id", None)
key_alias = metadata.get("user_api_key_alias", None)
end_user_max_budget = metadata.get("user_api_end_user_max_budget", None)
if kwargs.get("response_cost", None) is not None:
response_cost = kwargs["response_cost"]
user_api_key = metadata.get("user_api_key", None)
if kwargs.get("cache_hit", False) is True:
response_cost = 0.0
verbose_proxy_logger.info(
f"Cache Hit: response_cost {response_cost}, for user_id {user_id}"
)
verbose_proxy_logger.debug(
f"user_api_key {user_api_key}, prisma_client: {prisma_client}"
)
if user_api_key is not None or user_id is not None or team_id is not None:
## UPDATE DATABASE
await update_database(
token=user_api_key,
response_cost=response_cost,
user_id=user_id,
end_user_id=end_user_id,
team_id=team_id,
kwargs=kwargs,
completion_response=completion_response,
start_time=start_time,
end_time=end_time,
org_id=org_id,
)
# update cache
asyncio.create_task(
update_cache(
token=user_api_key,
user_id=user_id,
end_user_id=end_user_id,
response_cost=response_cost,
team_id=team_id,
parent_otel_span=parent_otel_span,
)
)
await proxy_logging_obj.slack_alerting_instance.customer_spend_alert(
token=user_api_key,
key_alias=key_alias,
end_user_id=end_user_id,
response_cost=response_cost,
max_budget=end_user_max_budget,
)
else:
raise Exception(
"User API key and team id and user id missing from custom callback."
)
else:
if kwargs["stream"] is not True or (
kwargs["stream"] is True and "complete_streaming_response" in kwargs
):
cost_tracking_failure_debug_info = kwargs.get(
"response_cost_failure_debug_information"
)
model = kwargs.get("model")
raise Exception(
f"Cost tracking failed for model={model}.\nDebug info - {cost_tracking_failure_debug_info}\nAdd custom pricing - https://docs.litellm.ai/docs/proxy/custom_pricing"
)
except Exception as e:
error_msg = f"Error in tracking cost callback - {str(e)}\n Traceback:{traceback.format_exc()}"
model = kwargs.get("model", "")
metadata = kwargs.get("litellm_params", {}).get("metadata", {})
error_msg += f"\n Args to _PROXY_track_cost_callback\n model: {model}\n metadata: {metadata}\n"
asyncio.create_task(
proxy_logging_obj.failed_tracking_alert(
error_message=error_msg,
failing_model=model,
)
)
verbose_proxy_logger.debug("error in tracking cost callback - %s", e)

View file

@ -303,6 +303,8 @@ from fastapi.security import OAuth2PasswordBearer
from fastapi.security.api_key import APIKeyHeader
from fastapi.staticfiles import StaticFiles
from litellm.proxy.hooks.proxy_track_cost_callback import _PROXY_track_cost_callback
# import enterprise folder
try:
# when using litellm cli
@ -747,110 +749,6 @@ async def _PROXY_failure_handler(
pass
@log_to_opentelemetry
async def _PROXY_track_cost_callback(
kwargs, # kwargs to completion
completion_response: litellm.ModelResponse, # response from completion
start_time=None,
end_time=None, # start/end time for completion
):
verbose_proxy_logger.debug("INSIDE _PROXY_track_cost_callback")
global prisma_client
try:
# check if it has collected an entire stream response
verbose_proxy_logger.debug(
"Proxy: In track_cost_callback for: kwargs=%s and completion_response: %s",
kwargs,
completion_response,
)
verbose_proxy_logger.debug(
f"kwargs stream: {kwargs.get('stream', None)} + complete streaming response: {kwargs.get('complete_streaming_response', None)}"
)
parent_otel_span = _get_parent_otel_span_from_kwargs(kwargs=kwargs)
litellm_params = kwargs.get("litellm_params", {}) or {}
proxy_server_request = litellm_params.get("proxy_server_request") or {}
end_user_id = proxy_server_request.get("body", {}).get("user", None)
metadata = get_litellm_metadata_from_kwargs(kwargs=kwargs)
user_id = metadata.get("user_api_key_user_id", None)
team_id = metadata.get("user_api_key_team_id", None)
org_id = metadata.get("user_api_key_org_id", None)
key_alias = metadata.get("user_api_key_alias", None)
end_user_max_budget = metadata.get("user_api_end_user_max_budget", None)
if kwargs.get("response_cost", None) is not None:
response_cost = kwargs["response_cost"]
user_api_key = metadata.get("user_api_key", None)
if kwargs.get("cache_hit", False) is True:
response_cost = 0.0
verbose_proxy_logger.info(
f"Cache Hit: response_cost {response_cost}, for user_id {user_id}"
)
verbose_proxy_logger.debug(
f"user_api_key {user_api_key}, prisma_client: {prisma_client}"
)
if user_api_key is not None or user_id is not None or team_id is not None:
## UPDATE DATABASE
await update_database(
token=user_api_key,
response_cost=response_cost,
user_id=user_id,
end_user_id=end_user_id,
team_id=team_id,
kwargs=kwargs,
completion_response=completion_response,
start_time=start_time,
end_time=end_time,
org_id=org_id,
)
# update cache
asyncio.create_task(
update_cache(
token=user_api_key,
user_id=user_id,
end_user_id=end_user_id,
response_cost=response_cost,
team_id=team_id,
parent_otel_span=parent_otel_span,
)
)
await proxy_logging_obj.slack_alerting_instance.customer_spend_alert(
token=user_api_key,
key_alias=key_alias,
end_user_id=end_user_id,
response_cost=response_cost,
max_budget=end_user_max_budget,
)
else:
raise Exception(
"User API key and team id and user id missing from custom callback."
)
else:
if kwargs["stream"] is not True or (
kwargs["stream"] is True and "complete_streaming_response" in kwargs
):
cost_tracking_failure_debug_info = kwargs.get(
"response_cost_failure_debug_information"
)
model = kwargs.get("model")
raise Exception(
f"Cost tracking failed for model={model}.\nDebug info - {cost_tracking_failure_debug_info}\nAdd custom pricing - https://docs.litellm.ai/docs/proxy/custom_pricing"
)
except Exception as e:
error_msg = f"Error in tracking cost callback - {str(e)}\n Traceback:{traceback.format_exc()}"
model = kwargs.get("model", "")
metadata = kwargs.get("litellm_params", {}).get("metadata", {})
error_msg += f"\n Args to _PROXY_track_cost_callback\n model: {model}\n metadata: {metadata}\n"
asyncio.create_task(
proxy_logging_obj.failed_tracking_alert(
error_message=error_msg,
failing_model=model,
)
)
verbose_proxy_logger.debug("error in tracking cost callback - %s", e)
def error_tracking():
global prisma_client
if prisma_client is not None: