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(feat) weights & biases logger

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This commit is contained in:
ishaan-jaff 2023-10-17 18:01:09 -07:00
parent 667f51b3bd
commit 5fd7720029
2 changed files with 235 additions and 2 deletions
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18
litellm/utils.py
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@ -34,6 +34,7 @@ from .integrations.berrispend import BerriSpendLogger
from .integrations.supabase import Supabase
from .integrations.llmonitor import LLMonitorLogger
from .integrations.prompt_layer import PromptLayerLogger
from .integrations.weights_biases import WeightsBiasesLogger
from .integrations.custom_logger import CustomLogger
from .integrations.langfuse import LangFuseLogger
from .integrations.litedebugger import LiteDebugger
@ -64,6 +65,7 @@ slack_app = None
alerts_channel = None
heliconeLogger = None
promptLayerLogger = None
weightsBiasesLogger = None
customLogger = None
langFuseLogger = None
llmonitorLogger = None
@ -221,7 +223,7 @@ class CallTypes(Enum):
# Logging function -> log the exact model details + what's being sent | Non-Blocking
class Logging:
global supabaseClient, liteDebuggerClient, promptLayerLogger, capture_exception, add_breadcrumb
global supabaseClient, liteDebuggerClient, promptLayerLogger, weightsBiasesLogger, capture_exception, add_breadcrumb
def __init__(self, model, messages, stream, call_type, start_time, litellm_call_id, function_id):
if call_type not in [item.value for item in CallTypes]:
@ -515,6 +517,16 @@ class Logging:
litellm_call_id=litellm_params.get("litellm_call_id", str(uuid.uuid4())),
print_verbose=print_verbose,
)
if callback == "wandb":
print_verbose("reaches wandb for logging!")
weightsBiasesLogger.log_event(
kwargs=self.model_call_details,
response_obj=result,
start_time=start_time,
end_time=end_time,
print_verbose=print_verbose,
)
if callable(callback): # custom logger functions
customLogger.log_event(
kwargs=self.model_call_details,
@ -1933,7 +1945,7 @@ def validate_environment(model: Optional[str]=None) -> dict:
return {"keys_in_environment": keys_in_environment, "missing_keys": missing_keys}
def set_callbacks(callback_list, function_id=None):
global sentry_sdk_instance, capture_exception, add_breadcrumb, posthog, slack_app, alerts_channel, traceloopLogger, heliconeLogger, aispendLogger, berrispendLogger, supabaseClient, liteDebuggerClient, llmonitorLogger, promptLayerLogger, langFuseLogger, customLogger
global sentry_sdk_instance, capture_exception, add_breadcrumb, posthog, slack_app, alerts_channel, traceloopLogger, heliconeLogger, aispendLogger, berrispendLogger, supabaseClient, liteDebuggerClient, llmonitorLogger, promptLayerLogger, langFuseLogger, customLogger, weightsBiasesLogger
try:
for callback in callback_list:
print_verbose(f"callback: {callback}")
@ -1996,6 +2008,8 @@ def set_callbacks(callback_list, function_id=None):
promptLayerLogger = PromptLayerLogger()
elif callback == "langfuse":
langFuseLogger = LangFuseLogger()
elif callback == "wandb":
weightsBiasesLogger = WeightsBiasesLogger()
elif callback == "aispend":
aispendLogger = AISpendLogger()
elif callback == "berrispend":