litellm-mirror/litellm/integrations/litedebugger.py
Krrish Dholakia 198b95d7a0 update docs
2023-08-25 17:02:43 -07:00

166 lines
6.7 KiB
Python

import requests, traceback, json, os
class LiteDebugger:
user_email = None
dashboard_url = None
def __init__(self, email=None):
self.api_url = "https://api.litellm.ai/debugger"
# self.api_url = "http://0.0.0.0:4000/debugger"
self.validate_environment(email)
pass
def validate_environment(self, email):
try:
self.user_email = os.getenv("LITELLM_EMAIL") or email
self.dashboard_url = "https://admin.litellm.ai/" + self.user_email
try:
print(f"\033[92mHere's your LiteLLM Dashboard 👉 \033[94m\033[4m{self.dashboard_url}\033[0m")
except:
print(f"Here's your LiteLLM Dashboard 👉 {self.dashboard_url}")
if self.user_email == None:
raise Exception(
"[Non-Blocking Error] LiteLLMDebugger: Missing LITELLM_EMAIL. Set it in your environment. Eg.: os.environ['LITELLM_EMAIL']= <your_email>"
)
except Exception as e:
raise ValueError(
"[Non-Blocking Error] LiteLLMDebugger: Missing LITELLM_EMAIL. Set it in your environment. Eg.: os.environ['LITELLM_EMAIL']= <your_email>"
)
def input_log_event(
self, model, messages, end_user, litellm_call_id, print_verbose, litellm_params, optional_params
):
try:
print_verbose(
f"LiteLLMDebugger: Logging - Enters input logging function for model {model}"
)
litellm_data_obj = {
"model": model,
"messages": messages,
"end_user": end_user,
"status": "initiated",
"litellm_call_id": litellm_call_id,
"user_email": self.user_email,
"litellm_params": litellm_params,
"optional_params": optional_params
}
response = requests.post(
url=self.api_url,
headers={"content-type": "application/json"},
data=json.dumps(litellm_data_obj),
)
print_verbose(f"LiteDebugger: api response - {response.text}")
except:
print_verbose(
f"[Non-Blocking Error] LiteDebugger: Logging Error - {traceback.format_exc()}"
)
pass
def post_call_log_event(
self, original_response, litellm_call_id, print_verbose
):
try:
litellm_data_obj = {
"status": "received",
"additional_details": {"original_response": original_response},
"litellm_call_id": litellm_call_id,
"user_email": self.user_email,
}
response = requests.post(
url=self.api_url,
headers={"content-type": "application/json"},
data=json.dumps(litellm_data_obj),
)
print_verbose(f"LiteDebugger: api response - {response.text}")
except:
print_verbose(
f"[Non-Blocking Error] LiteDebugger: Logging Error - {traceback.format_exc()}"
)
def log_event(
self,
model,
messages,
end_user,
response_obj,
start_time,
end_time,
litellm_call_id,
print_verbose,
):
try:
print_verbose(
f"LiteLLMDebugger: Logging - Enters handler logging function for model {model}"
)
total_cost = 0 # [TODO] implement cost tracking
response_time = (end_time - start_time).total_seconds()
if "choices" in response_obj:
litellm_data_obj = {
"response_time": response_time,
"model": response_obj["model"],
"total_cost": total_cost,
"messages": messages,
"response": response_obj["choices"][0]["message"]["content"],
"end_user": end_user,
"litellm_call_id": litellm_call_id,
"status": "success",
"user_email": self.user_email,
}
print_verbose(
f"LiteDebugger: Logging - final data object: {litellm_data_obj}"
)
response = requests.post(
url=self.api_url,
headers={"content-type": "application/json"},
data=json.dumps(litellm_data_obj),
)
elif "data" in response_obj and isinstance(response_obj["data"], list) and len(response_obj["data"]) > 0 and "embedding" in response_obj["data"][0]:
print(f"messages: {messages}")
litellm_data_obj = {
"response_time": response_time,
"model": response_obj["model"],
"total_cost": total_cost,
"messages": messages,
"response": str(response_obj["data"][0]["embedding"][:5]),
"end_user": end_user,
"litellm_call_id": litellm_call_id,
"status": "success",
"user_email": self.user_email,
}
print_verbose(
f"LiteDebugger: Logging - final data object: {litellm_data_obj}"
)
response = requests.post(
url=self.api_url,
headers={"content-type": "application/json"},
data=json.dumps(litellm_data_obj),
)
elif "error" in response_obj:
if "Unable to map your input to a model." in response_obj["error"]:
total_cost = 0
litellm_data_obj = {
"response_time": response_time,
"model": response_obj["model"],
"total_cost": total_cost,
"messages": messages,
"error": response_obj["error"],
"end_user": end_user,
"litellm_call_id": litellm_call_id,
"status": "failure",
"user_email": self.user_email,
}
print_verbose(
f"LiteDebugger: Logging - final data object: {litellm_data_obj}"
)
response = requests.post(
url=self.api_url,
headers={"content-type": "application/json"},
data=json.dumps(litellm_data_obj),
)
print_verbose(f"LiteDebugger: api response - {response.text}")
except:
print_verbose(
f"[Non-Blocking Error] LiteDebugger: Logging Error - {traceback.format_exc()}"
)
pass