structure saas with tools
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#### What this does ####
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# On success + failure, log events to Supabase
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import os
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import traceback
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import uuid
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from typing import Any
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import litellm
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class DyanmoDBLogger:
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# Class variables or attributes
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def __init__(self):
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# Instance variables
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import boto3
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self.dynamodb: Any = boto3.resource(
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"dynamodb", region_name=os.environ["AWS_REGION_NAME"]
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)
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if litellm.dynamodb_table_name is None:
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raise ValueError(
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"LiteLLM Error, trying to use DynamoDB but not table name passed. Create a table and set `litellm.dynamodb_table_name=<your-table>`"
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)
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self.table_name = litellm.dynamodb_table_name
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async def _async_log_event(
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self, kwargs, response_obj, start_time, end_time, print_verbose
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):
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self.log_event(kwargs, response_obj, start_time, end_time, print_verbose)
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def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose):
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try:
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print_verbose(
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f"DynamoDB Logging - Enters logging function for model {kwargs}"
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)
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# construct payload to send to DynamoDB
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# follows the same params as langfuse.py
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litellm_params = kwargs.get("litellm_params", {})
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metadata = (
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litellm_params.get("metadata", {}) or {}
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) # if litellm_params['metadata'] == None
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messages = kwargs.get("messages")
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optional_params = kwargs.get("optional_params", {})
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call_type = kwargs.get("call_type", "litellm.completion")
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usage = response_obj["usage"]
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id = response_obj.get("id", str(uuid.uuid4()))
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# Build the initial payload
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payload = {
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"id": id,
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"call_type": call_type,
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"startTime": start_time,
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"endTime": end_time,
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"model": kwargs.get("model", ""),
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"user": kwargs.get("user", ""),
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"modelParameters": optional_params,
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"messages": messages,
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"response": response_obj,
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"usage": usage,
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"metadata": metadata,
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}
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# Ensure everything in the payload is converted to str
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for key, value in payload.items():
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try:
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payload[key] = str(value)
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except Exception:
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# non blocking if it can't cast to a str
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pass
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print_verbose(f"\nDynamoDB Logger - Logging payload = {payload}")
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# put data in dyanmo DB
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table = self.dynamodb.Table(self.table_name)
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# Assuming log_data is a dictionary with log information
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response = table.put_item(Item=payload)
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print_verbose(f"Response from DynamoDB:{str(response)}")
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print_verbose(
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f"DynamoDB Layer Logging - final response object: {response_obj}"
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)
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return response
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except Exception:
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print_verbose(f"DynamoDB Layer Error - {traceback.format_exc()}")
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pass
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