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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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def __init__(self): |
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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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litellm_params = kwargs.get("litellm_params", {}) |
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metadata = ( |
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litellm_params.get("metadata", {}) or {} |
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) |
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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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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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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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pass |
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print_verbose(f"\nDynamoDB Logger - Logging payload = {payload}") |
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table = self.dynamodb.Table(self.table_name) |
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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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