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import datetime |
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import litellm |
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class AthinaLogger: |
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def __init__(self): |
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import os |
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self.athina_api_key = os.getenv("ATHINA_API_KEY") |
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self.headers = { |
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"athina-api-key": self.athina_api_key, |
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"Content-Type": "application/json", |
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} |
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self.athina_logging_url = os.getenv("ATHINA_BASE_URL", "https://log.athina.ai") + "/api/v1/log/inference" |
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self.additional_keys = [ |
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"environment", |
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"prompt_slug", |
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"customer_id", |
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"customer_user_id", |
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"session_id", |
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"external_reference_id", |
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"context", |
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"expected_response", |
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"user_query", |
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] |
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def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose): |
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import json |
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import traceback |
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try: |
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is_stream = kwargs.get("stream", False) |
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if is_stream: |
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if "complete_streaming_response" in kwargs: |
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completion_response = kwargs["complete_streaming_response"] |
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response_json = ( |
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completion_response.model_dump() if completion_response else {} |
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) |
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else: |
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return |
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else: |
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response_json = response_obj.model_dump() if response_obj else {} |
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data = { |
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"language_model_id": kwargs.get("model"), |
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"request": kwargs, |
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"response": response_json, |
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"prompt_tokens": response_json.get("usage", {}).get("prompt_tokens"), |
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"completion_tokens": response_json.get("usage", {}).get( |
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"completion_tokens" |
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), |
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"total_tokens": response_json.get("usage", {}).get("total_tokens"), |
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} |
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if ( |
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type(end_time) is datetime.datetime |
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and type(start_time) is datetime.datetime |
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): |
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data["response_time"] = int( |
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(end_time - start_time).total_seconds() * 1000 |
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) |
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if "messages" in kwargs: |
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data["prompt"] = kwargs.get("messages", None) |
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optional_params = kwargs.get("optional_params", {}) |
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data.update( |
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(k, v) |
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for k, v in optional_params.items() |
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if k in ["tools", "functions"] |
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) |
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metadata = kwargs.get("litellm_params", {}).get("metadata", {}) |
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if metadata: |
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for key in self.additional_keys: |
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if key in metadata: |
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data[key] = metadata[key] |
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response = litellm.module_level_client.post( |
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self.athina_logging_url, |
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headers=self.headers, |
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data=json.dumps(data, default=str), |
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) |
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if response.status_code != 200: |
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print_verbose( |
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f"Athina Logger Error - {response.text}, {response.status_code}" |
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) |
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else: |
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print_verbose(f"Athina Logger Succeeded - {response.text}") |
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except Exception as e: |
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print_verbose( |
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f"Athina Logger Error - {e}, Stack trace: {traceback.format_exc()}" |
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) |
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pass |
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