code: def __call__(
      self,
      args: Sequence[Any],
      kwargs: Dict[str, Any],
      response: Response,
      start_time: float,  # pass to comply with the protocol, but use response["created"] instead
      time_elapsed: float,
  ) -> Optional[Dict[str, Any]]:
      request = kwargs
  
      if not self.define_metrics_called:
          # define metrics on first call
          for key in usage_metric_keys:
              wandb.define_metric(key, step_metric="_timestamp")
          self.define_metrics_called = True
  
      try:
          if response.get("object") == "edit":
              return self._resolve_edit(request, response, time_elapsed)
          elif response.get("object") == "text_completion":
              return self._resolve_completion(
                  request, response, time_elapsed
              )
          elif response.get("object") == "chat.completion":
              return self._resolve_chat_completion(
                  request, response, time_elapsed
              )
          else:
              # todo: properly treat failed requests
              logger.info(
                  f"Unsupported OpenAI response object: {response.get('object')}"
              )
      except Exception as e:
          logger.warning(f"Failed to resolve request/response: {e}")
      return None
  
imports: import datetime
  import io
  import logging
  from dataclasses import asdict, dataclass
  from typing import Any, Dict, List, Optional, Sequence
  import wandb
  from wandb.sdk.data_types import trace_tree
  from wandb.sdk.integration_utils.auto_logging import Response
label_desc: Use image node_id 2 for calling the OpenAIRequestResponseResolver obj's underlying member method code with example usage: obj.__call__(args, kwargs, response, start_time, time_elapsed) and returns: None, self, self, self