code: def resolve_agent_config(  # noqa: C901
      entity: Optional[str],
      project: Optional[str],
      max_jobs: Optional[int],
      queues: Optional[Tuple[str]],
      config: Optional[str],
  ) -> Tuple[Dict[str, Any], Api]:
      """Resolve the agent config.
  
      Arguments:
          api (Api): The api.
          entity (str): The entity.
          project (str): The project.
          max_jobs (int): The max number of jobs.
          queues (Tuple[str]): The queues.
          config (str): The config.
  
      Returns:
          Tuple[Dict[str, Any], Api]: The resolved config and api.
      """
      defaults = {
          "project": LAUNCH_DEFAULT_PROJECT,
          "max_jobs": 1,
          "max_schedulers": 1,
          "queues": [],
          "registry": {},
          "builder": {},
      }
      user_set_project = False
      resolved_config: Dict[str, Any] = defaults
      config_path = config or os.path.expanduser(LAUNCH_CONFIG_FILE)
      if os.path.isfile(config_path):
          launch_config = {}
          with open(config_path) as f:
              try:
                  launch_config = yaml.safe_load(f)
                  # This is considered unreachable by mypy, but it's not.
                  if launch_config is None:
                      launch_config = {}  # type: ignore
              except yaml.YAMLError as e:
                  raise LaunchError(f"Invalid launch agent config: {e}")
          if launch_config.get("project") is not None:
              user_set_project = True
          resolved_config.update(launch_config.items())
      elif config is not None:
          raise LaunchError(
              f"Could not find use specified launch config file: {config_path}"
          )
      if os.environ.get("WANDB_PROJECT") is not None:
          resolved_config.update(
              {"project": os.environ.get("WANDB_PROJECT")}
          )
          user_set_project = True
      if os.environ.get("WANDB_ENTITY") is not None:
          resolved_config.update(
              {"entity": os.environ.get("WANDB_ENTITY")}
          )
      if os.environ.get("WANDB_LAUNCH_MAX_JOBS") is not None:
          resolved_config.update(
              {
                  "max_jobs": int(
                      os.environ.get("WANDB_LAUNCH_MAX_JOBS", 1)
                  )
              }
          )
  
      if project is not None:
          resolved_config.update({"project": project})
          user_set_project = True
      if entity is not None:
          resolved_config.update({"entity": entity})
      if max_jobs is not None:
          resolved_config.update({"max_jobs": int(max_jobs)})
      if queues:
          resolved_config.update({"queues": list(queues)})
      # queue -> queues
      if resolved_config.get("queue"):
          if isinstance(resolved_config.get("queue"), str):
              resolved_config["queues"].append(resolved_config["queue"])
          else:
              raise LaunchError(
                  f"Invalid launch agent config for key 'queue' with type: {type(resolved_config.get('queue'))}"
                  + " (expected str). Specify multiple queues with the 'queues' key"
              )
  
      keys = ["project", "entity"]
      settings = {
          k: resolved_config.get(k)
          for k in keys
          if resolved_config.get(k) is not None
      }
  
      api = Api(default_settings=settings)
  
      if resolved_config.get("entity") is None:
          resolved_config.update({"entity": api.default_entity})
      if user_set_project:
          wandb.termwarn(
              "Specifying a project for the launch agent is deprecated. Please use queues found in the Launch application at https://wandb.ai/launch."
          )
  
      return resolved_config, api
  
imports: import asyncio
  import logging
  import os
  import sys
  from typing import Any, Dict, List, Optional, Tuple
  import yaml
  import wandb
  from wandb.apis.internal import Api
  from .None import loader
  from ._project_spec import create_project_from_spec, fetch_and_validate_project
  from .agent import LaunchAgent
  from .builder.build import construct_agent_configs
  from .environment.local_environment import LocalEnvironment
  from .errors import ExecutionError, LaunchError
  from .runner.abstract import AbstractRun
  from .utils import LAUNCH_CONFIG_FILE, LAUNCH_DEFAULT_PROJECT, PROJECT_SYNCHRONOUS, construct_launch_spec, validate_launch_spec_source
label_desc: Use image node_id 2 for calling a global function with example usage: resolve_agent_config(entity, project, max_jobs, queues, config) and returns: resolved_config,  api