code: def test_profiler_invalid_table_kwargs(tmpdir):
      """Test if passing invalid keyword arguments raise expected error."""
  
      for key in {"row_limit", "sort_by"}:
          with pytest.raises(
              KeyError,
              match=f"Found invalid table_kwargs key: {key}. This is already a positional argument of the Profiler.",
          ):
              PyTorchProfiler(
                  table_kwargs={key: None},
                  dirpath=tmpdir,
                  filename="profile",
              )
  
      for key in {"self", "non_existent_keyword_arg"}:
          with pytest.raises(KeyError) as exc_info:
              PyTorchProfiler(
                  table_kwargs={key: None},
                  dirpath=tmpdir,
                  filename="profile",
              )
          assert exc_info.value.args[0].startswith(
              f"Found invalid table_kwargs key: {key}."
          )
  
imports: import logging
  import os
  import platform
  import time
  from copy import deepcopy
  from unittest.mock import patch
  import numpy
  import pytest
  import torch
  from lightning.pytorch import Callback, Trainer
  from lightning.pytorch.callbacks import EarlyStopping, StochasticWeightAveraging
  from lightning.pytorch.demos.boring_classes import BoringModel, ManualOptimBoringModel
  from lightning.pytorch.loggers import CSVLogger, TensorBoardLogger
  from lightning.pytorch.profilers import AdvancedProfiler, PassThroughProfiler, PyTorchProfiler, SimpleProfiler
  from lightning.pytorch.profilers.pytorch import _KINETO_AVAILABLE, RegisterRecordFunction, warning_cache
  from lightning.pytorch.utilities.exceptions import MisconfigurationException
  from tests_pytorch.helpers.runif import RunIf
label_desc: Use image node_id 36 for calling a global function with example usage: test_profiler_invalid_table_kwargs(tmpdir) without return types