code: def evaluate_mod(
      hexagon_launcher,
      hexagon_lowered,
      llvm_lowered,
      input_name,
      inp,
      benchmark=False,
  ):
      """Evaluate the Modules against llvm version."""
      with hexagon_launcher.create_session() as session:
          graph_mod = session.get_executor_from_factory(hexagon_lowered)
          graph_mod.set_input(input_name, inp.copy())
          graph_mod.run()
          output = graph_mod.get_output(0).numpy()
  
          llvm_graph_mod = tvm.contrib.graph_executor.GraphModule(
              llvm_lowered["default"](tvm.cpu(0))
          )
          llvm_graph_mod.set_input(input_name, inp.copy())
          llvm_graph_mod.run()
          ref_result = llvm_graph_mod.get_output(0).numpy()
  
          if benchmark:
              time_ms = (
                  graph_mod.benchmark(
                      session.device, number=1, repeat=1
                  ).mean
                  * 1e3
              )
              print("hexagon time elapsed: ", time_ms)
              debug_ex = session.get_graph_debug_executor(
                  hexagon_lowered.get_graph_json(), hexagon_lowered.lib
              )
              print(debug_ex.profile(input_name=inp.copy()))
  
          np.testing.assert_allclose(
              ref_result, output, atol=1e-4, rtol=1e-5
          )
  
imports: import os
  import tempfile
  from types import MappingProxyType
  from typing import Any, Mapping, Optional
  import numpy
  import pytest
  import tvm
  import tvm.testing
  from tvm import meta_schedule
  from tvm import relay
  from tvm._ffi import register_func
  from tvm.contrib.hexagon.meta_schedule import get_hexagon_local_builder, get_hexagon_rpc_runner
  from tvm.meta_schedule import postproc, schedule_rule
  from tvm.meta_schedule.utils import cpu_count
  from tvm.tir.schedule import BlockRV, Schedule
  from tvm.tir.schedule.analysis import has_block
  from tvm.tir.tensor_intrin.hexagon import VRMPY_u8i8i32_INTRIN, VRMPY_u8u8i32_INTRIN, VRMPY_u8i8i32_VTCM_INTRIN
  from ..infrastructure import get_hexagon_target
label_desc: Use image node_id 4 for calling a global function with example usage: evaluate_mod(hexagon_launcher, hexagon_lowered, llvm_lowered, input_name, inp, benchmark) without return types