Qualcomm AI Engine Direct - Update CLI tool to dump inference performace

[chenweng-quic]

Summary

Update CLI tool to dump inference performance.
This will be used by internal QA to monitor inference speed.

Test plan

python ${EXECUTORCH_ROOT}/backends/qualcomm/tests/test_qnn_delegate.py -k TestUtilsScript.test_cli --model SM8850 --build_folder /local/mnt/workspace/chenweng/executorch/executorch/build-android --artifact et_artifact --device f519f0

cc @cccclai @cbilgin

[pytorch-bot]

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/18085

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❌ 10 New Failures

As of commit 6080fdd with merge base 48bd687 ():

NEW FAILURES - The following jobs have failed:

• Build Presets / linux (llm, linux.arm64.2xlarge, executorch-ubuntu-22.04-gcc11-aarch64) / build (gh)
• Lint / lintrunner (gh)
  Process completed with exit code 1.
• pull / android / build-android (gh)
  The process '/usr/bin/git' failed with exit code 128
• pull / test-mediatek-models-linux / linux-job (gh)
  ##[error]Response status code does not indicate success: 401 (Unauthorized).
• pull / test-models-linux (ic3, xnnpack-quantization-delegation, linux.2xlarge) / linux-job (gh)
  ##[error]Response status code does not indicate success: 401 (Unauthorized).
• pull / test-static-llama-qnn-linux (stories_260k_bc) / linux-job (gh)
  ##[error]Response status code does not indicate success: 401 (Unauthorized).
• pull / test-vulkan-operators-linux / linux-job (gh)
  ##[error]Response status code does not indicate success: 401 (Unauthorized).
• pull / unittest-arm-backend-with-no-deps (test_pytest_models_tosa) / linux-job (gh)
  RuntimeError: Command docker exec -t 1c0c5dda7c2b2e002ee63588ebaf06a00082f66875accf8cb8fbe47da1da2fd4 /exec failed with exit code 1
• pull / unittest-editable / linux / linux-job (gh)
  ##[error]Response status code does not indicate success: 401 (Unauthorized).
• pull / unittest-editable / windows / windows-job (gh)
  ##[error]Response status code does not indicate success: 401 (Unauthorized).

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[digantdesai]

@claude Review the PR