Add Profiling tools for Onnx Engine

[dhrubo-os]

Description

DJL has profiler support for MXNet and PyTorch [REF]. I would like to request to extend this profiler support for ONNX engine also.

References

• https://djl.ai/docs/development/profiler.html
• https://onnxruntime.ai/docs/performance/tune-performance/profiling-tools.html#in-code-performance-profiling

[frankfliu]

You can enable onnxruntime profiler using the following code:

            Path modelDir = Paths.get("YOUR_MODEL_DIR");
            Model model = Model.newInstance("my_model");
            OrtSession.SessionOptions ortOptions = new OrtSession.SessionOptions();
            ortOptions.enableProfiling("out.txt");
            Map<String, Object> options = new ConcurrentHashMap<>();
            options.put("sessionOptions", ortOptions);
            model.load(modelDir, "mymodel.onnx", options);

[frankfliu]

See: #2472

With this PR, you can enable profiler in a more elegant way:

Criteria<Image, Classifications> criteria =
        Criteria.builder()
            .optOption("profilerOutput", "build/testOrtProfiling")
            ...
            .build()