# Performance Analysis Using Benchmarking Tools

Source: [https://docs.qualcomm.com/doc/80-63442-4/topic/performance-analysis-using-benchmarking-tools.html](https://docs.qualcomm.com/doc/80-63442-4/topic/performance-analysis-using-benchmarking-tools.html)

Tools included in Qualcomm Neural Processing SDK

Besides prediction accuracy, two other important aspects of creating a model are low
            inference time and low memory consumption. Tools in the Qualcomm® Neural Processing SDK™
            are designed to help developers and machine learning engineers analyze and improve the
            performance of the Deep Learning Container (DLC) file.

Consider the example of a pre-trained DLC file used on the [preceding pages](https://docs.qualcomm.com/doc/80-63442-4/topic/facial-expression-recognition-part-1.html) for facial
            expression recognition. It achieves acceptable levels of accuracy (68 percent).

## DLC Viewer

The [DLC Viewer](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/tools.html#snpe-dlc-viewer) tool provided in the SDK allows
                the engineer to visualize the model and understand its architecture.

    $ snpe-dlc-viewer -iCopy to clipboard

The image below illustrates the sample DLC file in DLC Viewer. Moving the cursor over
                each layer reveals details such as output dimensions, pool size and stride used in
                the model.  
![](data:image/png;base64,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)

## snpe\_bench.py

[snpe_bench.py](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/tools.html#snpe_bench-py) is a python script that uses
                executables and libraries found in the SDK to run a DLC on a target device (Android
                or embedded Linux). The benchmark collects performance metrics about the neural
                network, including inference timing and memory consumption.

The input to the benchmark scripts is a configuration file. As a point of departure,
                the SDK includes a configuration file in JSON format for running the AlexNet model
                created in the SDK. See [Benchmarking](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/benchmarking.html) in the Qualcomm Neural
                Processing Engine SDK Reference Guide for a full description and walkthrough,
                including guidance on creating configuration files ("Create a Run
                Configuration").

snpe\_bench.py works by internally executing [snpe-net-run](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/tools.html#snpe-net-run) n number of times on a
                requested runtime over a specified device. A summary is created from the individual
                "SNPEDiag\_0.log",, "SNPEDiag\_1.log" ..., "SNPEDiag\_n.log" files generated during
                each execution.

For example, the following command runs the benchmark with fer\_model.dlc, configured
                for 51 iterations on an LG G6 mobile device:

    $ python snpe_bench.py -c fer_model.json --profilinglevel detailed -l detailed -aCopy to clipboard

The results are stored as a CSV file, which can also be made available in JSON
                format. The CSV file contains results similar to the example below. (Note that some
                measurements may not be apparent in the CSV file. By default, the profiling level is
                basic; to get all timing information, the profiling level must be detailed.)

When pulled into a spreadsheet application and formatted — including cells and ranges
                colored for clarity — the output resembles the screenshot below.  
![](data:image/png;base64,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)

## Interpreting the results of snpe\_bench.py

1. The excerpt below (cropped for clarity) shows the columns for execution on two
                runtimes: GPU\_ub\_float and CPU. The red-shaded figures show the actual inference
                time of the model, not including any time consumed for tasks such as loading the
                data, calling the API and waiting for a resource.  
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)

Total Inference Time is the total amount of time in microseconds from the entry point
                of snpe-&gt;execute() until it returns.

Forward Propagate Time is the amount of time that an individual runtime (CPU/GPU/DSP)
                takes to run the inference.

2. In the excerpt below, the blue-shaded figures show the actual inference made using
                the requested runtime.  
![](data:image/png;base64,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)

In the configuration file, setting CpuFallback to true ensures that, by default, any
                layers not supported by the respective runtime will be executed on the CPU. However,
                setting it to true is not recommended, because the main objective is to determine
                the inference time of each layer with different runtimes.

3. Note that it is not always the case that the higher processing power of the DSP
                compared to the GPU will result in higher performance of a model. The benchmarking
                report below shows the results of executing on GPU, CPU and DSP a facial expression
                recognition (FER) model built using Keras and converted to DLC format.  
![](data:image/png;base64,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)

In the excerpt below (cropped for clarity), compare the average Total Inference Time
                for GPU to that for DSP.  
![](data:image/png;base64,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)

At first glance, the red-shaded figures suggest that the model runs much faster with
                the DSP runtime (3463 µs) than with the GPU runtime (7200 µs). But it is also
                necessary to account for the time consumed by RPC Execute (acts as a communicator
                between CPU, GPU and DSP), Snpe Accelerator and Accelerator. Those operations amount
                to 6481 µs on DSP and 0 µs on GPU.

For a low number of predictions, therefore, the FER model performs better on GPU than
                on DSP. If the application calls for a high number of predictions that will offset
                the overhead, then it will be worth running the model on DSP.

4. The blue-shaded figures show the individual processing time of each layer on
                different runtimes. Engineers can replace poorly performing layers with similarly
                functioning ones that consume less time.

5. The configuration structure for snpe\_bench.py includes a Measurements parameter
                whose possible values are timing and mem. When set to mem, the output includes
                details of memory utilization by the model. The image below shows the sample memory
                report (modified here for clarity) of an individual iteration of an FER model.  
![](data:image/png;base64,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)

A summary report is also created using the individual memory report and can be seen
                in the results folder after completing the execution.

## snpe-diagview

snpe-diagview generates a report of each iteration — timing information for each
                layer, and the entire forward propagate time — for analysis. The following command
                generates the report:

    $ snpe-diagview --input_logCopy to clipboard

**Parent Topic:** [Vision-based AI Use Cases](https://docs.qualcomm.com/doc/80-63442-4/topic/vision-based-ai-use-cases.html)

Last Published: Jun 24, 2024

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