GstInference/Benchmarks: Difference between revisions

From RidgeRun Developer Wiki
Line 310: Line 310:
         };
         };


         var materialChart = new google.charts.Bar(chartDiv);
         var materialChart_fps = new google.charts.Bar(chartDiv);
         var materialChart1 = new google.charts.Bar(chartDiv1);
         var materialChart1_fps = new google.charts.Bar(chartDiv1);
         var materialChart2 = new google.charts.Bar(chartDiv2);
         var materialChart2_fps = new google.charts.Bar(chartDiv2);
         view = new google.visualization.DataView(table_backend_platform_fps);
         view_fps = new google.visualization.DataView(table_backend_platform_fps);
         view1 = new google.visualization.DataView(table_model_platform);
         view1_fps = new google.visualization.DataView(table_model_platform);
         view2 = new google.visualization.DataView(table_model_backend);
         view2_fps = new google.visualization.DataView(table_model_backend);


         function drawMaterialChart() {
         function drawMaterialChart() {
           var materialChart = new google.charts.Bar(chartDiv);
           var materialChart_fps = new google.charts.Bar(chartDiv);
           var materialChart1 = new google.charts.Bar(chartDiv1);
           var materialChart1_fps = new google.charts.Bar(chartDiv1);
           var materialChart2 = new google.charts.Bar(chartDiv2);
           var materialChart2_fps = new google.charts.Bar(chartDiv2);
           materialChart.draw(table_backend_platform_fps, google.charts.Bar.convertOptions(materialOptions));
           materialChart_fps.draw(table_backend_platform_fps, google.charts.Bar.convertOptions(materialOptions));
           materialChart1.draw(table_model_platform, google.charts.Bar.convertOptions(materialOptions1));
           materialChart1_fps.draw(table_model_platform, google.charts.Bar.convertOptions(materialOptions1));
           materialChart2.draw(table_model_backend, google.charts.Bar.convertOptions(materialOptions2));
           materialChart2_fps.draw(table_model_backend, google.charts.Bar.convertOptions(materialOptions2));
           init_charts();
           init_charts();
         }
         }
         function init_charts(){
         function init_charts(){
           view.setColumns([0,1,2]);
           view_fps.setColumns([0,1,2]);
           view.hideColumns([3,4,5,6,7,8,9,10,11,12]);
           view_fps.hideColumns([3,4,5,6,7,8,9,10,11,12]);
           materialChart.draw(view, materialOptions);
           materialChart_fps.draw(view_fps, materialOptions);
           view1.setColumns([0,1,2,3,4,5,6]);
           view1_fps.setColumns([0,1,2,3,4,5,6]);
           view1.hideColumns([7,8,9,10,11,12]);
           view1_fps.hideColumns([7,8,9,10,11,12]);
           materialChart1.draw(view1, materialOptions1);
           materialChart1_fps.draw(view1_fps, materialOptions1);
           view2.setColumns([0,1,7]);
           view2_fps.setColumns([0,1,7]);
           view2.hideColumns([2,3,4,5,6,8,9,10,11,12]);
           view2_fps.hideColumns([2,3,4,5,6,8,9,10,11,12]);
           materialChart2.draw(view2, materialOptions2);
           materialChart2_fps.draw(view2_fps, materialOptions2);


         }
         }
Line 343: Line 343:
         var show_inceptionv1 = document.getElementById('show_inceptionv1');
         var show_inceptionv1 = document.getElementById('show_inceptionv1');
         show_inceptionv1.onclick = function () {
         show_inceptionv1.onclick = function () {
           view.setColumns([0,1,2]);
           view_fps.setColumns([0,1,2]);
           view.hideColumns([3,4,5,6,7,8,9,10,11,12]);
           view_fps.hideColumns([3,4,5,6,7,8,9,10,11,12]);
           materialChart.draw(view, materialOptions);
           materialChart_fps.draw(view_fps, materialOptions);
         }
         }
         var show_inceptionv2 = document.getElementById("show_inceptionv2");
         var show_inceptionv2 = document.getElementById("show_inceptionv2");
         show_inceptionv2.onclick = function() {
         show_inceptionv2.onclick = function() {
           view.setColumns([0,3,4]);
           view_fps.setColumns([0,3,4]);
           view.hideColumns([1,2,5,6,7,8,9,10,11,12]);
           view_fps.hideColumns([1,2,5,6,7,8,9,10,11,12]);
           materialChart.draw(view, materialOptions);
           materialChart_fps.draw(view_fps, materialOptions);
         }
         }
         var show_inceptionv3 = document.getElementById('show_inceptionv3');
         var show_inceptionv3 = document.getElementById('show_inceptionv3');
         show_inceptionv3.onclick = function() {
         show_inceptionv3.onclick = function() {
           view.setColumns([0,5,6]);
           view_fps.setColumns([0,5,6]);
           view.hideColumns([1,2,3,4,7,8,9,10,11,12]);
           view_fps.hideColumns([1,2,3,4,7,8,9,10,11,12]);
           materialChart.draw(view, materialOptions);
           materialChart_fps.draw(view_fps, materialOptions);
         }
         }
         var show_inceptionv4 = document.getElementById("show_inceptionv4");
         var show_inceptionv4 = document.getElementById("show_inceptionv4");
         show_inceptionv4.onclick = function() {
         show_inceptionv4.onclick = function() {
           view.setColumns([0,7,8]);
           view_fps.setColumns([0,7,8]);
           view.hideColumns([1,2,3,4,5,6,9,10,11,12]);
           view_fps.hideColumns([1,2,3,4,5,6,9,10,11,12]);
           materialChart.draw(view, materialOptions);
           materialChart_fps.draw(view_fps, materialOptions);
         }
         }
         var show_tinyyolov2 = document.getElementById("show_tinyyolov2");
         var show_tinyyolov2 = document.getElementById("show_tinyyolov2");
         show_tinyyolov2.onclick = function() {
         show_tinyyolov2.onclick = function() {
           view.setColumns([0,9,10]);
           view_fps.setColumns([0,9,10]);
           view.hideColumns([1,2,3,4,5,6,7,8,11,12]);
           view_fps.hideColumns([1,2,3,4,5,6,7,8,11,12]);
           materialChart.draw(view, materialOptions);
           materialChart_fps.draw(view_fps, materialOptions);
         }
         }
         var show_tinyyolov3 = document.getElementById("show_tinyyolov3");
         var show_tinyyolov3 = document.getElementById("show_tinyyolov3");
         show_tinyyolov3.onclick = function() {
         show_tinyyolov3.onclick = function() {
           view.setColumns([0,11,12]);
           view_fps.setColumns([0,11,12]);
           view.hideColumns([1,2,3,4,5,6,7,8,9,10]);
           view_fps.hideColumns([1,2,3,4,5,6,7,8,9,10]);
           materialChart.draw(view, materialOptions);
           materialChart_fps.draw(view_fps, materialOptions);
         }
         }
         /*Select the backend to filter the data to show in the chart*/
         /*Select the backend to filter the data to show in the chart*/
         var button = document.getElementById('show_tensorflow');
         var button = document.getElementById('show_tensorflow');
         button.onclick = function() {
         button.onclick = function() {
           view1.setColumns([0,1,2,3,4,5,6]);
           view1_fps.setColumns([0,1,2,3,4,5,6]);
           view1.hideColumns([7,8,9,10,11,12]);
           view1_fps.hideColumns([7,8,9,10,11,12]);
           materialChart1.draw(view1, materialOptions1);
           materialChart1_fps.draw(view1_fps, materialOptions1);
         }
         }
         var showFPS_only = document.getElementById("show_tflite");
         var showFPS_only = document.getElementById("show_tflite");
         showFPS_only.onclick = function() {
         showFPS_only.onclick = function() {
           view1.setColumns([0,7,8,9,10,11,12]);
           view1_fps.setColumns([0,7,8,9,10,11,12]);
           view1.hideColumns([1,2,3,4,5,6]);
           view1_fps.hideColumns([1,2,3,4,5,6]);
           materialChart1.draw(view1, materialOptions1);
           materialChart1_fps.draw(view1_fps, materialOptions1);
         }
         }
         /*Select the Platform to filter the data to show in the chart*/
         /*Select the Platform to filter the data to show in the chart*/
         var show_x86 = document.getElementById('show_x86');
         var show_x86 = document.getElementById('show_x86');
         show_x86.onclick = function() {
         show_x86.onclick = function() {
           view2.setColumns([0,1,7]);
           view2_fps.setColumns([0,1,7]);
           view2.hideColumns([2,3,4,5,6,8,9,10,11,12]);
           view2_fps.hideColumns([2,3,4,5,6,8,9,10,11,12]);
           materialChart2.draw(view2, materialOptions2);
           materialChart2_fps.draw(view2_fps, materialOptions2);
         }
         }
         var show_x86_gpu = document.getElementById("show_x86_gpu");
         var show_x86_gpu = document.getElementById("show_x86_gpu");
         show_x86_gpu.onclick = function() {
         show_x86_gpu.onclick = function() {
           view2.setColumns([0,2,8]);
           view2_fps.setColumns([0,2,8]);
           view2.hideColumns([1,3,4,5,6,7,9,10,11,12]);
           view2_fps.hideColumns([1,3,4,5,6,7,9,10,11,12]);
           materialChart2.draw(view2, materialOptions2);
           materialChart2_fps.draw(view2_fps, materialOptions2);
         }
         }
         var show_tx2 = document.getElementById('show_tx2');
         var show_tx2 = document.getElementById('show_tx2');
         show_tx2.onclick = function() {
         show_tx2.onclick = function() {
           view2.setColumns([0,3,9]);
           view2_fps.setColumns([0,3,9]);
           view2.hideColumns([1,2,4,5,6,7,8,10,11,12]);
           view2_fps.hideColumns([1,2,4,5,6,7,8,10,11,12]);
           materialChart2.draw(view2, materialOptions2);
           materialChart2_fps.draw(view2_fps, materialOptions2);
         }
         }
         var show_tx2_gpu = document.getElementById("show_tx2_gpu");
         var show_tx2_gpu = document.getElementById("show_tx2_gpu");
         show_tx2_gpu.onclick = function() {
         show_tx2_gpu.onclick = function() {
           view2.setColumns([0,4,10]);
           view2_fps.setColumns([0,4,10]);
           view2.hideColumns([1,2,3,5,6,7,8,9,11,12]);
           view2_fps.hideColumns([1,2,3,5,6,7,8,9,11,12]);
           materialChart2.draw(view2, materialOptions2);
           materialChart2_fps.draw(view2_fps, materialOptions2);
         }
         }
         var show_coral = document.getElementById('show_coral');
         var show_coral = document.getElementById('show_coral');
         show_coral.onclick = function() {
         show_coral.onclick = function() {
           view2.setColumns([0,5,11]);
           view2_fps.setColumns([0,5,11]);
           view2.hideColumns([1,2,3,4,6,7,8,9,10,12]);
           view2_fps.hideColumns([1,2,3,4,6,7,8,9,10,12]);
           materialChart2.draw(view2, materialOptions2);
           materialChart2_fps.draw(view2_fps, materialOptions2);
         }
         }
         var show_coral_tpu = document.getElementById("show_coral_tpu");
         var show_coral_tpu = document.getElementById("show_coral_tpu");
         show_coral_tpu.onclick = function() {
         show_coral_tpu.onclick = function() {
           view2.setColumns([0,6,12]);
           view2_fps.setColumns([0,6,12]);
           view2.hideColumns([1,2,3,4,5,7,8,9,10,11]);
           view2_fps.hideColumns([1,2,3,4,5,7,8,9,10,11]);
           materialChart2.draw(view2, materialOptions2);
           materialChart2_fps.draw(view2_fps, materialOptions2);
         }
         }


Revision as of 14:46, 6 April 2020




Previous: Example Applications/DispTec Index Next: Model Zoo


GstInference
GstInference
Introduction
Getting started
Supported architectures

InceptionV1

InceptionV3

YoloV2

AlexNet
Supported backends

Caffe

Metadata and Signals
Overlay Elements
Utils Elements
Legacy pipelines
Example pipelines
Example applications
Benchmarks
Model Zoo
Project Status
Contact Us

Coral from Google



GstInference Benchmarks

The following benchmarks were run with a source video (1920x1080@60). With the following base GStreamer pipeline, and environment variables: 

$ VIDEO_FILE='video.mp4'
$ MODEL_LOCATION='graph_inceptionv1_tensorflow.pb'
$ INPUT_LAYER='input'
$ OUTPUT_LAYER='InceptionV1/Logits/Predictions/Reshape_1'

The environment variables were changed accordingly with the used model (Inception V1,V2,V3 or V4) 

GST_DEBUG=inception1:1 gst-launch-1.0 filesrc location=$VIDEO_FILE ! decodebin ! videoconvert ! videoscale ! queue ! net.sink_model inceptionv1 name=net model-location=$MODEL_LOCATION backend=tensorflow backend::input-layer=$INPUT_LAYER  backend::output-layer=$OUTPUT_LAYER net.src_model ! perf ! fakesink -v

The Desktop PC had the following specifications:

  • Intel(R) Core(TM) i7-3770 CPU @ 3.40GHz
  • 8 GB RAM
  • Cedar [Radeon HD 5000/6000/7350/8350 Series]
  • Linux 4.15.0-54-generic x86_64 (Ubuntu 16.04)

The Jetson Xavier power modes used were 2 and 6 (more information: Supported Modes and Power Efficiency)

  • View current power mode:
$ sudo /usr/sbin/nvpmodel -q
  • Change current power mode:
sudo /usr/sbin/nvpmodel -m x

Where x is the power mode ID (e.g. 0, 1, 2, 3, 4, 5, 6).

Summary

Desktop PC CPU Library
Model Framerate CPU Usage
Inception V1 11.89 48
Inception V2 10.33 65
Inception V3 5.41 90
Inception V4 3.81 94
Jetson Xavier (15W) CPU Library GPU Library
Model Framerate CPU Usage Framerate CPU Usage
Inception V1 8.24 86 52.3 43
Inception V2 6.58 88 39.6 42
Inception V3 2.54 92 17.8 25
Inception V4 1.22 94 9.4 20
Jetson Xavier (30W) CPU Library GPU Library
Model Framerate CPU Usage Framerate CPU Usage
Inception V1 6.41 93 66.27 72
Inception V2 5.11 95 50.59 62
Inception V3 1.96 98 22.95 44
Inception V4 0.98 99 12.14 32

Framerate

thumb
thumb

CPU Usage

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thumb

TensorFlow Lite Benchmarks

FPS measurement







CPU usage measurement







Test benchmark video

The following video was used to perform the benchmark tests.
To download the video press right click on the video and select 'Save video as' and save this in your computer.

Test benchmark video


Previous: Example Applications/DispTec Index Next: Model Zoo



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