GstInference/Benchmarks: Difference between revisions

Revision as of 15:19, 27 March 2020

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

CPU Usage

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

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Index

Next: Model Zoo

@@ Line 450: / Line 450: @@
 </style>
 <div id="Buttons_Model" style="margin: auto; width: 1300px; height: auto;">
-<button class="button" id="show_inceptionv1">Show InceptionV1 </button>
+<button class="button" id="show_inceptionv1_cpu">Show InceptionV1 </button>
-<button class="button" id="show_inceptionv2">Show InceptionV2 </button>
+<button class="button" id="show_inceptionv2_cpu">Show InceptionV2 </button>
-<button class="button" id="show_inceptionv3">Show InceptionV3 </button>
+<button class="button" id="show_inceptionv3_cpu">Show InceptionV3 </button>
-<button class="button" id="show_inceptionv4">Show InceptionV4 </button>
+<button class="button" id="show_inceptionv4_cpu">Show InceptionV4 </button>
 <button class="button" id="show_tinyyolov2">Show TinyYoloV2 </button>
 <button class="button" id="show_tinyyolov3">Show TinyYoloV3 </button>
@@ Line 626: / Line 626: @@
          /*Select the backend to filter the data to show in the chart*/
-         var show_inceptionv1 = document.getElementById('show_inceptionv1');
+         var show_inceptionv1_cpu = document.getElementById('show_inceptionv1_cpu');
-         show_inceptionv1.onclick = function () {
+         show_inceptionv1_cpu.onclick = function () {
            view.setColumns([0,1,2]);
            view.hideColumns([3,4,5,6,7,8,9,10,11,12]);
            materialChart.draw(view, materialOptions);
          }
-         var show_inceptionv2 = document.getElementById("show_inceptionv2");
+         var show_inceptionv2_cpu = document.getElementById("show_inceptionv2_cpu");
-         show_inceptionv2.onclick = function() {
+         show_inceptionv2_cpu.onclick = function() {
            view.setColumns([0,3,4]);
            view.hideColumns([1,2,5,6,7,8,9,10,11,12]);
            materialChart.draw(view, materialOptions);
          }
-         var show_inceptionv3 = document.getElementById('show_inceptionv3');
+         var show_inceptionv3_cpu = document.getElementById('show_inceptionv3_cpu');
-         show_inceptionv3.onclick = function() {
+         show_inceptionv3_cpu.onclick = function() {
            view.setColumns([0,5,6]);
            view.hideColumns([1,2,3,4,7,8,9,10,11,12]);
            materialChart.draw(view, materialOptions);
          }
-         var show_inceptionv4 = document.getElementById("show_inceptionv4");
+         var show_inceptionv4_cpu = document.getElementById("show_inceptionv4_cpu");
-         show_inceptionv4.onclick = function() {
+         show_inceptionv4_cpu.onclick = function() {
            view.setColumns([0,7,8]);
            view.hideColumns([1,2,3,4,5,6,9,10,11,12]);