Run results for: (ColorfulCakeChen) CNN NeuralNet (7a14a93d6a6fb3d37102b348f9c761548ee84d4e) 188

Run details:

User agent: Mozilla/5.0 (Linux; Android 11; moto e40) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/104.0.0.0 Mobile Safari/537.36

Browser: Chrome Mobile 104

Operating system: Android

Device Platform: Mobile

Date tested: 2 years ago

Test name	Executions per second
Async wait for init (CPU)	289289.2 Ops/sec
(WASM) ShuffleNetV2_byPointwise21	2.5 Ops/sec
(WASM) ShuffleNetV2	3.0 Ops/sec
(WASM) MobileNetV2	1.3 Ops/sec
(WASM) MobileNetV2_Thin	2.2 Ops/sec
(WASM) MobileNetV1_padValid	4.2 Ops/sec
(WASM) MobileNetV1	2.3 Ops/sec
Async wait for init (WASM)	760796.8 Ops/sec
(WebGL) ShuffleNetV2_byMobileNetV1_padValid	18.2 Ops/sec
(WebGL) ShuffleNetV2_byMobileNetV1	16.7 Ops/sec
(WebGL) ShuffleNetV2_byPointwise21	10.2 Ops/sec
(WebGL) ShuffleNetV2	12.0 Ops/sec
(WASM) ShuffleNetV2_byMobileNetV1	2.3 Ops/sec
(WebGL) MobileNetV2	16.0 Ops/sec
(WebGL) MobileNetV1_padValid	18.3 Ops/sec
(WebGL) MobileNetV1	14.7 Ops/sec
Async wait for init (WebGL)	768123.9 Ops/sec
(CPU) ShuffleNetV2_byMobileNetV1_padValid	4.3 Ops/sec
(CPU) ShuffleNetV2_byMobileNetV1	2.3 Ops/sec
(CPU) ShuffleNetV2_byPointwise21	2.5 Ops/sec
(CPU) ShuffleNetV2	3.0 Ops/sec
(CPU) MobileNetV2	1.3 Ops/sec
(CPU) MobileNetV2_Thin	2.3 Ops/sec
(CPU) MobileNetV1_padValid	4.5 Ops/sec
(CPU) MobileNetV1	2.6 Ops/sec
(WebGL) MobileNetV2_Thin	16.2 Ops/sec
(WASM) ShuffleNetV2_byMobileNetV1_padValid	4.2 Ops/sec

HTML Preparation code:

<script src="https://cdn.jsdelivr.net/npm/@tensorflow/tfjs@4.8.0/dist/tf.min.js"></script>
<script src="https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm/dist/tf-backend-wasm.js"></script>

Script Preparation code:

globalThis.backendName_testing = undefined;
globalThis.jsPerf_Module = undefined;
globalThis.testCorrectnessIterator = undefined;

async function init( backendName ) {
  if ( !globalThis.jsPerf_Module ) {
    console.log( "import jsPerf_NeuralNet..." );
    globalThis.jsPerf_Module = await import(
      "https://cdn.jsdelivr.net/gh/colorfulcakechen/query-submit-canvas@7a14a93d6a6fb3d37102b348f9c761548ee84d4e/CNN/jsPerf/jsPerf_NeuralNet.js" );
  }

  if ( backendName_testing != backendName ) {
    console.log( `Change backend to "${backendName}"...` );
    globalThis.backendName_testing = backendName;

    globalThis.jsPerf_Module.disposeResources();

    await tf.ready();
    await tf.setBackend( backendName );

    globalThis.jsPerf_Module.init();
  	globalThis.testCorrectnessIterator = jsPerf_Module.testCorrectness();
  }

  if ( !globalThis.testCorrectnessIterator )
    return true;

  let testCorrectnessYield = globalThis.testCorrectnessIterator.next();
  if ( testCorrectnessYield.done ) {
    console.log( `${backendName}, initialization done.` );
    globalThis.testCorrectnessIterator = null;
    return true;
  } else {
	return false;
  }
}

Tests:

Async wait for init (CPU)
if ( ( globalThis.initPromiseWASM ) && ( globalThis.initPromiseWebGL ) && ( globalThis.initPromiseCPU ) ) { // For benchmark re-run. globalThis.initPromiseWASM = globalThis.initPromiseWebGL = globalThis.initPromiseCPU = null; } //const backendName = "wasm"; const backendName = "webgl"; //const backendName = "cpu"; if ( !globalThis.initPromiseCPU ) { globalThis.initPromiseCPU = init( backendName ); } else { globalThis.initPromiseCPU.then( ( done ) => { if ( !done ) { globalThis.initPromiseCPU = init( backendName ); } else { } }); }
(CPU) MobileNetV1
globalThis.testSet_72x128x4.testNeuralNet_ByName( "MobileNetV1" );
(CPU) MobileNetV1_padValid
globalThis.testSet_72x128x4.testNeuralNet_ByName( "MobileNetV1_padValid" );
(CPU) MobileNetV2_Thin
globalThis.testSet_72x128x4.testNeuralNet_ByName( "MobileNetV2_Thin" );
(CPU) MobileNetV2
globalThis.testSet_72x128x4.testNeuralNet_ByName( "MobileNetV2" );
(CPU) ShuffleNetV2
globalThis.testSet_72x128x4.testNeuralNet_ByName( "ShuffleNetV2" );
(CPU) ShuffleNetV2_byPointwise21
globalThis.testSet_72x128x4.testNeuralNet_ByName( "ShuffleNetV2_byPointwise21" );
(CPU) ShuffleNetV2_byMobileNetV1
globalThis.testSet_72x128x4.testNeuralNet_ByName( "ShuffleNetV2_byMobileNetV1" );
(CPU) ShuffleNetV2_byMobileNetV1_padValid
globalThis.testSet_72x128x4.testNeuralNet_ByName( "ShuffleNetV2_byMobileNetV1_padValid" );
Async wait for init (WebGL)
//const backendName = "webgl"; const backendName = "cpu"; if ( !globalThis.initPromiseWebGL ) { globalThis.initPromiseWebGL = init( backendName ); } else { globalThis.initPromiseWebGL.then( ( done ) => { if ( !done ) { globalThis.initPromiseWebGL = init( backendName ); } else { } }); }
(WebGL) MobileNetV1
globalThis.testSet_72x128x4.testNeuralNet_ByName( "MobileNetV1" );
(WebGL) MobileNetV1_padValid
globalThis.testSet_72x128x4.testNeuralNet_ByName( "MobileNetV1_padValid" );
(WebGL) MobileNetV2_Thin
globalThis.testSet_72x128x4.testNeuralNet_ByName( "MobileNetV2_Thin" );
(WebGL) MobileNetV2
globalThis.testSet_72x128x4.testNeuralNet_ByName( "MobileNetV2" );
(WebGL) ShuffleNetV2
globalThis.testSet_72x128x4.testNeuralNet_ByName( "ShuffleNetV2" );
(WebGL) ShuffleNetV2_byPointwise21
globalThis.testSet_72x128x4.testNeuralNet_ByName( "ShuffleNetV2_byPointwise21" );
(WebGL) ShuffleNetV2_byMobileNetV1
globalThis.testSet_72x128x4.testNeuralNet_ByName( "ShuffleNetV2_byMobileNetV1" );
(WebGL) ShuffleNetV2_byMobileNetV1_padValid
globalThis.testSet_72x128x4.testNeuralNet_ByName( "ShuffleNetV2_byMobileNetV1_padValid" );
Async wait for init (WASM)
//const backendName = "wasm"; const backendName = "cpu"; if ( !globalThis.initPromiseWASM ) { globalThis.initPromiseWASM = init( backendName ); } else { globalThis.initPromiseWASM.then( ( done ) => { if ( !done ) { globalThis.initPromiseWASM = init( backendName ); } else { } }); }
(WASM) MobileNetV1
globalThis.testSet_72x128x4.testNeuralNet_ByName( "MobileNetV1" );
(WASM) MobileNetV1_padValid
globalThis.testSet_72x128x4.testNeuralNet_ByName( "MobileNetV1_padValid" );
(WASM) MobileNetV2_Thin
globalThis.testSet_72x128x4.testNeuralNet_ByName( "MobileNetV2_Thin" );
(WASM) MobileNetV2
globalThis.testSet_72x128x4.testNeuralNet_ByName( "MobileNetV2" );
(WASM) ShuffleNetV2
globalThis.testSet_72x128x4.testNeuralNet_ByName( "ShuffleNetV2" );
(WASM) ShuffleNetV2_byPointwise21
globalThis.testSet_72x128x4.testNeuralNet_ByName( "ShuffleNetV2_byPointwise21" );
(WASM) ShuffleNetV2_byMobileNetV1
globalThis.testSet_72x128x4.testNeuralNet_ByName( "ShuffleNetV2_byMobileNetV1" );
(WASM) ShuffleNetV2_byMobileNetV1_padValid
globalThis.testSet_72x128x4.testNeuralNet_ByName( "ShuffleNetV2_byMobileNetV1_padValid" );

Run results for: (ColorfulCakeChen) CNN NeuralNet (7a14a93d6a6fb3d37102b348f9c761548ee84d4e) 188

Async wait for init (CPU)

(CPU) MobileNetV1

(CPU) MobileNetV1_padValid

(CPU) MobileNetV2_Thin

(CPU) MobileNetV2

(CPU) ShuffleNetV2

(CPU) ShuffleNetV2_byPointwise21

(CPU) ShuffleNetV2_byMobileNetV1

(CPU) ShuffleNetV2_byMobileNetV1_padValid

Async wait for init (WebGL)

(WebGL) MobileNetV1

(WebGL) MobileNetV1_padValid

(WebGL) MobileNetV2_Thin

(WebGL) MobileNetV2

(WebGL) ShuffleNetV2

(WebGL) ShuffleNetV2_byPointwise21

(WebGL) ShuffleNetV2_byMobileNetV1

(WebGL) ShuffleNetV2_byMobileNetV1_padValid

Async wait for init (WASM)

(WASM) MobileNetV1

(WASM) MobileNetV1_padValid

(WASM) MobileNetV2_Thin

(WASM) MobileNetV2

(WASM) ShuffleNetV2

(WASM) ShuffleNetV2_byPointwise21

(WASM) ShuffleNetV2_byMobileNetV1

(WASM) ShuffleNetV2_byMobileNetV1_padValid