Run results for: (ColorfulCakeChen) CNN FusedConv (285226079309c705d1eaef149ddee0b61a5f6f94) 19

Run details:

User agent: Mozilla/5.0 (Linux; Android 11; moto e40) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/101.0.4951.61 Mobile Safari/537.36

Browser: Chrome Mobile 101

Operating system: Android

Device Platform: Mobile

Date tested: 2 years ago

Test name	Executions per second
Async wait for init (WASM)	545392.1 Ops/sec
(WASM) depthwise_bias_pointwise_bias	1046.9 Ops/sec
(WASM) depthwise_pointwise_bias	1129.5 Ops/sec
(WASM) fusedConv_bias	167.1 Ops/sec
(WASM) fusedConvWithBias	166.3 Ops/sec
Async wait for init (WebGL)	2139257.8 Ops/sec
(WebGL) depthwise_bias_pointwise_bias	2149.9 Ops/sec
(WebGL) depthwise_pointwise_bias	3120.0 Ops/sec
(WebGL) fusedConv_bias	1073.5 Ops/sec
(WebGL) fusedConvWithBias	709.5 Ops/sec
Async wait for init (CPU)	2128922.0 Ops/sec
(CPU) depthwise_bias_pointwise_bias	53.1 Ops/sec
(CPU) depthwise_pointwise_bias	59.4 Ops/sec
(CPU) fusedConv_bias	15.6 Ops/sec
(CPU) fusedConvWithBias	15.6 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_FusedConv..." );
    globalThis.jsPerf_Module = await import(
      "https://cdn.jsdelivr.net/gh/colorfulcakechen/query-submit-canvas@285226079309c705d1eaef149ddee0b61a5f6f94/CNN/jsPerf/jsPerf_FusedConv.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 (WASM)
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.initPromiseWASM ) { globalThis.initPromiseWASM = init( backendName ); } else { globalThis.initPromiseWASM.then( ( done ) => { if ( !done ) { globalThis.initPromiseWASM = init( backendName ); } else { } }); }
(WASM) depthwise_bias_pointwise_bias
globalThis.testSet.test_depthwise_bias_pointwise_bias();
(WASM) depthwise_pointwise_bias
globalThis.testSet.test_depthwise_pointwise_bias();
(WASM) fusedConv_bias
globalThis.testSet.test_fusedConv_bias();
(WASM) fusedConvWithBias
globalThis.testSet.test_fusedConvWithBias();
Async wait for init (WebGL)
const backendName = "webgl"; if ( !globalThis.initPromiseWebGL ) { globalThis.initPromiseWebGL = init( backendName ); } else { globalThis.initPromiseWebGL.then( ( done ) => { if ( !done ) { globalThis.initPromiseWebGL = init( backendName ); } else { } }); }
(WebGL) depthwise_bias_pointwise_bias
globalThis.testSet.test_depthwise_bias_pointwise_bias();
(WebGL) depthwise_pointwise_bias
globalThis.testSet.test_depthwise_pointwise_bias();
(WebGL) fusedConv_bias
globalThis.testSet.test_fusedConv_bias();
(WebGL) fusedConvWithBias
globalThis.testSet.test_fusedConvWithBias();
Async wait for init (CPU)
const backendName = "cpu"; if ( !globalThis.initPromiseCPU ) { globalThis.initPromiseCPU = init( backendName ); } else { globalThis.initPromiseCPU.then( ( done ) => { if ( !done ) { globalThis.initPromiseCPU = init( backendName ); } else { } }); }
(CPU) depthwise_bias_pointwise_bias
globalThis.testSet.test_depthwise_bias_pointwise_bias();
(CPU) depthwise_pointwise_bias
globalThis.testSet.test_depthwise_pointwise_bias();
(CPU) fusedConv_bias
globalThis.testSet.test_fusedConv_bias();
(CPU) fusedConvWithBias
globalThis.testSet.test_fusedConvWithBias();

Run results for: (ColorfulCakeChen) CNN FusedConv (285226079309c705d1eaef149ddee0b61a5f6f94) 19

Async wait for init (WASM)

(WASM) depthwise_bias_pointwise_bias

(WASM) depthwise_pointwise_bias

(WASM) fusedConv_bias

(WASM) fusedConvWithBias

Async wait for init (WebGL)

(WebGL) depthwise_bias_pointwise_bias

(WebGL) depthwise_pointwise_bias

(WebGL) fusedConv_bias

(WebGL) fusedConvWithBias

Async wait for init (CPU)

(CPU) depthwise_bias_pointwise_bias

(CPU) depthwise_pointwise_bias

(CPU) fusedConv_bias

(CPU) fusedConvWithBias