Run results for: (ColorfulCakeChen) CNN Embedding (50c1b285ff7c7f8c656c388365b4043528642d6b) 182

Run details:

User agent: Mozilla/5.0 (X11; CrOS x86_64 14816.131.0) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/103.0.0.0 Safari/537.36

Browser: Chrome 103

Operating system: Chrome OS 14816.131.0

Device Platform: Desktop

Date tested: 2 years ago

Test name	Executions per second
Async wait for init (WASM)	46912.8 Ops/sec
(WebGL) 16	341720576.0 Ops/sec
(WebGL) 17	394397728.0 Ops/sec
(WebGL) 18	229621472.0 Ops/sec
Async wait for init (CPU)	51482.3 Ops/sec
(CPU) AddGatherReshape_channelMultiplier_1	319883.1 Ops/sec
(CPU) SplitReshapeGatherConcat_channelMultiplier_1	13.3 Ops/sec
(CPU) AddGatherReshape_channelMultiplier_2	23.7 Ops/sec
(CPU) SplitReshapeGatherConcat_channelMultiplier_2	11.5 Ops/sec
(CPU) AddGatherReshape_channelMultiplier_4	15.6 Ops/sec
(WebGL) 15	392870816.0 Ops/sec
(CPU) SplitReshapeGatherConcat_channelMultiplier_4	8.8 Ops/sec
(CPU) SplitReshapeGatherConcat_channelMultiplier_8	6.4 Ops/sec
(CPU) 9	398507264.0 Ops/sec
(CPU) 10	397334816.0 Ops/sec
(CPU) 11	398089696.0 Ops/sec
(CPU) 12	327372928.0 Ops/sec
(CPU) 13	389185728.0 Ops/sec
(CPU) 14	386331744.0 Ops/sec
(CPU) 15	388664672.0 Ops/sec
(CPU) 16	377248288.0 Ops/sec
(CPU) AddGatherReshape_channelMultiplier_8	9.3 Ops/sec
(CPU) 17	110671384.0 Ops/sec
(WebGL) 14	384467136.0 Ops/sec
(WebGL) 12	344588800.0 Ops/sec
(WASM) AddGatherReshape_channelMultiplier_1	18412.2 Ops/sec
(WASM) SplitReshapeGatherConcat_channelMultiplier_1	19.8 Ops/sec
(WASM) AddGatherReshape_channelMultiplier_2	10.9 Ops/sec
(WASM) SplitReshapeGatherConcat_channelMultiplier_2	15.1 Ops/sec
(WASM) AddGatherReshape_channelMultiplier_4	8.0 Ops/sec
(WASM) SplitReshapeGatherConcat_channelMultiplier_4	9.9 Ops/sec
(WASM) AddGatherReshape_channelMultiplier_8	5.1 Ops/sec
(WASM) SplitReshapeGatherConcat_channelMultiplier_8	6.1 Ops/sec
Async wait for init (WebGL)	37564.7 Ops/sec
(WebGL) 13	375133984.0 Ops/sec
(WebGL) AddGatherReshape_channelMultiplier_1	261434.3 Ops/sec
(WebGL) AddGatherReshape_channelMultiplier_2	1194.3 Ops/sec
(WebGL) SplitReshapeGatherConcat_channelMultiplier_2	357.5 Ops/sec
(WebGL) AddGatherReshape_channelMultiplier_4	1426.4 Ops/sec
(WebGL) SplitReshapeGatherConcat_channelMultiplier_4	315.8 Ops/sec
(WebGL) AddGatherReshape_channelMultiplier_8	1320.7 Ops/sec
(WebGL) SplitReshapeGatherConcat_channelMultiplier_8	253.1 Ops/sec
(WebGL) 9	380471232.0 Ops/sec
(WebGL) 10	349722880.0 Ops/sec
(WebGL) 11	386889536.0 Ops/sec
(WebGL) SplitReshapeGatherConcat_channelMultiplier_1	351.2 Ops/sec
(CPU) 18	42337428.0 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_Embedding..." );
    globalThis.jsPerf_Module = await import(
      "https://cdn.jsdelivr.net/gh/colorfulcakechen/query-submit-canvas@50c1b285ff7c7f8c656c388365b4043528642d6b/CNN/jsPerf/jsPerf_Embedding.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) AddGatherReshape_channelMultiplier_1
globalThis.testSet_108x192x4.testEmbedding_ByName( "AddGatherReshape_channelMultiplier_1" );
(WASM) SplitReshapeGatherConcat_channelMultiplier_1
globalThis.testSet_108x192x4.testEmbedding_ByName( "SplitReshapeGatherConcat_channelMultiplier_1" );
(WASM) AddGatherReshape_channelMultiplier_2
globalThis.testSet_108x192x4.testEmbedding_ByName( "AddGatherReshape_channelMultiplier_2" );
(WASM) SplitReshapeGatherConcat_channelMultiplier_2
globalThis.testSet_108x192x4.testEmbedding_ByName( "SplitReshapeGatherConcat_channelMultiplier_2" );
(WASM) AddGatherReshape_channelMultiplier_4
globalThis.testSet_108x192x4.testEmbedding_ByName( "AddGatherReshape_channelMultiplier_4" );
(WASM) SplitReshapeGatherConcat_channelMultiplier_4
globalThis.testSet_108x192x4.testEmbedding_ByName( "SplitReshapeGatherConcat_channelMultiplier_4" );
(WASM) AddGatherReshape_channelMultiplier_8
globalThis.testSet_108x192x4.testEmbedding_ByName( "AddGatherReshape_channelMultiplier_8" );
(WASM) SplitReshapeGatherConcat_channelMultiplier_8
globalThis.testSet_108x192x4.testEmbedding_ByName( "SplitReshapeGatherConcat_channelMultiplier_8" );
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) AddGatherReshape_channelMultiplier_1
globalThis.testSet_108x192x4.testEmbedding_ByName( "AddGatherReshape_channelMultiplier_1" );
(WebGL) SplitReshapeGatherConcat_channelMultiplier_1
globalThis.testSet_108x192x4.testEmbedding_ByName( "SplitReshapeGatherConcat_channelMultiplier_1" );
(WebGL) AddGatherReshape_channelMultiplier_2
globalThis.testSet_108x192x4.testEmbedding_ByName( "AddGatherReshape_channelMultiplier_2" );
(WebGL) SplitReshapeGatherConcat_channelMultiplier_2
globalThis.testSet_108x192x4.testEmbedding_ByName( "SplitReshapeGatherConcat_channelMultiplier_2" );
(WebGL) AddGatherReshape_channelMultiplier_4
globalThis.testSet_108x192x4.testEmbedding_ByName( "AddGatherReshape_channelMultiplier_4" );
(WebGL) SplitReshapeGatherConcat_channelMultiplier_4
globalThis.testSet_108x192x4.testEmbedding_ByName( "SplitReshapeGatherConcat_channelMultiplier_4" );
(WebGL) AddGatherReshape_channelMultiplier_8
globalThis.testSet_108x192x4.testEmbedding_ByName( "AddGatherReshape_channelMultiplier_8" );
(WebGL) SplitReshapeGatherConcat_channelMultiplier_8
globalThis.testSet_108x192x4.testEmbedding_ByName( "SplitReshapeGatherConcat_channelMultiplier_8" );
(WebGL) 9
9;
(WebGL) 10
10;
(WebGL) 11
11;
(WebGL) 12
12;
(WebGL) 13
13;
(WebGL) 14
14;
(WebGL) 15
15;
(WebGL) 16
16;
(WebGL) 17
17;
(WebGL) 18
18;
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) AddGatherReshape_channelMultiplier_1
globalThis.testSet_108x192x4.testEmbedding_ByName( "AddGatherReshape_channelMultiplier_1" );
(CPU) SplitReshapeGatherConcat_channelMultiplier_1
globalThis.testSet_108x192x4.testEmbedding_ByName( "SplitReshapeGatherConcat_channelMultiplier_1" );
(CPU) AddGatherReshape_channelMultiplier_2
globalThis.testSet_108x192x4.testEmbedding_ByName( "AddGatherReshape_channelMultiplier_2" );
(CPU) SplitReshapeGatherConcat_channelMultiplier_2
globalThis.testSet_108x192x4.testEmbedding_ByName( "SplitReshapeGatherConcat_channelMultiplier_2" );
(CPU) AddGatherReshape_channelMultiplier_4
globalThis.testSet_108x192x4.testEmbedding_ByName( "AddGatherReshape_channelMultiplier_4" );
(CPU) SplitReshapeGatherConcat_channelMultiplier_4
globalThis.testSet_108x192x4.testEmbedding_ByName( "SplitReshapeGatherConcat_channelMultiplier_4" );
(CPU) AddGatherReshape_channelMultiplier_8
globalThis.testSet_108x192x4.testEmbedding_ByName( "AddGatherReshape_channelMultiplier_8" );
(CPU) SplitReshapeGatherConcat_channelMultiplier_8
globalThis.testSet_108x192x4.testEmbedding_ByName( "SplitReshapeGatherConcat_channelMultiplier_8" );
(CPU) 9
9;
(CPU) 10
10;
(CPU) 11
11;
(CPU) 12
12;
(CPU) 13
13;
(CPU) 14
14;
(CPU) 15
15;
(CPU) 16
16;
(CPU) 17
17;
(CPU) 18
18;

Run results for: (ColorfulCakeChen) CNN Embedding (50c1b285ff7c7f8c656c388365b4043528642d6b) 182

Async wait for init (WASM)

(WASM) AddGatherReshape_channelMultiplier_1

(WASM) SplitReshapeGatherConcat_channelMultiplier_1

(WASM) AddGatherReshape_channelMultiplier_2

(WASM) SplitReshapeGatherConcat_channelMultiplier_2

(WASM) AddGatherReshape_channelMultiplier_4

(WASM) SplitReshapeGatherConcat_channelMultiplier_4

(WASM) AddGatherReshape_channelMultiplier_8

(WASM) SplitReshapeGatherConcat_channelMultiplier_8

Async wait for init (WebGL)

(WebGL) AddGatherReshape_channelMultiplier_1

(WebGL) SplitReshapeGatherConcat_channelMultiplier_1

(WebGL) AddGatherReshape_channelMultiplier_2

(WebGL) SplitReshapeGatherConcat_channelMultiplier_2

(WebGL) AddGatherReshape_channelMultiplier_4

(WebGL) SplitReshapeGatherConcat_channelMultiplier_4

(WebGL) AddGatherReshape_channelMultiplier_8

(WebGL) SplitReshapeGatherConcat_channelMultiplier_8

(WebGL) 9

(WebGL) 10

(WebGL) 11

(WebGL) 12

(WebGL) 13

(WebGL) 14

(WebGL) 15

(WebGL) 16

(WebGL) 17

(WebGL) 18

Async wait for init (CPU)

(CPU) AddGatherReshape_channelMultiplier_1

(CPU) SplitReshapeGatherConcat_channelMultiplier_1

(CPU) AddGatherReshape_channelMultiplier_2

(CPU) SplitReshapeGatherConcat_channelMultiplier_2

(CPU) AddGatherReshape_channelMultiplier_4

(CPU) SplitReshapeGatherConcat_channelMultiplier_4

(CPU) AddGatherReshape_channelMultiplier_8

(CPU) SplitReshapeGatherConcat_channelMultiplier_8

(CPU) 9

(CPU) 10

(CPU) 11

(CPU) 12

(CPU) 13

(CPU) 14

(CPU) 15

(CPU) 16

(CPU) 17

(CPU) 18