Run results for: (ColorfulCakeChen) CNN Embedding (96b9f70ed93b7160185f70fcb501b92334761434) 206

Run details:

User agent: Mozilla/5.0 (X11; CrOS x86_64 14541.0.0) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/136.0.0.0 Safari/537.36

Browser: Chrome 136

Operating system: Chrome OS 14541.0.0

Device Platform: Desktop

Date tested: one year ago

Benchmark engine: Benchmark.js

(CPU) 15

37.1M/s

(WebGL) 16

34.2M/s

(WebGL) 17

33.6M/s

(WebGL) 11

33.0M/s

(WebGL) 14

33.0M/s

(CPU) 9

32.9M/s

(WebGL) 13

32.2M/s

(WebGL) 10

31.9M/s

(CPU) 13

31.0M/s

(WebGL) 12

30.8M/s

(CPU) 18

30.2M/s

(CPU) 16

29.7M/s

(WebGL) 15

29.6M/s

(CPU) 14

29.2M/s

(WebGL) 9

27.6M/s

(CPU) 17

26.2M/s

(CPU) 12

25.7M/s

(CPU) 11

25.7M/s

(WebGL) 18

24.5M/s

(CPU) 10

23.7M/s

(CPU) AddGatherReshape_channelMultiplier_1

182K/s

(WebGL) AddGatherReshape_channelMultiplier_1

167K/s

Async wait for init (WebGL)

43K/s

Async wait for init (WASM)

29K/s

Async wait for init (CPU)

29K/s

(WASM) AddGatherReshape_channelMultiplier_1

15K/s

(WebGL) AddGatherReshape_channelMultiplier_4

1K/s

(WebGL) AddGatherReshape_channelMultiplier_2

1K/s

(WebGL) AddGatherReshape_channelMultiplier_8

909/s

(WebGL) SplitReshapeGatherConcat_channelMultiplier_2

217/s

(WebGL) SplitReshapeGatherConcat_channelMultiplier_1

201/s

(WebGL) SplitReshapeGatherConcat_channelMultiplier_8

188/s

(WebGL) SplitReshapeGatherConcat_channelMultiplier_4

137/s

(CPU) AddGatherReshape_channelMultiplier_2

17/s

(WASM) SplitReshapeGatherConcat_channelMultiplier_1

15/s

(CPU) AddGatherReshape_channelMultiplier_4

12/s

(WASM) SplitReshapeGatherConcat_channelMultiplier_2

12/s

(CPU) SplitReshapeGatherConcat_channelMultiplier_2

8/s

(CPU) SplitReshapeGatherConcat_channelMultiplier_1

8/s

(CPU) AddGatherReshape_channelMultiplier_8

7/s

(WASM) AddGatherReshape_channelMultiplier_2

7/s

(WASM) SplitReshapeGatherConcat_channelMultiplier_4

7/s

(WASM) AddGatherReshape_channelMultiplier_4

6/s

(CPU) SplitReshapeGatherConcat_channelMultiplier_4

6/s

(WASM) SplitReshapeGatherConcat_channelMultiplier_8

5/s

(CPU) SplitReshapeGatherConcat_channelMultiplier_8

5/s

(WASM) AddGatherReshape_channelMultiplier_8

4/s

View exact numbers

Test name	Executions per second
✓ (CPU) 15	37,109,196 Ops/sec
(WebGL) 16	34,197,800 Ops/sec
(WebGL) 17	33,644,776 Ops/sec
(WebGL) 11	33,020,888 Ops/sec
(WebGL) 14	33,013,910 Ops/sec
(CPU) 9	32,943,250 Ops/sec
(WebGL) 13	32,178,300 Ops/sec
(WebGL) 10	31,894,008 Ops/sec
(CPU) 13	30,982,660 Ops/sec
(WebGL) 12	30,754,760 Ops/sec
(CPU) 18	30,198,412 Ops/sec
(CPU) 16	29,731,916 Ops/sec
(WebGL) 15	29,584,854 Ops/sec
(CPU) 14	29,157,118 Ops/sec
(WebGL) 9	27,563,688 Ops/sec
(CPU) 17	26,190,734 Ops/sec
(CPU) 12	25,744,512 Ops/sec
(CPU) 11	25,686,598 Ops/sec
(WebGL) 18	24,465,262 Ops/sec
(CPU) 10	23,724,296 Ops/sec
(CPU) AddGatherReshape_channelMultiplier_1	181,735 Ops/sec
(WebGL) AddGatherReshape_channelMultiplier_1	167,026 Ops/sec
Async wait for init (WebGL)	42,532 Ops/sec
Async wait for init (WASM)	29,054 Ops/sec
Async wait for init (CPU)	28,968 Ops/sec
(WASM) AddGatherReshape_channelMultiplier_1	14,873 Ops/sec
(WebGL) AddGatherReshape_channelMultiplier_4	1,139 Ops/sec
(WebGL) AddGatherReshape_channelMultiplier_2	1,119 Ops/sec
(WebGL) AddGatherReshape_channelMultiplier_8	909 Ops/sec
(WebGL) SplitReshapeGatherConcat_channelMultiplier_2	217 Ops/sec
(WebGL) SplitReshapeGatherConcat_channelMultiplier_1	201 Ops/sec
(WebGL) SplitReshapeGatherConcat_channelMultiplier_8	188 Ops/sec
(WebGL) SplitReshapeGatherConcat_channelMultiplier_4	137 Ops/sec
(CPU) AddGatherReshape_channelMultiplier_2	17 Ops/sec
(WASM) SplitReshapeGatherConcat_channelMultiplier_1	15 Ops/sec
(CPU) AddGatherReshape_channelMultiplier_4	12 Ops/sec
(WASM) SplitReshapeGatherConcat_channelMultiplier_2	12 Ops/sec
(CPU) SplitReshapeGatherConcat_channelMultiplier_2	8 Ops/sec
(CPU) SplitReshapeGatherConcat_channelMultiplier_1	8 Ops/sec
(CPU) AddGatherReshape_channelMultiplier_8	7 Ops/sec
(WASM) AddGatherReshape_channelMultiplier_2	7 Ops/sec
(WASM) SplitReshapeGatherConcat_channelMultiplier_4	7 Ops/sec
(WASM) AddGatherReshape_channelMultiplier_4	6 Ops/sec
(CPU) SplitReshapeGatherConcat_channelMultiplier_4	6 Ops/sec
(WASM) SplitReshapeGatherConcat_channelMultiplier_8	5 Ops/sec
(CPU) SplitReshapeGatherConcat_channelMultiplier_8	5 Ops/sec
(WASM) AddGatherReshape_channelMultiplier_8	4 Ops/sec

HTML Preparation code:

<script src="https://cdn.jsdelivr.net/npm/@tensorflow/tfjs@4.22.0/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@96b9f70ed93b7160185f70fcb501b92334761434/CNN/x_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;