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

(WebGL) 17

47.4M/s

(CPU) 11

43.8M/s

(CPU) 10

42.2M/s

(WebGL) 15

42.0M/s

(CPU) 12

41.9M/s

(CPU) 13

41.2M/s

(CPU) 9

41.0M/s

(CPU) 15

40.3M/s

(WebGL) 12

40.0M/s

(WebGL) 16

39.8M/s

(WebGL) 13

38.7M/s

(WebGL) 14

38.6M/s

(CPU) 17

37.4M/s

(WebGL) 11

37.4M/s

(CPU) 14

37.0M/s

(CPU) 18

36.9M/s

(CPU) 16

36.4M/s

(WebGL) 10

32.8M/s

(WebGL) 9

29.3M/s

(WebGL) 18

28.6M/s

(CPU) AddGatherReshape_channelMultiplier_1

368K/s

(WebGL) AddGatherReshape_channelMultiplier_1

186K/s

Async wait for init (CPU)

41K/s

Async wait for init (WebGL)

33K/s

Async wait for init (WASM)

24K/s

(WASM) AddGatherReshape_channelMultiplier_1

5K/s

(WebGL) AddGatherReshape_channelMultiplier_2

1K/s

(WebGL) AddGatherReshape_channelMultiplier_8

1K/s

(WebGL) AddGatherReshape_channelMultiplier_4

843/s

(WebGL) SplitReshapeGatherConcat_channelMultiplier_1

229/s

(WebGL) SplitReshapeGatherConcat_channelMultiplier_8

222/s

(WebGL) SplitReshapeGatherConcat_channelMultiplier_2

181/s

(WebGL) SplitReshapeGatherConcat_channelMultiplier_4

117/s

(CPU) AddGatherReshape_channelMultiplier_2

23/s

(CPU) AddGatherReshape_channelMultiplier_4

15/s

(WASM) SplitReshapeGatherConcat_channelMultiplier_2

12/s

(CPU) SplitReshapeGatherConcat_channelMultiplier_1

10/s

(CPU) AddGatherReshape_channelMultiplier_8

9/s

(CPU) SplitReshapeGatherConcat_channelMultiplier_2

8/s

(CPU) SplitReshapeGatherConcat_channelMultiplier_4

7/s

(WASM) SplitReshapeGatherConcat_channelMultiplier_4

7/s

(WASM) AddGatherReshape_channelMultiplier_2

7/s

(WASM) AddGatherReshape_channelMultiplier_4

6/s

(CPU) SplitReshapeGatherConcat_channelMultiplier_8

6/s

(WASM) SplitReshapeGatherConcat_channelMultiplier_8

5/s

(WASM) AddGatherReshape_channelMultiplier_8

4/s

(WASM) SplitReshapeGatherConcat_channelMultiplier_1

2/s

View exact numbers

Test name	Executions per second
✓ (WebGL) 17	47,433,556 Ops/sec
(CPU) 11	43,770,440 Ops/sec
(CPU) 10	42,228,660 Ops/sec
(WebGL) 15	41,962,684 Ops/sec
(CPU) 12	41,901,096 Ops/sec
(CPU) 13	41,158,432 Ops/sec
(CPU) 9	41,035,324 Ops/sec
(CPU) 15	40,264,576 Ops/sec
(WebGL) 12	40,015,460 Ops/sec
(WebGL) 16	39,838,876 Ops/sec
(WebGL) 13	38,675,060 Ops/sec
(WebGL) 14	38,557,060 Ops/sec
(CPU) 17	37,432,260 Ops/sec
(WebGL) 11	37,368,052 Ops/sec
(CPU) 14	37,025,708 Ops/sec
(CPU) 18	36,907,136 Ops/sec
(CPU) 16	36,359,212 Ops/sec
(WebGL) 10	32,751,712 Ops/sec
(WebGL) 9	29,256,478 Ops/sec
(WebGL) 18	28,555,130 Ops/sec
(CPU) AddGatherReshape_channelMultiplier_1	368,243 Ops/sec
(WebGL) AddGatherReshape_channelMultiplier_1	185,867 Ops/sec
Async wait for init (CPU)	41,410 Ops/sec
Async wait for init (WebGL)	33,042 Ops/sec
Async wait for init (WASM)	23,910 Ops/sec
(WASM) AddGatherReshape_channelMultiplier_1	4,977 Ops/sec
(WebGL) AddGatherReshape_channelMultiplier_2	1,403 Ops/sec
(WebGL) AddGatherReshape_channelMultiplier_8	1,027 Ops/sec
(WebGL) AddGatherReshape_channelMultiplier_4	843 Ops/sec
(WebGL) SplitReshapeGatherConcat_channelMultiplier_1	229 Ops/sec
(WebGL) SplitReshapeGatherConcat_channelMultiplier_8	222 Ops/sec
(WebGL) SplitReshapeGatherConcat_channelMultiplier_2	181 Ops/sec
(WebGL) SplitReshapeGatherConcat_channelMultiplier_4	117 Ops/sec
(CPU) AddGatherReshape_channelMultiplier_2	23 Ops/sec
(CPU) AddGatherReshape_channelMultiplier_4	15 Ops/sec
(WASM) SplitReshapeGatherConcat_channelMultiplier_2	12 Ops/sec
(CPU) SplitReshapeGatherConcat_channelMultiplier_1	10 Ops/sec
(CPU) AddGatherReshape_channelMultiplier_8	9 Ops/sec
(CPU) SplitReshapeGatherConcat_channelMultiplier_2	8 Ops/sec
(CPU) SplitReshapeGatherConcat_channelMultiplier_4	7 Ops/sec
(WASM) SplitReshapeGatherConcat_channelMultiplier_4	7 Ops/sec
(WASM) AddGatherReshape_channelMultiplier_2	7 Ops/sec
(WASM) AddGatherReshape_channelMultiplier_4	6 Ops/sec
(CPU) SplitReshapeGatherConcat_channelMultiplier_8	6 Ops/sec
(WASM) SplitReshapeGatherConcat_channelMultiplier_8	5 Ops/sec
(WASM) AddGatherReshape_channelMultiplier_8	4 Ops/sec
(WASM) SplitReshapeGatherConcat_channelMultiplier_1	2 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;