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[WebNN] Fuse QDQ for reduce on tflite #52672

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Merged
merged 1 commit into from
May 26, 2025
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[WebNN] Fuse QDQ for reduce on tflite #52672

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328 changes: 328 additions & 0 deletions webnn/conformance_tests/qdq_subgraph.https.any.js
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Original file line number Diff line number Diff line change
Expand Up @@ -1846,6 +1846,334 @@ const subgraphTests = [
}
}
},
{
'name': 'quantized reduceMax',
'graph': {
'inputs': {
'input': {
'data': [
1.6811466217041016, 0.0479511022567749, 0.33355462551116943,
-0.1988269537687301, -0.0041167140007019, -0.0634240251779556,
],
'descriptor': {shape: [2, 3], dataType: 'float32'},
'constant': false
},
'inputScale': {
'data': [0.003921568859368563],
'descriptor': {shape: [1], dataType: 'float32'},
'constant': true
},
'inputZeroPoint': {
'data': [0],
'descriptor': {shape: [1], dataType: 'int8'},
'constant': true
},
'outputScale': {
'data': [0.003921568859368563],
'descriptor': {shape: [1], dataType: 'float32'},
'constant': true
},
'outputZeroPoint': {
'data': [0],
'descriptor': {shape: [1], dataType: 'int8'},
'constant': true
},
},
'operators': [
{
'name': 'quantizeLinear',
'arguments': [
{'input': 'input'},
{'scale': 'inputScale', 'zeroPoint': 'inputZeroPoint'}
],
'outputs': 'quantizedInput'
},
{
'name': 'dequantizeLinear',
'arguments': [
{'input': 'quantizedInput'},
{'scale': 'inputScale', 'zeroPoint': 'inputZeroPoint'}
],
'outputs': 'dequantizedInput'
},
{
'name': 'reduceMax',
'arguments': [{'input': 'dequantizedInput'}, {'options': {'axes': [1]}}],
'outputs': 'reduceMaxOutput'
},
{
'name': 'quantizeLinear',
'arguments': [
{'input': 'reduceMaxOutput'},
{'scale': 'outputScale', 'zeroPoint': 'outputZeroPoint'}
],
'outputs': 'quantizedReduceMaxOutput'
},
{
'name': 'dequantizeLinear',
'arguments': [
{'input': 'quantizedReduceMaxOutput'},
{'scale': 'outputScale', 'zeroPoint': 'outputZeroPoint'}
],
'outputs': 'output'
}
],
'expectedOutputs': {
'output': {
'data': [
0.49803924560546875, -0.003921568859368563,
],
'descriptor': {shape: [2], dataType: 'float32'}
}
}
}
},
{
'name': 'quantized reduceMin',
'graph': {
'inputs': {
'input': {
'data': [
1.6811466217041016, 0.0479511022567749, 0.33355462551116943,
-0.1988269537687301, -0.0041167140007019, -0.0634240251779556,
],
'descriptor': {shape: [2, 3], dataType: 'float32'},
'constant': false
},
'inputScale': {
'data': [0.003921568859368563],
'descriptor': {shape: [1], dataType: 'float32'},
'constant': true
},
'inputZeroPoint': {
'data': [0],
'descriptor': {shape: [1], dataType: 'int8'},
'constant': true
},
'outputScale': {
'data': [0.003921568859368563],
'descriptor': {shape: [1], dataType: 'float32'},
'constant': true
},
'outputZeroPoint': {
'data': [0],
'descriptor': {shape: [1], dataType: 'int8'},
'constant': true
},
},
'operators': [
{
'name': 'quantizeLinear',
'arguments': [
{'input': 'input'},
{'scale': 'inputScale', 'zeroPoint': 'inputZeroPoint'}
],
'outputs': 'quantizedInput'
},
{
'name': 'dequantizeLinear',
'arguments': [
{'input': 'quantizedInput'},
{'scale': 'inputScale', 'zeroPoint': 'inputZeroPoint'}
],
'outputs': 'dequantizedInput'
},
{
'name': 'reduceMin',
'arguments': [{'input': 'dequantizedInput'}, {'options': {'axes': [1]}}],
'outputs': 'reduceMinOutput'
},
{
'name': 'quantizeLinear',
'arguments': [
{'input': 'reduceMinOutput'},
{'scale': 'outputScale', 'zeroPoint': 'outputZeroPoint'}
],
'outputs': 'quantizedReduceMinOutput'
},
{
'name': 'dequantizeLinear',
'arguments': [
{'input': 'quantizedReduceMinOutput'},
{'scale': 'outputScale', 'zeroPoint': 'outputZeroPoint'}
],
'outputs': 'output'
}
],
'expectedOutputs': {
'output': {
'data': [
0.0470588281750679, -0.20000001788139343,
],
'descriptor': {shape: [2], dataType: 'float32'}
}
}
}
},
{
'name': 'quantized reduceMean',
'graph': {
'inputs': {
'input': {
'data': [
1.6811466217041016, 0.0479511022567749, 0.33355462551116943,
-0.1988269537687301, -0.0041167140007019, -0.0634240251779556,
],
'descriptor': {shape: [2, 3], dataType: 'float32'},
'constant': false
},
'inputScale': {
'data': [0.003921568859368563],
'descriptor': {shape: [1], dataType: 'float32'},
'constant': true
},
'inputZeroPoint': {
'data': [0],
'descriptor': {shape: [1], dataType: 'int8'},
'constant': true
},
'outputScale': {
'data': [0.003921568859368563],
'descriptor': {shape: [1], dataType: 'float32'},
'constant': true
},
'outputZeroPoint': {
'data': [0],
'descriptor': {shape: [1], dataType: 'int8'},
'constant': true
},
},
'operators': [
{
'name': 'quantizeLinear',
'arguments': [
{'input': 'input'},
{'scale': 'inputScale', 'zeroPoint': 'inputZeroPoint'}
],
'outputs': 'quantizedInput'
},
{
'name': 'dequantizeLinear',
'arguments': [
{'input': 'quantizedInput'},
{'scale': 'inputScale', 'zeroPoint': 'inputZeroPoint'}
],
'outputs': 'dequantizedInput'
},
{
'name': 'reduceMean',
'arguments': [{'input': 'dequantizedInput'}, {'options': {'axes': [1]}}],
'outputs': 'reduceMeanOutput'
},
{
'name': 'quantizeLinear',
'arguments': [
{'input': 'reduceMeanOutput'},
{'scale': 'outputScale', 'zeroPoint': 'outputZeroPoint'}
],
'outputs': 'quantizedReduceMeanOutput'
},
{
'name': 'dequantizeLinear',
'arguments': [
{'input': 'quantizedReduceMeanOutput'},
{'scale': 'outputScale', 'zeroPoint': 'outputZeroPoint'}
],
'outputs': 'output'
}
],
'expectedOutputs': {
'output': {
'data': [
0.29411765933036804, -0.09019608050584793,
],
'descriptor': {shape: [2], dataType: 'float32'}
}
}
}
},
{
'name': 'quantized reduceSum',
'graph': {
'inputs': {
'input': {
'data': [
1.6811466217041016, 0.0479511022567749, 0.33355462551116943,
-0.1988269537687301, -0.0041167140007019, -0.0634240251779556,
],
'descriptor': {shape: [2, 3], dataType: 'float32'},
'constant': false
},
'inputScale': {
'data': [0.003921568859368563],
'descriptor': {shape: [1], dataType: 'float32'},
'constant': true
},
'inputZeroPoint': {
'data': [0],
'descriptor': {shape: [1], dataType: 'int8'},
'constant': true
},
'outputScale': {
'data': [0.003921568859368563],
'descriptor': {shape: [1], dataType: 'float32'},
'constant': true
},
'outputZeroPoint': {
'data': [0],
'descriptor': {shape: [1], dataType: 'int8'},
'constant': true
},
},
'operators': [
{
'name': 'quantizeLinear',
'arguments': [
{'input': 'input'},
{'scale': 'inputScale', 'zeroPoint': 'inputZeroPoint'}
],
'outputs': 'quantizedInput'
},
{
'name': 'dequantizeLinear',
'arguments': [
{'input': 'quantizedInput'},
{'scale': 'inputScale', 'zeroPoint': 'inputZeroPoint'}
],
'outputs': 'dequantizedInput'
},
{
'name': 'reduceSum',
'arguments': [{'input': 'dequantizedInput'}, {'options': {'axes': [1]}}],
'outputs': 'reduceSumOutput'
},
{
'name': 'quantizeLinear',
'arguments': [
{'input': 'reduceSumOutput'},
{'scale': 'outputScale', 'zeroPoint': 'outputZeroPoint'}
],
'outputs': 'quantizedReduceSumOutput'
},
{
'name': 'dequantizeLinear',
'arguments': [
{'input': 'quantizedReduceSumOutput'},
{'scale': 'outputScale', 'zeroPoint': 'outputZeroPoint'}
],
'outputs': 'output'
}
],
'expectedOutputs': {
'output': {
'data': [
0.49803924560546875, -0.2666666805744171,
],
'descriptor': {shape: [2], dataType: 'float32'}
}
}
}
},
];

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