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conv-tests.js
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const testDataSet = getTestData();
function createRandomArray(size) {
return new Float32Array(Array.from({length: size}, (v,k) => k % 10));
//return new Float32Array(Array.from({length: size}, () => Math.floor(Math.random() * 10)));
}
function getTestData() {
return [
// {
// inputShape: [1, 3, 7, 7],
// kernelShape: [8, 3, 3, 3],
// bias: false,
// outputShape: [1, 8, 10, 10],
// paddings: [1, 1, 1, 1],
// dilations: [1, 1],
// strides: [1, 1],
// group: 1
// }
{
inputShape: [1,3,224,224],
kernelShape: [64,3,7,7],
bias: false,
outputShape: [1,64,112,112],
paddings: [3,3,3,3],
dilations: [1,1],
strides: [2,2],
group: 1
},
{
inputShape: [1,64,56,56],
kernelShape: [64,64,1,1],
bias: false,
outputShape: [1,64,56,56],
paddings: [0,0,0,0],
dilations: [1,1],
strides: [1,1],
group: 1
},
{
inputShape: [1, 64, 56, 56],
kernelShape: [256, 64, 1, 1],
bias: false,
outputShape: [1, 256, 56, 56],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 64, 56, 56],
kernelShape: [64, 64, 3, 3],
bias: false,
outputShape: [1, 64, 56, 56],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 64, 56, 56],
kernelShape: [256, 64, 1, 1],
bias: false,
outputShape: [1, 256, 56, 56],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 56, 56],
kernelShape: [64, 256, 1, 1],
bias: false,
outputShape: [1, 64, 56, 56],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 64, 56, 56],
kernelShape: [64, 64, 3, 3],
bias: false,
outputShape: [1, 64, 56, 56],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 64, 56, 56],
kernelShape: [256, 64, 1, 1],
bias: false,
outputShape: [1, 256, 56, 56],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 56, 56],
kernelShape: [64, 256, 1, 1],
bias: false,
outputShape: [1, 64, 56, 56],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 64, 56, 56],
kernelShape: [64, 64, 3, 3],
bias: false,
outputShape: [1, 64, 56, 56],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 64, 56, 56],
kernelShape: [256, 64, 1, 1],
bias: false,
outputShape: [1, 256, 56, 56],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 56, 56],
kernelShape: [128, 256, 1, 1],
bias: false,
outputShape: [1, 128, 56, 56],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 56, 56],
kernelShape: [512, 256, 1, 1],
bias: false,
outputShape: [1, 512, 28, 28],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [2, 2],
group: 1
},
{
inputShape: [1, 128, 56, 56],
kernelShape: [128, 128, 3, 3],
bias: false,
outputShape: [1, 128, 28, 28],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [2, 2],
group: 1
},
{
inputShape: [1, 128, 28, 28],
kernelShape: [512, 128, 1, 1],
bias: false,
outputShape: [1, 512, 28, 28],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 512, 28, 28],
kernelShape: [128, 512, 1, 1],
bias: false,
outputShape: [1, 128, 28, 28],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 128, 28, 28],
kernelShape: [128, 128, 3, 3],
bias: false,
outputShape: [1, 128, 28, 28],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 128, 28, 28],
kernelShape: [512, 128, 1, 1],
bias: false,
outputShape: [1, 512, 28, 28],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 512, 28, 28],
kernelShape: [128, 512, 1, 1],
bias: false,
outputShape: [1, 128, 28, 28],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 128, 28, 28],
kernelShape: [128, 128, 3, 3],
bias: false,
outputShape: [1, 128, 28, 28],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 128, 28, 28],
kernelShape: [512, 128, 1, 1],
bias: false,
outputShape: [1, 512, 28, 28],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 512, 28, 28],
kernelShape: [128, 512, 1, 1],
bias: false,
outputShape: [1, 128, 28, 28],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 128, 28, 28],
kernelShape: [128, 128, 3, 3],
bias: false,
outputShape: [1, 128, 28, 28],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 128, 28, 28],
kernelShape: [512, 128, 1, 1],
bias: false,
outputShape: [1, 512, 28, 28],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 512, 28, 28],
kernelShape: [256, 512, 1, 1],
bias: false,
outputShape: [1, 256, 28, 28],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 512, 28, 28],
kernelShape: [1024, 512, 1, 1],
bias: false,
outputShape: [1, 1024, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [2, 2],
group: 1
},
{
inputShape: [1, 256, 28, 28],
kernelShape: [256, 256, 3, 3],
bias: false,
outputShape: [1, 256, 14, 14],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [2, 2],
group: 1
},
{
inputShape: [1, 256, 14, 14],
kernelShape: [1024, 256, 1, 1],
bias: false,
outputShape: [1, 1024, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 1024, 14, 14],
kernelShape: [256, 1024, 1, 1],
bias: false,
outputShape: [1, 256, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 14, 14],
kernelShape: [256, 256, 3, 3],
bias: false,
outputShape: [1, 256, 14, 14],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 14, 14],
kernelShape: [1024, 256, 1, 1],
bias: false,
outputShape: [1, 1024, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 1024, 14, 14],
kernelShape: [256, 1024, 1, 1],
bias: false,
outputShape: [1, 256, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 14, 14],
kernelShape: [256, 256, 3, 3],
bias: false,
outputShape: [1, 256, 14, 14],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 14, 14],
kernelShape: [1024, 256, 1, 1],
bias: false,
outputShape: [1, 1024, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 1024, 14, 14],
kernelShape: [256, 1024, 1, 1],
bias: false,
outputShape: [1, 256, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 14, 14],
kernelShape: [256, 256, 3, 3],
bias: false,
outputShape: [1, 256, 14, 14],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 14, 14],
kernelShape: [1024, 256, 1, 1],
bias: false,
outputShape: [1, 1024, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 1024, 14, 14],
kernelShape: [256, 1024, 1, 1],
bias: false,
outputShape: [1, 256, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 14, 14],
kernelShape: [256, 256, 3, 3],
bias: false,
outputShape: [1, 256, 14, 14],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 14, 14],
kernelShape: [1024, 256, 1, 1],
bias: false,
outputShape: [1, 1024, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 1024, 14, 14],
kernelShape: [256, 1024, 1, 1],
bias: false,
outputShape: [1, 256, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 14, 14],
kernelShape: [256, 256, 3, 3],
bias: false,
outputShape: [1, 256, 14, 14],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 256, 14, 14],
kernelShape: [1024, 256, 1, 1],
bias: false,
outputShape: [1, 1024, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 1024, 14, 14],
kernelShape: [512, 1024, 1, 1],
bias: false,
outputShape: [1, 512, 14, 14],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 1024, 14, 14],
kernelShape: [2048, 1024, 1, 1],
bias: false,
outputShape: [1, 2048, 7, 7],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [2, 2],
group: 1
},
{
inputShape: [1, 512, 14, 14],
kernelShape: [512, 512, 3, 3],
bias: false,
outputShape: [1, 512, 7, 7],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [2, 2],
group: 1
},
{
inputShape: [1, 512, 7, 7],
kernelShape: [2048, 512, 1, 1],
bias: false,
outputShape: [1, 2048, 7, 7],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 2048, 7, 7],
kernelShape: [512, 2048, 1, 1],
bias: false,
outputShape: [1, 512, 7, 7],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 512, 7, 7],
kernelShape: [512, 512, 3, 3],
bias: false,
outputShape: [1, 512, 7, 7],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 512, 7, 7],
kernelShape: [2048, 512, 1, 1],
bias: false,
outputShape: [1, 2048, 7, 7],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 2048, 7, 7],
kernelShape: [512, 2048, 1, 1],
bias: false,
outputShape: [1, 512, 7, 7],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 512, 7, 7],
kernelShape: [512, 512, 3, 3],
bias: false,
outputShape: [1, 512, 7, 7],
paddings: [1, 1, 1, 1],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
{
inputShape: [1, 512, 7, 7],
kernelShape: [2048, 512, 1, 1],
bias: false,
outputShape: [1, 2048, 7, 7],
paddings: [0, 0, 0, 0],
dilations: [1, 1],
strides: [1, 1],
group: 1
},
];
}
async function testMe(convFunc, validate, count) {
for(let k = 0; k < testDataSet.length; ++k) {
const testData = testDataSet[k];
console.log(`Testing ${JSON.stringify(testData)}`);
const inputData = createRandomArray(testData.inputShape.reduce((a, b) => a * b));
const kernelData = createRandomArray(testData.kernelShape.reduce((a, b) => a * b));
for(let i =0; i < count; ++i) {
const actual = await convFunc(inputData, testData.inputShape,
kernelData, testData.kernelShape, undefined, '',
testData.dilations, testData.group, testData.paddings, testData.strides);
if(validate) {
const epsilon = 0.001;
const expected = cpuConv(
inputData, testData.inputShape, kernelData, testData.kernelShape,
null, '', testData.dilations, testData.group,
testData.paddings, testData.strides);
if(!compareOutputs(actual, expected, epsilon)) {
console.error('Expected and Actual did not match');
console.log(actual);
console.log(expected);
} else {
console.info('Actual and expected matched!');
}
}
}
}
}