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rodmcnew/backwards-mat-mul-optimization.html

Created April 25, 2017 00:13
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backwards-mat-mul-optimization.html
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// import {testData} from './test-backwards-data';
var m1 = testData.m1;
var m2 = testData.m2;
var out = testData.out;
var d = m2.d;
out.dw = testData.outDotDw;
m1.dw = new Float64Array(m1.d * m1.n);
m2.dw = new Float64Array(m2.d * m2.n);
var testCount = 1000;
function test() {
console.time(arguments.callee.name);
for (var timerI = 0; timerI < testCount; timerI++) {
for (var i = 0; i < m1.n; i++) { // loop over rows of m1
for (var k = 0; k < m1.d; k++) { // dot product loop
for (var j = 0; j < m2.d; j++) { // loop over cols of m2
var b = out.dw[d * i + j];
// m1.dw[m1.d * i + k] += m2.w[m2.d * k + j] * b;
m2.dw[m2.d * k + j] += m1.w[m1.d * i + k] * b;
}
}
}
}
console.timeEnd(arguments.callee.name);
}
function test2() {
console.time(arguments.callee.name);
for (var timerI = 0; timerI < testCount; timerI++) {
for (var i = 0; i < m1.n; i++) { // loop over rows of m1
for (var k = 0; k < m1.d; k++) { // dot product loop
for (var j = 0; j < m2.d; j++) { // loop over cols of m2
}
}
}
}
console.timeEnd(arguments.callee.name);
}
function test3() {
console.time(arguments.callee.name);
for (var timerI = 0; timerI < testCount; timerI++) {
for (var i = 0; i < m1.n; i++) { // loop over rows of m1
for (var k = 0; k < m1.d; k++) { // dot product loop
for (var j = 0; j < m2.d; j++) { // loop over cols of m2
d * i + j;
m1.d * i + k;
m2.d * k + j;
m2.d * k + j;
m1.d * i + k;
}
}
}
}
console.timeEnd(arguments.callee.name);
}
function test4() {
console.time(arguments.callee.name);
for (var timerI = 0; timerI < testCount; timerI++) {
for (var i = 0; i < m1.n; i++) { // loop over rows of m1
for (var k = 0; k < m1.d; k++) { // dot product loop
for (var j = 0; j < m2.d; j++) { // loop over cols of m2
var b = out.dw[0];
m1.dw[0] = m1.dw[0] + m2.w[0] * b;
m2.dw[0] = m2.dw[0] + m1.w[0] * b;
}
}
}
}
console.timeEnd(arguments.callee.name);
}
function test5() {
console.time(arguments.callee.name);
for (var timerI = 0; timerI < testCount; timerI++) {
for (var i = 0; i < m1.n; i++) { // loop over rows of m1
for (var k = 0; k < m1.d; k++) { // dot product loop
for (var j = 0; j < m2.d; j++) { // loop over cols of m2
var b = out.dw[0];
m1.dw[0] += m2.w[0] * b;
m2.dw[0] += m2.dw[0] + m1.w[0] * b;
}
}
}
}
console.timeEnd(arguments.callee.name);
}
test();
test2();
test3();
test4();
test5();
</script>
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