tf2pi.html

  
 <html>
<body>
<script src=tf.min.js></script>
<script>
//
// tf2pi.html
// Neil Gershenfeld 11/18/18
// Nikhil Thorat 11/20/18
// TensorFlow.js pi calculation benchmark
// pi = 3.14159265358979323846
//
const points = 1e7
const a = tf.scalar(0.5)
const b = tf.scalar(0.75)
const c = tf.scalar(0.25)

const indexSubProgram = {
  variableNames: ['X'],
  outputShape: [points],
  userCode: `
    void main() {
        float x = getX();
        int i = getOutputCoords();
        float value = float(i) - x;
        setOutput(value);
      }
  `
}
function indexSub(x) {
  return tf.ENV.backend.compileAndRun(indexSubProgram, [x]);
}

function f(index) {
 // const index = tf.range(1,points)
  return tf.sum(tf.div(a,tf.mul(indexSub(b),indexSub(c)))).dataSync();
}

// Warmup
f()

const tstart = performance.now()/1000
//const sum = tf.range(1,points)
const sum = f()
//const sum = f();
const tend = performance.now()/1000
const mflops = points*5.0*1e-6/(tend-tstart);
document.write('pi: '+sum.toString())
document.write('<br>')
document.write('time: '+(tend-tstart)+'s')
document.write('<br>')
document.write('estimated MFlops: '+mflops)
</script>