vietnamese-handwriting / model_weights.js
trituenhantaoio's picture
Duplicate from ntt123/vietnamese-handwriting
7a00d6f
var oReq = new XMLHttpRequest();
oReq.open("GET", "weights.bin", true);
oReq.responseType = "arraybuffer";
var weights_meta={'rnn/~/attention_core/~/gru__b': [[0, 1200], [1200]], 'rnn/~/attention_core/~/gru__w_h': [[1200, 481200], [400, 1200]], 'rnn/~/attention_core/~/gru__w_i': [[481200, 682800], [168, 1200]], 'rnn/~/attention_core/~/gru_1__b': [[682800, 684000], [1200]], 'rnn/~/attention_core/~/gru_1__w_h': [[684000, 1164000], [400, 1200]], 'rnn/~/attention_core/~/gru_1__w_i': [[1164000, 1845600], [568, 1200]], 'rnn/~/attention_core/~/gru_2__b': [[1845600, 1846800], [1200]], 'rnn/~/attention_core/~/gru_2__w_h': [[1846800, 2326800], [400, 1200]], 'rnn/~/attention_core/~/gru_2__w_i': [[2326800, 3008400], [568, 1200]], 'rnn/~/attention_core/~/linear__b': [[3008400, 3008430], [30]], 'rnn/~/attention_core/~/linear__w': [[3008430, 3025470], [568, 30]], 'rnn/~/conv1_d__b': [[3025470, 3025635], [165]], 'rnn/~/conv1_d__w': [[3025635, 3161760], [5, 165, 165]], 'rnn/~/embed__embeddings': [[3161760, 3246240], [512, 165]], 'rnn/~/embed_1__embeddings': [[3246240, 3273465], [165, 165]], 'rnn/~/linear__b': [[3273465, 3273586], [121]], 'rnn/~/linear__w': [[3273586, 3321986], [400, 121]]};
console.log(weights_meta);
var WEIGHTS = {};
var weight_buffer = null;
var W = null;
var w32 = null;
var w16 = null;
oReq.onload = function (oEvent) {
var arrayBuffer = oReq.response; // Note: not oReq.responseText
if (arrayBuffer) {
// convert bfloat16 to float32
// w16 = new Uint16Array(arrayBuffer)
// weight_buffer = new SharedArrayBuffer(2*arrayBuffer.byteLength);
// w32 = new Uint16Array(weight_buffer);
// for(var i=0; i < w16.length; i++) {
// w32[i * 2 + 1] = w16[i];
// }
W = new Float32Array(arrayBuffer);
document.getElementById("btn").innerText = "Buffer arrieved";
for(var k in weights_meta) {
info = weights_meta[k];
offset = info[0];
shape = info[1];
WEIGHTS[k] = tf.tensor(W.subarray(offset[0], offset[1]), shape);
}
document.getElementById("btn").disabled = false;
tf.engine().startScope();
setTimeout(function() {
cur_run = cur_run + 1;
dojob(cur_run);
}, 0);
document.getElementById("btn").innerText = "Generate";
}
};
tf.setBackend('wasm');
tf.ready().then( function() {
tf.enableProdMode();
oReq.send(null);
});