Tflite input data type (int8) conversion in javascript

Maybe you could print the contents of final_input?

The way you're doing final_input.push(time_step_array); makes me think you might be ending up with an array of arrays, rather than just a single flat 1D array. You probably need to use concat for that - or ideally to use tf.getInput().set(sub_array, offset);