experiments/Binary_Search_Strict_Partial_Compilation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scroll to the bottom of the notebook for my binary search code: it searches for the shortest `total_time` at which the pulses can achieve the target fidelity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "# reload code automatically\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from quantum_optimal_control.helper_functions.grape_functions import transmon_gate\n",
    "from quantum_optimal_control.main_grape.grape import Grape\n",
    "from quantum_optimal_control.core import hamiltonian"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os, sys, math\n",
    "from datetime import datetime\n",
    "sys.path.append('..'); import config\n",
    "\n",
    "data_path = config.DATA_PATH\n",
    "file_name = datetime.today().strftime('%h%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = 2  # this is the number of energy levels to consider (i.e. d-level qudits)\n",
    "max_iterations = 1000\n",
    "decay =  max_iterations / 2\n",
    "convergence = {'rate':0.02, 'max_iterations':max_iterations,\n",
    "               'conv_target':1e-3, 'learning_rate_decay':decay}\n",
    "reg_coeffs = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "U = np.array([[ 0.15435964+0.02879184j, -0.36651249-0.06836352j,\n",
    "          0.        +0.j        , -0.34298943-0.0639759j ,\n",
    "          0.03619322+0.00675092j, -0.0859374 -0.01602942j,\n",
    "          0.        +0.j        , -0.08042187-0.01500064j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "         -0.24155837-0.04505653j,  0.57355769+0.1069825j ,\n",
    "          0.        +0.j        ,  0.53674631+0.10011628j],\n",
    "        [ 0.        +0.j        ,  0.        +0.j        ,\n",
    "         -0.52516669-0.0979564j ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "         -0.12313758-0.02296816j,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.82183665+0.15329258j,  0.        +0.j        ],\n",
    "        [-0.48399397-0.09027668j, -0.2038379 -0.03802074j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "         -0.11348368-0.02116747j, -0.04779455-0.00891485j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.7574052 +0.14127455j,  0.3189872 +0.05949889j,\n",
    "          0.        +0.j        ,  0.        +0.j        ],\n",
    "        [-0.31258963-0.05830559j,  0.55890096+0.10424866j,\n",
    "          0.        +0.j        ,  0.52355698+0.09765615j,\n",
    "         -0.00551769-0.00102918j,  0.01060584+0.00197825j,\n",
    "          0.        +0.j        ,  0.00434069+0.00080964j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "         -0.18969458-0.03538267j,  0.33289765+0.06209353j,\n",
    "          0.        +0.j        ,  0.36771901+0.06858857j],\n",
    "        [ 0.63850575+0.1190969j ,  0.2249654 +0.04196153j,\n",
    "          0.        +0.j        ,  0.20552438+0.03833531j,\n",
    "          0.14911778+0.0278141j , -0.33036586-0.06162129j,\n",
    "          0.        +0.j        , -0.25612389-0.04777335j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.32700627+0.06099465j,  0.33965596+0.06335412j,\n",
    "          0.        +0.j        , -0.21578385-0.04024895j],\n",
    "        [ 0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.22441165+0.04185825j,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "         -0.95708819-0.17852029j,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ],\n",
    "        [ 0.13804212+0.02574822j,  0.20408945+0.03806766j,\n",
    "          0.        +0.j        , -0.15596166-0.02909065j,\n",
    "         -0.8236366 -0.15362832j, -0.31265925-0.05831858j,\n",
    "          0.        +0.j        , -0.03656885-0.00682098j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.08170125+0.01523928j, -0.19399195-0.03618423j,\n",
    "          0.        +0.j        ,  0.24406538+0.04552415j],\n",
    "        [ 0.05688748+0.0106109j , -0.135074  -0.0251946j ,\n",
    "          0.        +0.j        ,  0.16993946+0.03169785j,\n",
    "         -0.24261814-0.0452542j ,  0.57607404+0.10745186j,\n",
    "          0.        +0.j        , -0.72477096-0.13518746j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ],\n",
    "        [ 0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "         -0.28894168-0.05389467j,  0.68606492+0.12796784j,\n",
    "          0.        +0.j        ,  0.64203273+0.11975477j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ],\n",
    "        [ 0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.98304547+0.18336196j,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ],\n",
    "        [ 0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.90597536+0.1689865j ,  0.3815587 +0.07117001j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ],\n",
    "        [ 0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.24919821+0.04648155j, -0.59169779-0.11036607j,\n",
    "          0.        +0.j        ,  0.74442754+0.1388539j ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ],\n",
    "        [ 0.35046147+0.06536961j,  0.05474569+0.01021141j,\n",
    "          0.        +0.j        ,  0.04868376+0.00908071j,\n",
    "         -0.24573177-0.04583497j,  0.59553998+0.11108273j,\n",
    "          0.        +0.j        ,  0.5843357 +0.10899286j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.13448462+0.02508466j,  0.24922051+0.0464857j ,\n",
    "          0.        +0.j        , -0.03861082-0.00720186j],\n",
    "        [ 0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.80013608+0.1492449j ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.18761057+0.03499395j,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.53940978+0.10061308j,  0.        +0.j        ],\n",
    "        [ 0.12901096+0.02406369j,  0.36425303+0.06794208j,\n",
    "          0.        +0.j        , -0.33117406-0.06177204j,\n",
    "          0.36060589+0.06726179j,  0.22453978+0.04188215j,\n",
    "          0.        +0.j        , -0.07765148-0.0144839j ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.38469417+0.07175485j, -0.32297726-0.06024314j,\n",
    "          0.        +0.j        ,  0.51825636+0.09666745j],\n",
    "        [ 0.20283139+0.037833j  , -0.48160413-0.08983092j,\n",
    "          0.        +0.j        ,  0.60591636+0.11301818j,\n",
    "          0.04755855+0.00887083j, -0.11292332-0.02106295j,\n",
    "          0.        +0.j        ,  0.14207123+0.02649975j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.13673829+0.02550503j, -0.32467225-0.06055929j,\n",
    "          0.        +0.j        ,  0.40847704+0.07619093j]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 4\n",
    "connected_qubit_pairs = [(0, 1), (0, 2), (0, 3), (1, 2), (1, 3), (2, 3)]\n",
    "H0 = hamiltonian.get_H0(N, d, connected_qubit_pairs)\n",
    "Hops, Hnames = hamiltonian.get_Hops_and_Hnames(N, d)\n",
    "states_concerned_list = hamiltonian.get_full_states_concerned_list(N, d)\n",
    "maxA = hamiltonian.get_maxA(N, d)\n",
    "U = transmon_gate(U, d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data saved at: /project/ftchong/qoc/pranav/00004_Feb15.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/pranavgokhale/.conda/envs/QOC_qiskit/lib/python3.6/site-packages/tensorflow/python/framework/function.py:986: calling Graph.create_op (from tensorflow.python.framework.ops) with compute_shapes is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Shapes are always computed; don't use the compute_shapes as it has no effect.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.97e-01; Runtime: 211.9s; Iterations = 0, grads =   2.064e-03, unitary_metric = 0.99985\n"
     ]
    }
   ],
   "source": [
    "total_time = 34.8\n",
    "steps = int(total_time * 20)\n",
    "uks, U_f = Grape(H0, Hops, Hnames, U, total_time, steps, states_concerned_list, convergence,\n",
    "                 reg_coeffs=reg_coeffs,\n",
    "                 use_gpu=False, sparse_H=False, method='ADAM', maxA=maxA,\n",
    "                 show_plots=False, file_name=file_name, data_path=data_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----\n",
    "## Unitary Slices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "unitaries = [matrix([[0.        +0.j        , 0.        +0.j        ,\n",
    "         0.        -0.70710678j, 0.70710678+0.j        ],\n",
    "        [0.70710678+0.j        , 0.        -0.70710678j,\n",
    "         0.        +0.j        , 0.        +0.j        ],\n",
    "        [0.        -0.70710678j, 0.70710678+0.j        ,\n",
    "         0.        +0.j        , 0.        +0.j        ],\n",
    "        [0.        +0.j        , 0.        +0.j        ,\n",
    "         0.70710678+0.j        , 0.        -0.70710678j]]), matrix([[1.        +0.j        , 0.        +0.j        ],\n",
    "        [0.        +0.j        , 0.54084856-0.84111999j]]), matrix([[1.+0.j, 0.+0.j, 0.+0.j, 0.+0.j],\n",
    "        [0.+0.j, 0.+0.j, 0.+0.j, 1.+0.j],\n",
    "        [0.+0.j, 0.+0.j, 1.+0.j, 0.+0.j],\n",
    "        [0.+0.j, 1.+0.j, 0.+0.j, 0.+0.j]]), matrix([[1.        +0.j        , 0.        +0.j        ],\n",
    "        [0.        +0.j        , 0.54084856+0.84111999j]]), matrix([[ 0.70710678+0.j,  0.        +0.j,  0.70710678+0.j,\n",
    "          0.        +0.j],\n",
    "        [ 0.        +0.j,  0.70710678+0.j,  0.        +0.j,\n",
    "         -0.70710678+0.j],\n",
    "        [ 0.70710678+0.j,  0.        +0.j, -0.70710678+0.j,\n",
    "          0.        +0.j],\n",
    "        [ 0.        +0.j,  0.70710678+0.j,  0.        +0.j,\n",
    "          0.70710678+0.j]]), matrix([[1.        +0.j        , 0.        +0.j        ],\n",
    "        [0.        +0.j        , 0.56897351+0.82235585j]]), matrix([[ 0.5+0.j ,  0. +0.5j,  0. +0.5j,  0.5+0.j ],\n",
    "        [ 0. -0.5j,  0.5+0.j , -0.5+0.j ,  0. +0.5j],\n",
    "        [ 0.5+0.j ,  0. -0.5j,  0. -0.5j,  0.5+0.j ],\n",
    "        [ 0. -0.5j, -0.5+0.j ,  0.5+0.j ,  0. +0.5j]]), matrix([[1.        +0.j        , 0.        +0.j        ],\n",
    "        [0.        +0.j        , 0.56897351+0.82235585j]]), matrix([[ 0.35355339+0.j        ,  0.        +0.35355339j,\n",
    "          0.        +0.35355339j,  0.35355339+0.j        ,\n",
    "          0.        -0.35355339j,  0.35355339+0.j        ,\n",
    "          0.35355339+0.j        ,  0.        -0.35355339j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ],\n",
    "        [ 0.35355339+0.j        ,  0.        -0.35355339j,\n",
    "          0.        +0.35355339j, -0.35355339+0.j        ,\n",
    "          0.        -0.35355339j, -0.35355339+0.j        ,\n",
    "          0.35355339+0.j        ,  0.        +0.35355339j,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ],\n",
    "        [ 0.        +0.35355339j,  0.35355339+0.j        ,\n",
    "          0.35355339+0.j        ,  0.        +0.35355339j,\n",
    "          0.35355339+0.j        ,  0.        -0.35355339j,\n",
    "          0.        -0.35355339j,  0.35355339+0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ],\n",
    "        [ 0.        +0.35355339j, -0.35355339+0.j        ,\n",
    "          0.35355339+0.j        ,  0.        -0.35355339j,\n",
    "          0.35355339+0.j        ,  0.        +0.35355339j,\n",
    "          0.        -0.35355339j, -0.35355339+0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ],\n",
    "        [ 0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        -0.35355339j,  0.35355339+0.j        ,\n",
    "          0.35355339+0.j        ,  0.        -0.35355339j,\n",
    "          0.35355339+0.j        ,  0.        +0.35355339j,\n",
    "          0.        +0.35355339j,  0.35355339+0.j        ],\n",
    "        [ 0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        -0.35355339j, -0.35355339+0.j        ,\n",
    "          0.35355339+0.j        ,  0.        +0.35355339j,\n",
    "          0.35355339+0.j        ,  0.        -0.35355339j,\n",
    "          0.        +0.35355339j, -0.35355339+0.j        ],\n",
    "        [ 0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.35355339+0.j        ,  0.        -0.35355339j,\n",
    "          0.        -0.35355339j,  0.35355339+0.j        ,\n",
    "          0.        +0.35355339j,  0.35355339+0.j        ,\n",
    "          0.35355339+0.j        ,  0.        +0.35355339j],\n",
    "        [ 0.        +0.j        ,  0.        +0.j        ,\n",
    "          0.        +0.j        ,  0.        +0.j        ,\n",
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    "         -0.25+0.j  , -0.25+0.j  ,  0.  +0.25j,  0.  +0.25j,  0.  -0.25j,\n",
    "          0.  -0.25j],\n",
    "        [ 0.  +0.25j,  0.  +0.25j,  0.  -0.25j,  0.  -0.25j, -0.25+0.j  ,\n",
    "         -0.25+0.j  ,  0.25+0.j  ,  0.25+0.j  ,  0.25+0.j  ,  0.25+0.j  ,\n",
    "         -0.25+0.j  , -0.25+0.j  ,  0.  -0.25j,  0.  -0.25j,  0.  +0.25j,\n",
    "          0.  +0.25j],\n",
    "        [ 0.  +0.25j,  0.  -0.25j,  0.  -0.25j,  0.  +0.25j, -0.25+0.j  ,\n",
    "          0.25+0.j  ,  0.25+0.j  , -0.25+0.j  ,  0.25+0.j  , -0.25+0.j  ,\n",
    "         -0.25+0.j  ,  0.25+0.j  ,  0.  -0.25j,  0.  +0.25j,  0.  +0.25j,\n",
    "          0.  -0.25j],\n",
    "        [ 0.  +0.25j,  0.  -0.25j,  0.  +0.25j,  0.  -0.25j, -0.25+0.j  ,\n",
    "          0.25+0.j  , -0.25+0.j  ,  0.25+0.j  ,  0.25+0.j  , -0.25+0.j  ,\n",
    "          0.25+0.j  , -0.25+0.j  ,  0.  -0.25j,  0.  +0.25j,  0.  -0.25j,\n",
    "          0.  +0.25j],\n",
    "        [ 0.  +0.25j,  0.  +0.25j,  0.  +0.25j,  0.  +0.25j, -0.25+0.j  ,\n",
    "         -0.25+0.j  , -0.25+0.j  , -0.25+0.j  ,  0.25+0.j  ,  0.25+0.j  ,\n",
    "          0.25+0.j  ,  0.25+0.j  ,  0.  -0.25j,  0.  -0.25j,  0.  -0.25j,\n",
    "          0.  -0.25j]])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(4, 4),\n",
       " (2, 2),\n",
       " (4, 4),\n",
       " (2, 2),\n",
       " (4, 4),\n",
       " (2, 2),\n",
       " (4, 4),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (4, 4),\n",
       " (2, 2),\n",
       " (4, 4),\n",
       " (2, 2),\n",
       " (4, 4),\n",
       " (2, 2),\n",
       " (8, 8),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (8, 8),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (8, 8),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16),\n",
       " (2, 2),\n",
       " (16, 16)]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[unitary.shape for unitary in unitaries]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def binary_search_for_shortest_pulse_time(min_steps, max_steps):\n",
    "    \"\"\"Search between [min_steps, max_steps] (inclusive).\"\"\"\n",
    "    while min_steps + 20 < max_steps:  # just estimate to +- 1ns\n",
    "        mid_steps = int((min_steps + max_steps) / 2)\n",
    "        total_time = mid_steps / 20.0\n",
    "        print('trying total_time: %s for unitary of size %s' % (str(total_time), str(U.shape)))\n",
    "        _, _, converged = Grape(H0, Hops, Hnames, U, total_time, mid_steps, states_concerned_list, convergence,\n",
    "                         reg_coeffs=reg_coeffs,\n",
    "                         use_gpu=False, sparse_H=False, method='ADAM', maxA=maxA,\n",
    "                         show_plots=False, file_name=file_name, data_path=data_path, return_converged=True)\n",
    "        if converged:\n",
    "            max_steps = mid_steps\n",
    "        else:\n",
    "            min_steps = mid_steps\n",
    "\n",
    "    return mid_steps / 20.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_iterations = 1000\n",
    "decay =  max_iterations / 2\n",
    "convergence = {'rate':0.02, 'max_iterations':max_iterations,\n",
    "               'conv_target':1e-3, 'learning_rate_decay':decay}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trying total_time: 6.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00050_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.97e-01; Runtime: 0.1s; Iterations = 0, grads =   3.656e-03, unitary_metric = 1.00003\n",
      "Error = :1.06e-01; Runtime: 4.1s; Iterations = 100, grads =   2.440e-04, unitary_metric = 0.99997\n",
      "Error = :5.37e-02; Runtime: 8.0s; Iterations = 200, grads =   8.715e-05, unitary_metric = 0.99995\n",
      "Error = :3.83e-02; Runtime: 11.8s; Iterations = 300, grads =   5.892e-05, unitary_metric = 0.99996\n",
      "Error = :3.16e-02; Runtime: 15.7s; Iterations = 400, grads =   6.147e-05, unitary_metric = 0.99997\n",
      "Error = :2.48e-02; Runtime: 19.6s; Iterations = 500, grads =   4.395e-05, unitary_metric = 0.99995\n",
      "Error = :2.03e-02; Runtime: 23.5s; Iterations = 600, grads =   3.043e-05, unitary_metric = 0.99996\n",
      "Error = :1.76e-02; Runtime: 27.3s; Iterations = 700, grads =   2.289e-05, unitary_metric = 0.99996\n",
      "Error = :1.60e-02; Runtime: 31.2s; Iterations = 800, grads =   1.829e-05, unitary_metric = 0.99994\n",
      "Error = :1.49e-02; Runtime: 35.0s; Iterations = 900, grads =   1.541e-05, unitary_metric = 0.99994\n",
      "Error = :1.42e-02; Runtime: 38.8s; Iterations = 1000, grads =   1.356e-05, unitary_metric = 0.99997\n",
      "data saved at: /project/ftchong/qoc/pranav/00050_Feb10.h5\n",
      "trying total_time: 9.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00051_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.89e-01; Runtime: 0.2s; Iterations = 0, grads =   2.172e-02, unitary_metric = 1.00002\n",
      "Error = :1.02e-02; Runtime: 6.2s; Iterations = 100, grads =   1.002e-04, unitary_metric = 0.99995\n",
      "Error = :9.65e-04; Runtime: 8.9s; Iterations = 145, grads =   9.100e-06, unitary_metric = 0.99994\n",
      "data saved at: /project/ftchong/qoc/pranav/00051_Feb10.h5\n",
      "trying total_time: 7.5 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00052_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.34e-01; Runtime: 0.2s; Iterations = 0, grads =   2.864e-02, unitary_metric = 1.00001\n",
      "Error = :2.64e-02; Runtime: 5.2s; Iterations = 100, grads =   1.399e-04, unitary_metric = 0.99996\n",
      "Error = :3.07e-03; Runtime: 9.9s; Iterations = 200, grads =   1.144e-05, unitary_metric = 0.99995\n",
      "Error = :9.86e-04; Runtime: 14.2s; Iterations = 291, grads =   3.092e-06, unitary_metric = 0.99995\n",
      "data saved at: /project/ftchong/qoc/pranav/00052_Feb10.h5\n",
      "trying total_time: 6.75 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00053_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.47e-01; Runtime: 0.2s; Iterations = 0, grads =   6.947e-02, unitary_metric = 1.00002\n",
      "Error = :1.00e-01; Runtime: 4.6s; Iterations = 100, grads =   7.846e-04, unitary_metric = 0.99997\n",
      "Error = :2.64e-02; Runtime: 8.9s; Iterations = 200, grads =   8.148e-05, unitary_metric = 0.99996\n",
      "Error = :1.08e-02; Runtime: 13.0s; Iterations = 300, grads =   2.974e-05, unitary_metric = 0.99997\n",
      "Error = :6.92e-03; Runtime: 17.1s; Iterations = 400, grads =   1.560e-05, unitary_metric = 0.99995\n",
      "Error = :6.56e-03; Runtime: 21.1s; Iterations = 500, grads =   1.487e-05, unitary_metric = 0.99996\n",
      "Error = :7.04e-03; Runtime: 25.2s; Iterations = 600, grads =   2.009e-05, unitary_metric = 0.99996\n",
      "Error = :6.48e-03; Runtime: 29.2s; Iterations = 700, grads =   2.002e-05, unitary_metric = 0.99996\n",
      "Error = :5.40e-03; Runtime: 33.3s; Iterations = 800, grads =   1.531e-05, unitary_metric = 0.99994\n",
      "Error = :4.42e-03; Runtime: 37.3s; Iterations = 900, grads =   1.156e-05, unitary_metric = 0.99995\n",
      "Error = :3.63e-03; Runtime: 41.6s; Iterations = 1000, grads =   8.926e-06, unitary_metric = 0.99997\n",
      "data saved at: /project/ftchong/qoc/pranav/00053_Feb10.h5\n",
      "***Pulse Time: 6.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00054_Feb10.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :6.86e-02; Runtime: 0.1s; Iterations = 0, grads =   4.192e-01, unitary_metric = 1.00000\n",
      "Error = :4.59e-04; Runtime: 0.3s; Iterations = 1, grads =   1.539e-03, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00054_Feb10.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00055_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.44e-01; Runtime: 0.0s; Iterations = 0, grads =   1.677e-01, unitary_metric = 1.00001\n",
      "Error = :4.92e-04; Runtime: 0.2s; Iterations = 10, grads =   3.760e-04, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00055_Feb10.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00056_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.25e-01; Runtime: 0.0s; Iterations = 0, grads =   1.113e-01, unitary_metric = 1.00001\n",
      "Error = :1.50e-04; Runtime: 0.2s; Iterations = 20, grads =   1.925e-06, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00056_Feb10.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 6.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00057_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.61e-01; Runtime: 0.2s; Iterations = 0, grads =   7.964e-03, unitary_metric = 1.00003\n",
      "Error = :1.14e-01; Runtime: 4.0s; Iterations = 100, grads =   2.990e-04, unitary_metric = 0.99997\n",
      "Error = :6.37e-02; Runtime: 7.6s; Iterations = 200, grads =   8.910e-05, unitary_metric = 0.99995\n",
      "Error = :4.93e-02; Runtime: 11.3s; Iterations = 300, grads =   7.126e-05, unitary_metric = 0.99995\n",
      "Error = :4.55e-02; Runtime: 15.1s; Iterations = 400, grads =   6.595e-05, unitary_metric = 0.99996\n",
      "Error = :4.63e-02; Runtime: 19.0s; Iterations = 500, grads =   8.892e-05, unitary_metric = 0.99995\n",
      "Error = :4.44e-02; Runtime: 22.8s; Iterations = 600, grads =   7.441e-05, unitary_metric = 0.99995\n",
      "Error = :4.40e-02; Runtime: 26.5s; Iterations = 700, grads =   6.293e-05, unitary_metric = 0.99995\n",
      "Error = :4.42e-02; Runtime: 30.3s; Iterations = 800, grads =   6.529e-05, unitary_metric = 0.99995\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error = :4.31e-02; Runtime: 34.0s; Iterations = 900, grads =   6.538e-05, unitary_metric = 0.99997\n",
      "Error = :4.10e-02; Runtime: 37.8s; Iterations = 1000, grads =   5.743e-05, unitary_metric = 0.99995\n",
      "data saved at: /project/ftchong/qoc/pranav/00057_Feb10.h5\n",
      "trying total_time: 9.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00058_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :1.00e+00; Runtime: 0.2s; Iterations = 0, grads =   1.009e-05, unitary_metric = 1.00001\n",
      "Error = :4.45e-03; Runtime: 6.1s; Iterations = 100, grads =   9.374e-04, unitary_metric = 0.99996\n",
      "Error = :9.34e-04; Runtime: 8.9s; Iterations = 148, grads =   1.648e-04, unitary_metric = 0.99996\n",
      "data saved at: /project/ftchong/qoc/pranav/00058_Feb10.h5\n",
      "trying total_time: 7.5 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00059_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.54e-01; Runtime: 0.2s; Iterations = 0, grads =   6.478e-02, unitary_metric = 1.00002\n",
      "Error = :2.61e-02; Runtime: 5.0s; Iterations = 100, grads =   1.642e-04, unitary_metric = 0.99998\n",
      "Error = :4.86e-03; Runtime: 9.6s; Iterations = 200, grads =   9.838e-05, unitary_metric = 0.99995\n",
      "Error = :2.01e-03; Runtime: 14.2s; Iterations = 300, grads =   1.728e-04, unitary_metric = 0.99996\n",
      "Error = :1.13e-03; Runtime: 18.9s; Iterations = 400, grads =   1.342e-04, unitary_metric = 0.99995\n",
      "Error = :9.27e-04; Runtime: 19.5s; Iterations = 412, grads =   1.344e-04, unitary_metric = 0.99996\n",
      "data saved at: /project/ftchong/qoc/pranav/00059_Feb10.h5\n",
      "trying total_time: 6.75 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00060_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.30e-01; Runtime: 0.2s; Iterations = 0, grads =   7.376e-02, unitary_metric = 1.00003\n",
      "Error = :5.36e-02; Runtime: 4.6s; Iterations = 100, grads =   2.812e-04, unitary_metric = 0.99998\n",
      "Error = :1.68e-02; Runtime: 8.7s; Iterations = 200, grads =   3.767e-05, unitary_metric = 0.99997\n",
      "Error = :1.30e-02; Runtime: 12.8s; Iterations = 300, grads =   2.470e-05, unitary_metric = 0.99997\n",
      "Error = :1.40e-02; Runtime: 17.2s; Iterations = 400, grads =   4.591e-05, unitary_metric = 0.99993\n",
      "Error = :1.03e-02; Runtime: 21.5s; Iterations = 500, grads =   2.824e-05, unitary_metric = 0.99993\n",
      "Error = :7.49e-03; Runtime: 25.8s; Iterations = 600, grads =   1.420e-05, unitary_metric = 0.99994\n",
      "Error = :6.18e-03; Runtime: 30.2s; Iterations = 700, grads =   9.966e-06, unitary_metric = 0.99997\n",
      "Error = :5.53e-03; Runtime: 34.5s; Iterations = 800, grads =   8.194e-06, unitary_metric = 0.99994\n",
      "Error = :5.14e-03; Runtime: 38.8s; Iterations = 900, grads =   7.377e-06, unitary_metric = 0.99995\n",
      "Error = :4.92e-03; Runtime: 43.1s; Iterations = 1000, grads =   6.996e-06, unitary_metric = 0.99996\n",
      "data saved at: /project/ftchong/qoc/pranav/00060_Feb10.h5\n",
      "***Pulse Time: 6.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00061_Feb10.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :1.52e-01; Runtime: 0.1s; Iterations = 0, grads =   8.481e-01, unitary_metric = 1.00000\n",
      "Error = :2.43e-02; Runtime: 1.8s; Iterations = 100, grads =   1.408e-03, unitary_metric = 1.00000\n",
      "Error = :1.32e-02; Runtime: 3.5s; Iterations = 200, grads =   7.638e-04, unitary_metric = 1.00000\n",
      "Error = :4.47e-03; Runtime: 5.1s; Iterations = 300, grads =   2.647e-04, unitary_metric = 1.00000\n",
      "Error = :1.22e-03; Runtime: 6.8s; Iterations = 400, grads =   7.113e-05, unitary_metric = 1.00000\n",
      "Error = :9.95e-04; Runtime: 7.1s; Iterations = 411, grads =   5.882e-05, unitary_metric = 0.99999\n",
      "data saved at: /project/ftchong/qoc/pranav/00061_Feb10.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00062_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :7.44e-01; Runtime: 0.0s; Iterations = 0, grads =   6.088e-01, unitary_metric = 1.00001\n",
      "Error = :6.61e-04; Runtime: 0.2s; Iterations = 8, grads =   1.516e-03, unitary_metric = 1.00002\n",
      "data saved at: /project/ftchong/qoc/pranav/00062_Feb10.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00063_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :3.82e-02; Runtime: 0.0s; Iterations = 0, grads =   5.847e-02, unitary_metric = 1.00001\n",
      "Error = :4.71e-05; Runtime: 0.1s; Iterations = 3, grads =   7.985e-07, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00063_Feb10.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 6.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00064_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.59e-01; Runtime: 0.2s; Iterations = 0, grads =   1.758e-02, unitary_metric = 1.00003\n",
      "Error = :1.28e-01; Runtime: 4.4s; Iterations = 100, grads =   3.352e-04, unitary_metric = 0.99996\n",
      "Error = :6.99e-02; Runtime: 8.2s; Iterations = 200, grads =   1.433e-04, unitary_metric = 0.99996\n",
      "Error = :5.78e-02; Runtime: 12.0s; Iterations = 300, grads =   1.631e-04, unitary_metric = 0.99995\n",
      "Error = :4.33e-02; Runtime: 15.8s; Iterations = 400, grads =   6.416e-05, unitary_metric = 0.99993\n",
      "Error = :3.98e-02; Runtime: 19.6s; Iterations = 500, grads =   4.318e-05, unitary_metric = 0.99995\n",
      "Error = :3.94e-02; Runtime: 23.3s; Iterations = 600, grads =   3.918e-05, unitary_metric = 0.99995\n",
      "Error = :3.95e-02; Runtime: 27.1s; Iterations = 700, grads =   3.580e-05, unitary_metric = 0.99996\n",
      "Error = :3.95e-02; Runtime: 30.8s; Iterations = 800, grads =   3.205e-05, unitary_metric = 0.99996\n",
      "Error = :3.94e-02; Runtime: 34.6s; Iterations = 900, grads =   2.860e-05, unitary_metric = 0.99997\n",
      "Error = :3.91e-02; Runtime: 38.4s; Iterations = 1000, grads =   2.555e-05, unitary_metric = 0.99996\n",
      "data saved at: /project/ftchong/qoc/pranav/00064_Feb10.h5\n",
      "trying total_time: 9.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00065_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error = :8.70e-01; Runtime: 0.3s; Iterations = 0, grads =   1.030e-02, unitary_metric = 1.00003\n",
      "Error = :1.78e-03; Runtime: 6.2s; Iterations = 100, grads =   1.617e-04, unitary_metric = 0.99995\n",
      "Error = :9.26e-04; Runtime: 6.7s; Iterations = 106, grads =   9.499e-05, unitary_metric = 0.99998\n",
      "data saved at: /project/ftchong/qoc/pranav/00065_Feb10.h5\n",
      "trying total_time: 7.5 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00066_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.37e-01; Runtime: 0.2s; Iterations = 0, grads =   1.211e-01, unitary_metric = 1.00000\n",
      "Error = :3.43e-02; Runtime: 5.1s; Iterations = 100, grads =   2.955e-04, unitary_metric = 0.99996\n",
      "Error = :3.19e-03; Runtime: 9.8s; Iterations = 200, grads =   2.071e-05, unitary_metric = 0.99994\n",
      "Error = :9.97e-04; Runtime: 14.4s; Iterations = 296, grads =   2.921e-06, unitary_metric = 0.99996\n",
      "data saved at: /project/ftchong/qoc/pranav/00066_Feb10.h5\n",
      "trying total_time: 6.75 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00067_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.96e-01; Runtime: 0.2s; Iterations = 0, grads =   8.707e-03, unitary_metric = 1.00003\n",
      "Error = :8.12e-02; Runtime: 4.6s; Iterations = 100, grads =   3.964e-04, unitary_metric = 0.99995\n",
      "Error = :2.98e-02; Runtime: 8.7s; Iterations = 200, grads =   9.299e-05, unitary_metric = 0.99993\n",
      "Error = :1.93e-02; Runtime: 12.9s; Iterations = 300, grads =   5.814e-05, unitary_metric = 0.99994\n",
      "Error = :1.16e-02; Runtime: 17.1s; Iterations = 400, grads =   2.579e-05, unitary_metric = 0.99994\n",
      "Error = :8.91e-03; Runtime: 21.3s; Iterations = 500, grads =   1.692e-05, unitary_metric = 0.99995\n",
      "Error = :7.79e-03; Runtime: 25.6s; Iterations = 600, grads =   1.351e-05, unitary_metric = 0.99995\n",
      "Error = :7.18e-03; Runtime: 29.8s; Iterations = 700, grads =   1.157e-05, unitary_metric = 0.99995\n",
      "Error = :6.84e-03; Runtime: 34.0s; Iterations = 800, grads =   1.033e-05, unitary_metric = 0.99995\n",
      "Error = :6.62e-03; Runtime: 38.2s; Iterations = 900, grads =   9.508e-06, unitary_metric = 0.99994\n",
      "Error = :6.46e-03; Runtime: 42.4s; Iterations = 1000, grads =   8.956e-06, unitary_metric = 0.99995\n",
      "data saved at: /project/ftchong/qoc/pranav/00067_Feb10.h5\n",
      "***Pulse Time: 6.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00068_Feb10.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :2.91e-01; Runtime: 0.1s; Iterations = 0, grads =   1.341e+00, unitary_metric = 1.00000\n",
      "Error = :2.22e-02; Runtime: 1.8s; Iterations = 100, grads =   1.312e-03, unitary_metric = 1.00000\n",
      "Error = :1.27e-02; Runtime: 3.4s; Iterations = 200, grads =   7.394e-04, unitary_metric = 0.99999\n",
      "Error = :4.20e-03; Runtime: 5.1s; Iterations = 300, grads =   2.469e-04, unitary_metric = 0.99999\n",
      "Error = :1.13e-03; Runtime: 6.7s; Iterations = 400, grads =   6.751e-05, unitary_metric = 1.00000\n",
      "Error = :9.93e-04; Runtime: 7.1s; Iterations = 408, grads =   5.872e-05, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00068_Feb10.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00069_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.36e-01; Runtime: 0.0s; Iterations = 0, grads =   1.947e-01, unitary_metric = 1.00001\n",
      "Error = :6.51e-03; Runtime: 0.9s; Iterations = 100, grads =   1.844e-04, unitary_metric = 1.00002\n",
      "Error = :3.61e-03; Runtime: 1.8s; Iterations = 200, grads =   1.073e-04, unitary_metric = 1.00002\n",
      "Error = :1.23e-03; Runtime: 2.6s; Iterations = 300, grads =   3.066e-05, unitary_metric = 1.00002\n",
      "Error = :9.76e-04; Runtime: 2.7s; Iterations = 312, grads =   2.849e-05, unitary_metric = 1.00002\n",
      "data saved at: /project/ftchong/qoc/pranav/00069_Feb10.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00070_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :5.82e-02; Runtime: 0.0s; Iterations = 0, grads =   8.488e-02, unitary_metric = 1.00001\n",
      "Error = :2.22e-04; Runtime: 0.1s; Iterations = 4, grads =   2.505e-04, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00070_Feb10.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 6.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00071_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.35e-01; Runtime: 0.1s; Iterations = 0, grads =   3.297e-02, unitary_metric = 1.00002\n",
      "Error = :3.35e-02; Runtime: 4.1s; Iterations = 100, grads =   1.881e-04, unitary_metric = 0.99996\n",
      "Error = :1.95e-02; Runtime: 7.8s; Iterations = 200, grads =   2.593e-05, unitary_metric = 0.99997\n",
      "Error = :1.63e-02; Runtime: 11.6s; Iterations = 300, grads =   1.866e-05, unitary_metric = 0.99997\n",
      "Error = :1.52e-02; Runtime: 15.3s; Iterations = 400, grads =   1.880e-05, unitary_metric = 0.99995\n",
      "Error = :1.39e-02; Runtime: 19.1s; Iterations = 500, grads =   1.994e-05, unitary_metric = 0.99994\n",
      "Error = :1.17e-02; Runtime: 22.9s; Iterations = 600, grads =   1.255e-05, unitary_metric = 0.99998\n",
      "Error = :1.02e-02; Runtime: 26.6s; Iterations = 700, grads =   8.703e-06, unitary_metric = 0.99997\n",
      "Error = :9.24e-03; Runtime: 30.4s; Iterations = 800, grads =   6.892e-06, unitary_metric = 0.99999\n",
      "Error = :8.65e-03; Runtime: 34.2s; Iterations = 900, grads =   5.827e-06, unitary_metric = 0.99997\n",
      "Error = :8.24e-03; Runtime: 37.9s; Iterations = 1000, grads =   5.113e-06, unitary_metric = 0.99996\n",
      "data saved at: /project/ftchong/qoc/pranav/00071_Feb10.h5\n",
      "trying total_time: 9.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00072_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.56e-01; Runtime: 0.2s; Iterations = 0, grads =   5.546e-02, unitary_metric = 1.00004\n",
      "Error = :9.50e-04; Runtime: 6.0s; Iterations = 99, grads =   2.649e-04, unitary_metric = 0.99996\n",
      "data saved at: /project/ftchong/qoc/pranav/00072_Feb10.h5\n",
      "trying total_time: 7.5 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00073_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.37e-01; Runtime: 0.2s; Iterations = 0, grads =   1.150e-02, unitary_metric = 1.00002\n",
      "Error = :4.20e-03; Runtime: 5.1s; Iterations = 100, grads =   1.646e-04, unitary_metric = 0.99996\n",
      "Error = :1.27e-03; Runtime: 9.8s; Iterations = 200, grads =   3.579e-06, unitary_metric = 0.99996\n",
      "Error = :9.99e-04; Runtime: 11.5s; Iterations = 234, grads =   2.554e-06, unitary_metric = 0.99995\n",
      "data saved at: /project/ftchong/qoc/pranav/00073_Feb10.h5\n",
      "trying total_time: 6.75 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00074_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.49e-01; Runtime: 0.2s; Iterations = 0, grads =   1.935e-02, unitary_metric = 1.00001\n",
      "Error = :1.08e-02; Runtime: 4.5s; Iterations = 100, grads =   1.988e-04, unitary_metric = 0.99998\n",
      "Error = :4.26e-03; Runtime: 8.7s; Iterations = 200, grads =   7.018e-06, unitary_metric = 0.99996\n",
      "Error = :2.69e-03; Runtime: 13.0s; Iterations = 300, grads =   3.680e-06, unitary_metric = 0.99995\n",
      "Error = :1.85e-03; Runtime: 17.1s; Iterations = 400, grads =   2.388e-06, unitary_metric = 0.99997\n",
      "Error = :1.36e-03; Runtime: 21.4s; Iterations = 500, grads =   1.677e-06, unitary_metric = 0.99996\n",
      "Error = :1.04e-03; Runtime: 25.6s; Iterations = 600, grads =   1.257e-06, unitary_metric = 0.99998\n",
      "Error = :9.98e-04; Runtime: 26.6s; Iterations = 620, grads =   1.193e-06, unitary_metric = 0.99997\n",
      "data saved at: /project/ftchong/qoc/pranav/00074_Feb10.h5\n",
      "***Pulse Time: 6.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00075_Feb10.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :1.66e-01; Runtime: 0.1s; Iterations = 0, grads =   9.027e-01, unitary_metric = 1.00000\n",
      "Error = :2.38e-02; Runtime: 1.8s; Iterations = 100, grads =   1.327e-03, unitary_metric = 1.00000\n",
      "Error = :1.36e-02; Runtime: 3.4s; Iterations = 200, grads =   7.717e-04, unitary_metric = 1.00000\n",
      "Error = :4.34e-03; Runtime: 5.1s; Iterations = 300, grads =   2.455e-04, unitary_metric = 0.99999\n",
      "Error = :1.06e-03; Runtime: 6.7s; Iterations = 400, grads =   6.142e-05, unitary_metric = 0.99999\n",
      "Error = :9.96e-04; Runtime: 6.9s; Iterations = 408, grads =   5.640e-05, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00075_Feb10.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00076_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.33e-01; Runtime: 0.0s; Iterations = 0, grads =   4.538e-01, unitary_metric = 1.00001\n",
      "Error = :7.03e-03; Runtime: 0.9s; Iterations = 100, grads =   2.181e-04, unitary_metric = 1.00002\n",
      "Error = :4.25e-03; Runtime: 1.8s; Iterations = 200, grads =   1.174e-04, unitary_metric = 1.00002\n",
      "Error = :1.33e-03; Runtime: 2.6s; Iterations = 300, grads =   3.870e-05, unitary_metric = 1.00002\n",
      "Error = :9.96e-04; Runtime: 2.8s; Iterations = 324, grads =   2.907e-05, unitary_metric = 1.00002\n",
      "data saved at: /project/ftchong/qoc/pranav/00076_Feb10.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00077_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :2.66e-01; Runtime: 0.0s; Iterations = 0, grads =   3.055e-01, unitary_metric = 1.00000\n",
      "Error = :9.91e-04; Runtime: 0.2s; Iterations = 8, grads =   1.158e-03, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00077_Feb10.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 24.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00078_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.98e-01; Runtime: 0.8s; Iterations = 0, grads =   7.093e-04, unitary_metric = 0.99991\n",
      "Error = :2.88e-01; Runtime: 40.2s; Iterations = 100, grads =   2.260e-02, unitary_metric = 0.99979\n",
      "Error = :1.63e-01; Runtime: 78.9s; Iterations = 200, grads =   5.963e-03, unitary_metric = 0.99976\n",
      "Error = :1.15e-01; Runtime: 117.5s; Iterations = 300, grads =   1.095e-03, unitary_metric = 0.99974\n",
      "Error = :9.30e-02; Runtime: 156.1s; Iterations = 400, grads =   1.840e-04, unitary_metric = 0.99967\n",
      "Error = :8.23e-02; Runtime: 195.1s; Iterations = 500, grads =   7.906e-05, unitary_metric = 0.99966\n",
      "Error = :7.58e-02; Runtime: 234.2s; Iterations = 600, grads =   3.566e-05, unitary_metric = 0.99963\n",
      "Error = :7.17e-02; Runtime: 272.8s; Iterations = 700, grads =   1.980e-05, unitary_metric = 0.99956\n",
      "Error = :6.86e-02; Runtime: 312.0s; Iterations = 800, grads =   1.737e-05, unitary_metric = 0.99953\n",
      "Error = :6.62e-02; Runtime: 350.6s; Iterations = 900, grads =   1.653e-05, unitary_metric = 0.99956\n",
      "Error = :6.43e-02; Runtime: 389.1s; Iterations = 1000, grads =   1.588e-05, unitary_metric = 0.99956\n",
      "data saved at: /project/ftchong/qoc/pranav/00078_Feb10.h5\n",
      "trying total_time: 36.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00079_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.86e-01; Runtime: 1.1s; Iterations = 0, grads =   8.621e-03, unitary_metric = 0.99991\n",
      "Error = :2.62e-01; Runtime: 61.5s; Iterations = 100, grads =   1.075e-01, unitary_metric = 0.99975\n",
      "Error = :1.32e-01; Runtime: 120.7s; Iterations = 200, grads =   3.017e-01, unitary_metric = 0.99966\n",
      "Error = :4.45e-02; Runtime: 180.4s; Iterations = 300, grads =   5.442e-02, unitary_metric = 0.99959\n",
      "Error = :1.75e-02; Runtime: 240.1s; Iterations = 400, grads =   6.516e-04, unitary_metric = 0.99960\n",
      "Error = :1.00e-02; Runtime: 299.7s; Iterations = 500, grads =   7.157e-05, unitary_metric = 0.99958\n",
      "Error = :6.91e-03; Runtime: 359.3s; Iterations = 600, grads =   2.344e-05, unitary_metric = 0.99961\n",
      "Error = :5.19e-03; Runtime: 419.0s; Iterations = 700, grads =   7.370e-06, unitary_metric = 0.99964\n",
      "Error = :4.24e-03; Runtime: 478.5s; Iterations = 800, grads =   4.262e-06, unitary_metric = 0.99960\n",
      "Error = :3.57e-03; Runtime: 537.7s; Iterations = 900, grads =   3.197e-06, unitary_metric = 0.99959\n",
      "Error = :3.03e-03; Runtime: 596.6s; Iterations = 1000, grads =   2.599e-06, unitary_metric = 0.99968\n",
      "data saved at: /project/ftchong/qoc/pranav/00079_Feb10.h5\n",
      "trying total_time: 42.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00080_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initialized\n",
      "Error = :1.00e+00; Runtime: 1.4s; Iterations = 0, grads =   5.335e-04, unitary_metric = 0.99986\n",
      "Error = :2.54e-01; Runtime: 72.6s; Iterations = 100, grads =   4.472e-01, unitary_metric = 0.99959\n",
      "Error = :1.04e-01; Runtime: 142.8s; Iterations = 200, grads =   3.254e-02, unitary_metric = 0.99949\n",
      "Error = :4.08e-02; Runtime: 212.6s; Iterations = 300, grads =   2.048e-02, unitary_metric = 0.99944\n",
      "Error = :9.47e-03; Runtime: 286.3s; Iterations = 400, grads =   1.650e-03, unitary_metric = 0.99942\n",
      "Error = :3.13e-03; Runtime: 359.8s; Iterations = 500, grads =   2.536e-04, unitary_metric = 0.99943\n",
      "Error = :1.84e-03; Runtime: 431.9s; Iterations = 600, grads =   8.227e-05, unitary_metric = 0.99941\n",
      "Error = :1.32e-03; Runtime: 502.3s; Iterations = 700, grads =   2.052e-05, unitary_metric = 0.99938\n",
      "Error = :1.03e-03; Runtime: 572.6s; Iterations = 800, grads =   3.498e-06, unitary_metric = 0.99938\n",
      "Error = :9.79e-04; Runtime: 575.1s; Iterations = 802, grads =   3.414e-06, unitary_metric = 0.99941\n",
      "data saved at: /project/ftchong/qoc/pranav/00080_Feb10.h5\n",
      "trying total_time: 39.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00081_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.89e-01; Runtime: 1.3s; Iterations = 0, grads =   5.706e-03, unitary_metric = 0.99984\n",
      "Error = :2.04e-01; Runtime: 68.8s; Iterations = 100, grads =   7.772e-01, unitary_metric = 1.00002\n",
      "Error = :1.27e-01; Runtime: 136.9s; Iterations = 200, grads =   9.544e-01, unitary_metric = 0.99987\n",
      "Error = :3.10e-02; Runtime: 204.5s; Iterations = 300, grads =   5.966e-03, unitary_metric = 0.99982\n",
      "Error = :1.02e-02; Runtime: 269.2s; Iterations = 400, grads =   1.613e-03, unitary_metric = 0.99982\n",
      "Error = :6.55e-03; Runtime: 333.7s; Iterations = 500, grads =   1.120e-03, unitary_metric = 0.99977\n",
      "Error = :3.93e-03; Runtime: 398.8s; Iterations = 600, grads =   7.403e-04, unitary_metric = 0.99980\n",
      "Error = :2.27e-03; Runtime: 463.5s; Iterations = 700, grads =   3.185e-04, unitary_metric = 0.99976\n",
      "Error = :1.29e-03; Runtime: 528.5s; Iterations = 800, grads =   7.136e-05, unitary_metric = 0.99979\n",
      "Error = :9.95e-04; Runtime: 578.4s; Iterations = 877, grads =   2.042e-05, unitary_metric = 0.99980\n",
      "data saved at: /project/ftchong/qoc/pranav/00081_Feb10.h5\n",
      "trying total_time: 37.5 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00082_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.99e-01; Runtime: 1.3s; Iterations = 0, grads =   7.145e-04, unitary_metric = 0.99990\n",
      "Error = :2.48e-01; Runtime: 64.3s; Iterations = 100, grads =   1.803e-01, unitary_metric = 0.99974\n",
      "Error = :9.20e-02; Runtime: 126.6s; Iterations = 200, grads =   1.412e-02, unitary_metric = 0.99966\n",
      "Error = :5.49e-02; Runtime: 189.0s; Iterations = 300, grads =   2.649e-01, unitary_metric = 0.99961\n",
      "Error = :2.90e-02; Runtime: 251.4s; Iterations = 400, grads =   4.301e-03, unitary_metric = 0.99967\n",
      "Error = :1.90e-02; Runtime: 313.7s; Iterations = 500, grads =   2.294e-03, unitary_metric = 0.99968\n",
      "Error = :1.23e-02; Runtime: 375.8s; Iterations = 600, grads =   8.337e-04, unitary_metric = 0.99961\n",
      "Error = :7.61e-03; Runtime: 437.7s; Iterations = 700, grads =   2.879e-04, unitary_metric = 0.99960\n",
      "Error = :5.31e-03; Runtime: 499.8s; Iterations = 800, grads =   6.390e-05, unitary_metric = 0.99966\n",
      "Error = :4.26e-03; Runtime: 561.9s; Iterations = 900, grads =   1.005e-05, unitary_metric = 0.99962\n",
      "Error = :3.68e-03; Runtime: 624.1s; Iterations = 1000, grads =   3.906e-06, unitary_metric = 0.99961\n",
      "data saved at: /project/ftchong/qoc/pranav/00082_Feb10.h5\n",
      "trying total_time: 38.25 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00083_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.99e-01; Runtime: 1.3s; Iterations = 0, grads =   9.989e-04, unitary_metric = 0.99982\n",
      "Error = :2.72e-01; Runtime: 65.7s; Iterations = 100, grads =   7.619e-02, unitary_metric = 1.00000\n",
      "Error = :1.41e-01; Runtime: 129.1s; Iterations = 200, grads =   6.057e-02, unitary_metric = 0.99973\n",
      "Error = :5.70e-02; Runtime: 192.6s; Iterations = 300, grads =   8.345e-03, unitary_metric = 0.99975\n",
      "Error = :2.29e-02; Runtime: 256.3s; Iterations = 400, grads =   2.807e-03, unitary_metric = 0.99973\n",
      "Error = :1.02e-02; Runtime: 320.0s; Iterations = 500, grads =   5.669e-04, unitary_metric = 0.99975\n",
      "Error = :6.83e-03; Runtime: 383.6s; Iterations = 600, grads =   1.838e-04, unitary_metric = 0.99972\n",
      "Error = :5.06e-03; Runtime: 447.2s; Iterations = 700, grads =   3.218e-05, unitary_metric = 0.99972\n",
      "Error = :4.24e-03; Runtime: 511.1s; Iterations = 800, grads =   4.126e-06, unitary_metric = 0.99970\n",
      "Error = :3.67e-03; Runtime: 574.5s; Iterations = 900, grads =   2.518e-06, unitary_metric = 0.99973\n",
      "Error = :3.29e-03; Runtime: 637.6s; Iterations = 1000, grads =   2.101e-06, unitary_metric = 0.99974\n",
      "data saved at: /project/ftchong/qoc/pranav/00083_Feb10.h5\n",
      "***Pulse Time: 38.25***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00084_Feb10.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.45e-01; Runtime: 0.1s; Iterations = 0, grads =   3.402e-01, unitary_metric = 1.00000\n",
      "Error = :2.65e-02; Runtime: 1.8s; Iterations = 100, grads =   1.484e-03, unitary_metric = 0.99999\n",
      "Error = :1.52e-02; Runtime: 3.4s; Iterations = 200, grads =   8.631e-04, unitary_metric = 0.99999\n",
      "Error = :4.86e-03; Runtime: 5.0s; Iterations = 300, grads =   2.922e-04, unitary_metric = 1.00000\n",
      "Error = :1.38e-03; Runtime: 6.7s; Iterations = 400, grads =   8.427e-05, unitary_metric = 0.99999\n",
      "Error = :9.96e-04; Runtime: 7.0s; Iterations = 418, grads =   5.867e-05, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00084_Feb10.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00085_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :2.18e-01; Runtime: 0.0s; Iterations = 0, grads =   5.490e-01, unitary_metric = 1.00001\n",
      "Error = :5.36e-03; Runtime: 0.9s; Iterations = 100, grads =   1.650e-04, unitary_metric = 1.00001\n",
      "Error = :2.76e-03; Runtime: 1.8s; Iterations = 200, grads =   8.280e-05, unitary_metric = 1.00001\n",
      "Error = :9.95e-04; Runtime: 2.5s; Iterations = 295, grads =   2.948e-05, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00085_Feb10.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00086_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.07e-01; Runtime: 0.0s; Iterations = 0, grads =   2.398e-01, unitary_metric = 1.00001\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error = :2.28e-03; Runtime: 0.5s; Iterations = 100, grads =   5.052e-05, unitary_metric = 1.00002\n",
      "Error = :1.35e-03; Runtime: 1.0s; Iterations = 200, grads =   2.003e-05, unitary_metric = 1.00002\n",
      "Error = :9.77e-04; Runtime: 1.2s; Iterations = 241, grads =   1.390e-05, unitary_metric = 1.00002\n",
      "data saved at: /project/ftchong/qoc/pranav/00086_Feb10.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 6.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00087_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.70e-01; Runtime: 0.2s; Iterations = 0, grads =   3.214e-03, unitary_metric = 1.00000\n",
      "Error = :9.63e-02; Runtime: 4.1s; Iterations = 100, grads =   2.849e-04, unitary_metric = 0.99996\n",
      "Error = :5.76e-02; Runtime: 7.9s; Iterations = 200, grads =   1.316e-04, unitary_metric = 0.99996\n",
      "Error = :4.05e-02; Runtime: 12.0s; Iterations = 300, grads =   6.623e-05, unitary_metric = 0.99995\n",
      "Error = :3.26e-02; Runtime: 15.8s; Iterations = 400, grads =   3.754e-05, unitary_metric = 0.99994\n",
      "Error = :2.95e-02; Runtime: 19.5s; Iterations = 500, grads =   2.905e-05, unitary_metric = 0.99996\n",
      "Error = :2.81e-02; Runtime: 23.3s; Iterations = 600, grads =   2.585e-05, unitary_metric = 0.99997\n",
      "Error = :2.71e-02; Runtime: 27.1s; Iterations = 700, grads =   2.397e-05, unitary_metric = 0.99997\n",
      "Error = :2.65e-02; Runtime: 30.9s; Iterations = 800, grads =   2.286e-05, unitary_metric = 0.99995\n",
      "Error = :2.61e-02; Runtime: 34.8s; Iterations = 900, grads =   2.271e-05, unitary_metric = 0.99996\n",
      "Error = :2.59e-02; Runtime: 38.5s; Iterations = 1000, grads =   2.402e-05, unitary_metric = 0.99995\n",
      "data saved at: /project/ftchong/qoc/pranav/00087_Feb10.h5\n",
      "trying total_time: 9.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00088_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.99e-01; Runtime: 0.2s; Iterations = 0, grads =   2.897e-03, unitary_metric = 1.00001\n",
      "Error = :2.60e-03; Runtime: 6.1s; Iterations = 100, grads =   6.098e-04, unitary_metric = 0.99997\n",
      "Error = :9.95e-04; Runtime: 7.7s; Iterations = 127, grads =   3.582e-04, unitary_metric = 0.99993\n",
      "data saved at: /project/ftchong/qoc/pranav/00088_Feb10.h5\n",
      "trying total_time: 7.5 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00089_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.21e-01; Runtime: 0.2s; Iterations = 0, grads =   8.276e-03, unitary_metric = 1.00003\n",
      "Error = :2.46e-02; Runtime: 5.1s; Iterations = 100, grads =   3.102e-04, unitary_metric = 0.99996\n",
      "Error = :8.57e-03; Runtime: 9.9s; Iterations = 200, grads =   5.386e-04, unitary_metric = 0.99997\n",
      "Error = :2.91e-03; Runtime: 14.7s; Iterations = 300, grads =   1.265e-04, unitary_metric = 0.99995\n",
      "Error = :9.87e-04; Runtime: 19.4s; Iterations = 399, grads =   1.817e-05, unitary_metric = 0.99995\n",
      "data saved at: /project/ftchong/qoc/pranav/00089_Feb10.h5\n",
      "trying total_time: 6.75 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00090_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.41e-01; Runtime: 0.2s; Iterations = 0, grads =   5.891e-02, unitary_metric = 1.00002\n",
      "Error = :6.05e-02; Runtime: 4.7s; Iterations = 100, grads =   6.878e-04, unitary_metric = 0.99995\n",
      "Error = :1.99e-02; Runtime: 9.1s; Iterations = 200, grads =   2.032e-04, unitary_metric = 0.99995\n",
      "Error = :1.12e-02; Runtime: 13.4s; Iterations = 300, grads =   3.218e-05, unitary_metric = 0.99997\n",
      "Error = :1.03e-02; Runtime: 17.7s; Iterations = 400, grads =   2.145e-05, unitary_metric = 0.99997\n",
      "Error = :1.23e-02; Runtime: 22.0s; Iterations = 500, grads =   4.620e-05, unitary_metric = 0.99996\n",
      "Error = :1.00e-02; Runtime: 26.3s; Iterations = 600, grads =   3.663e-05, unitary_metric = 0.99996\n",
      "Error = :7.26e-03; Runtime: 30.6s; Iterations = 700, grads =   1.787e-05, unitary_metric = 0.99997\n",
      "Error = :5.92e-03; Runtime: 34.9s; Iterations = 800, grads =   1.139e-05, unitary_metric = 0.99997\n",
      "Error = :5.22e-03; Runtime: 39.2s; Iterations = 900, grads =   8.603e-06, unitary_metric = 0.99996\n",
      "Error = :4.82e-03; Runtime: 43.5s; Iterations = 1000, grads =   7.199e-06, unitary_metric = 0.99996\n",
      "data saved at: /project/ftchong/qoc/pranav/00090_Feb10.h5\n",
      "***Pulse Time: 6.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00091_Feb10.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :5.05e-01; Runtime: 0.1s; Iterations = 0, grads =   1.641e+00, unitary_metric = 1.00000\n",
      "Error = :2.81e-02; Runtime: 2.0s; Iterations = 100, grads =   1.632e-03, unitary_metric = 1.00000\n",
      "Error = :1.59e-02; Runtime: 3.7s; Iterations = 200, grads =   9.093e-04, unitary_metric = 0.99999\n",
      "Error = :5.07e-03; Runtime: 5.5s; Iterations = 300, grads =   2.879e-04, unitary_metric = 0.99999\n",
      "Error = :1.30e-03; Runtime: 7.2s; Iterations = 400, grads =   7.894e-05, unitary_metric = 1.00000\n",
      "Error = :9.91e-04; Runtime: 7.6s; Iterations = 423, grads =   5.694e-05, unitary_metric = 0.99999\n",
      "data saved at: /project/ftchong/qoc/pranav/00091_Feb10.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00092_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :4.94e-01; Runtime: 0.0s; Iterations = 0, grads =   8.131e-01, unitary_metric = 1.00001\n",
      "Error = :3.87e-04; Runtime: 0.2s; Iterations = 6, grads =   9.556e-04, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00092_Feb10.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00093_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.26e-01; Runtime: 0.0s; Iterations = 0, grads =   2.263e-01, unitary_metric = 1.00000\n",
      "Error = :6.40e-04; Runtime: 0.2s; Iterations = 18, grads =   5.901e-04, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00093_Feb10.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 6.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00094_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error = :8.67e-01; Runtime: 0.2s; Iterations = 0, grads =   8.400e-03, unitary_metric = 1.00001\n",
      "Error = :1.38e-01; Runtime: 4.1s; Iterations = 100, grads =   4.185e-04, unitary_metric = 0.99996\n",
      "Error = :7.25e-02; Runtime: 8.0s; Iterations = 200, grads =   1.478e-04, unitary_metric = 0.99996\n",
      "Error = :6.76e-02; Runtime: 11.8s; Iterations = 300, grads =   2.337e-04, unitary_metric = 0.99997\n",
      "Error = :4.55e-02; Runtime: 15.6s; Iterations = 400, grads =   7.093e-05, unitary_metric = 0.99996\n",
      "Error = :4.09e-02; Runtime: 19.4s; Iterations = 500, grads =   4.750e-05, unitary_metric = 0.99996\n",
      "Error = :4.02e-02; Runtime: 23.3s; Iterations = 600, grads =   3.891e-05, unitary_metric = 0.99998\n",
      "Error = :4.08e-02; Runtime: 27.1s; Iterations = 700, grads =   3.481e-05, unitary_metric = 0.99996\n",
      "Error = :4.18e-02; Runtime: 30.9s; Iterations = 800, grads =   3.427e-05, unitary_metric = 0.99997\n",
      "Error = :4.29e-02; Runtime: 34.7s; Iterations = 900, grads =   3.468e-05, unitary_metric = 0.99996\n",
      "Error = :4.41e-02; Runtime: 38.4s; Iterations = 1000, grads =   3.494e-05, unitary_metric = 0.99995\n",
      "data saved at: /project/ftchong/qoc/pranav/00094_Feb10.h5\n",
      "trying total_time: 9.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00095_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.76e-01; Runtime: 0.2s; Iterations = 0, grads =   6.297e-02, unitary_metric = 1.00003\n",
      "Error = :4.82e-03; Runtime: 6.2s; Iterations = 100, grads =   1.756e-04, unitary_metric = 0.99997\n",
      "Error = :9.76e-04; Runtime: 7.3s; Iterations = 118, grads =   6.125e-05, unitary_metric = 0.99996\n",
      "data saved at: /project/ftchong/qoc/pranav/00095_Feb10.h5\n",
      "trying total_time: 7.5 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00096_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.75e-01; Runtime: 0.2s; Iterations = 0, grads =   8.597e-03, unitary_metric = 1.00001\n",
      "Error = :3.22e-02; Runtime: 4.9s; Iterations = 100, grads =   2.634e-04, unitary_metric = 0.99997\n",
      "Error = :2.58e-03; Runtime: 9.3s; Iterations = 200, grads =   8.727e-06, unitary_metric = 0.99994\n",
      "Error = :9.85e-04; Runtime: 12.1s; Iterations = 261, grads =   2.812e-06, unitary_metric = 0.99996\n",
      "data saved at: /project/ftchong/qoc/pranav/00096_Feb10.h5\n",
      "trying total_time: 6.75 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00097_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.60e-01; Runtime: 0.2s; Iterations = 0, grads =   1.007e-01, unitary_metric = 1.00001\n",
      "Error = :4.52e-02; Runtime: 4.4s; Iterations = 100, grads =   2.305e-04, unitary_metric = 0.99997\n",
      "Error = :1.87e-02; Runtime: 8.5s; Iterations = 200, grads =   3.427e-05, unitary_metric = 0.99995\n",
      "Error = :1.65e-02; Runtime: 12.8s; Iterations = 300, grads =   3.454e-05, unitary_metric = 0.99995\n",
      "Error = :1.43e-02; Runtime: 17.1s; Iterations = 400, grads =   2.856e-05, unitary_metric = 0.99994\n",
      "Error = :1.20e-02; Runtime: 21.2s; Iterations = 500, grads =   1.921e-05, unitary_metric = 0.99995\n",
      "Error = :1.08e-02; Runtime: 25.3s; Iterations = 600, grads =   1.625e-05, unitary_metric = 0.99995\n",
      "Error = :9.99e-03; Runtime: 29.4s; Iterations = 700, grads =   1.580e-05, unitary_metric = 0.99994\n",
      "Error = :9.24e-03; Runtime: 33.6s; Iterations = 800, grads =   1.528e-05, unitary_metric = 0.99996\n",
      "Error = :8.56e-03; Runtime: 37.9s; Iterations = 900, grads =   1.447e-05, unitary_metric = 0.99996\n",
      "Error = :7.96e-03; Runtime: 42.1s; Iterations = 1000, grads =   1.344e-05, unitary_metric = 0.99997\n",
      "data saved at: /project/ftchong/qoc/pranav/00097_Feb10.h5\n",
      "***Pulse Time: 6.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00098_Feb10.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.98e-01; Runtime: 0.1s; Iterations = 0, grads =   5.973e-01, unitary_metric = 0.99999\n",
      "Error = :2.22e-02; Runtime: 1.9s; Iterations = 100, grads =   1.291e-03, unitary_metric = 1.00000\n",
      "Error = :1.21e-02; Runtime: 3.6s; Iterations = 200, grads =   7.146e-04, unitary_metric = 0.99999\n",
      "Error = :3.91e-03; Runtime: 5.2s; Iterations = 300, grads =   2.329e-04, unitary_metric = 1.00000\n",
      "Error = :1.01e-03; Runtime: 6.9s; Iterations = 400, grads =   5.945e-05, unitary_metric = 1.00000\n",
      "Error = :9.92e-04; Runtime: 7.0s; Iterations = 401, grads =   5.853e-05, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00098_Feb10.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00099_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :3.86e-01; Runtime: 0.0s; Iterations = 0, grads =   7.581e-01, unitary_metric = 1.00001\n",
      "Error = :4.39e-04; Runtime: 0.2s; Iterations = 5, grads =   1.931e-04, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00099_Feb10.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00100_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :6.65e-01; Runtime: 0.0s; Iterations = 0, grads =   3.438e-01, unitary_metric = 1.00001\n",
      "Error = :7.78e-05; Runtime: 0.2s; Iterations = 15, grads =   6.630e-06, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00100_Feb10.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 6.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00101_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.85e-01; Runtime: 0.2s; Iterations = 0, grads =   7.822e-03, unitary_metric = 1.00002\n",
      "Error = :3.74e-02; Runtime: 4.2s; Iterations = 100, grads =   1.946e-04, unitary_metric = 0.99997\n",
      "Error = :2.44e-02; Runtime: 7.8s; Iterations = 200, grads =   3.832e-05, unitary_metric = 0.99998\n",
      "Error = :2.02e-02; Runtime: 11.7s; Iterations = 300, grads =   3.978e-05, unitary_metric = 0.99997\n",
      "Error = :1.42e-02; Runtime: 15.5s; Iterations = 400, grads =   2.603e-05, unitary_metric = 0.99997\n",
      "Error = :1.08e-02; Runtime: 19.3s; Iterations = 500, grads =   1.283e-05, unitary_metric = 0.99995\n",
      "Error = :9.27e-03; Runtime: 23.0s; Iterations = 600, grads =   7.865e-06, unitary_metric = 0.99998\n",
      "Error = :8.51e-03; Runtime: 26.8s; Iterations = 700, grads =   5.628e-06, unitary_metric = 0.99996\n",
      "Error = :8.09e-03; Runtime: 30.6s; Iterations = 800, grads =   4.475e-06, unitary_metric = 0.99997\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error = :7.84e-03; Runtime: 34.3s; Iterations = 900, grads =   3.835e-06, unitary_metric = 0.99999\n",
      "Error = :7.70e-03; Runtime: 38.0s; Iterations = 1000, grads =   3.409e-06, unitary_metric = 0.99999\n",
      "data saved at: /project/ftchong/qoc/pranav/00101_Feb10.h5\n",
      "trying total_time: 9.0 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00102_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.02e-01; Runtime: 0.3s; Iterations = 0, grads =   5.688e-02, unitary_metric = 1.00003\n",
      "Error = :9.87e-04; Runtime: 5.5s; Iterations = 92, grads =   6.662e-05, unitary_metric = 0.99999\n",
      "data saved at: /project/ftchong/qoc/pranav/00102_Feb10.h5\n",
      "trying total_time: 7.5 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00103_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.82e-01; Runtime: 0.2s; Iterations = 0, grads =   2.684e-02, unitary_metric = 1.00004\n",
      "Error = :3.09e-03; Runtime: 5.0s; Iterations = 100, grads =   6.479e-05, unitary_metric = 0.99997\n",
      "Error = :9.89e-04; Runtime: 7.8s; Iterations = 158, grads =   4.370e-06, unitary_metric = 0.99994\n",
      "data saved at: /project/ftchong/qoc/pranav/00103_Feb10.h5\n",
      "trying total_time: 6.75 for unitary of size (4, 4)\n",
      "data saved at: /project/ftchong/qoc/pranav/00104_Feb10.h5\n",
      "Using 4 Taylor terms and 5 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.86e-01; Runtime: 0.2s; Iterations = 0, grads =   2.012e-02, unitary_metric = 1.00004\n",
      "Error = :7.87e-03; Runtime: 4.6s; Iterations = 100, grads =   6.363e-05, unitary_metric = 0.99998\n",
      "Error = :2.66e-03; Runtime: 8.9s; Iterations = 200, grads =   5.911e-06, unitary_metric = 0.99998\n",
      "Error = :1.58e-03; Runtime: 13.1s; Iterations = 300, grads =   2.732e-06, unitary_metric = 0.99998\n",
      "Error = :1.23e-03; Runtime: 17.3s; Iterations = 400, grads =   1.962e-06, unitary_metric = 0.99998\n",
      "Error = :1.03e-03; Runtime: 21.4s; Iterations = 500, grads =   1.636e-06, unitary_metric = 0.99997\n",
      "Error = :9.96e-04; Runtime: 22.1s; Iterations = 514, grads =   1.599e-06, unitary_metric = 0.99998\n",
      "data saved at: /project/ftchong/qoc/pranav/00104_Feb10.h5\n",
      "***Pulse Time: 6.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00105_Feb10.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.68e-01; Runtime: 0.1s; Iterations = 0, grads =   2.009e-01, unitary_metric = 0.99999\n",
      "Error = :8.47e-04; Runtime: 0.7s; Iterations = 24, grads =   1.564e-03, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00105_Feb10.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00106_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :2.42e-02; Runtime: 0.0s; Iterations = 0, grads =   7.164e-02, unitary_metric = 1.00001\n",
      "Error = :7.33e-04; Runtime: 0.2s; Iterations = 6, grads =   1.136e-03, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00106_Feb10.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00107_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :1.74e-01; Runtime: 0.0s; Iterations = 0, grads =   2.206e-01, unitary_metric = 1.00001\n",
      "Error = :5.13e-04; Runtime: 0.1s; Iterations = 7, grads =   1.284e-04, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00107_Feb10.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 12.0 for unitary of size (8, 8)\n",
      "data saved at: /project/ftchong/qoc/pranav/00108_Feb10.h5\n",
      "Using 4 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.64e-01; Runtime: 0.4s; Iterations = 0, grads =   1.495e-02, unitary_metric = 0.99982\n",
      "Error = :2.34e-01; Runtime: 10.9s; Iterations = 100, grads =   7.987e-03, unitary_metric = 0.99987\n",
      "Error = :1.23e-01; Runtime: 21.0s; Iterations = 200, grads =   1.440e-04, unitary_metric = 0.99985\n",
      "Error = :9.47e-02; Runtime: 31.2s; Iterations = 300, grads =   6.469e-05, unitary_metric = 0.99981\n",
      "Error = :7.10e-02; Runtime: 41.3s; Iterations = 400, grads =   5.778e-05, unitary_metric = 0.99987\n",
      "Error = :5.61e-02; Runtime: 51.4s; Iterations = 500, grads =   3.207e-05, unitary_metric = 0.99982\n",
      "Error = :4.82e-02; Runtime: 61.6s; Iterations = 600, grads =   2.530e-05, unitary_metric = 0.99986\n",
      "Error = :4.34e-02; Runtime: 71.7s; Iterations = 700, grads =   2.268e-05, unitary_metric = 0.99983\n",
      "Error = :4.00e-02; Runtime: 81.8s; Iterations = 800, grads =   2.164e-05, unitary_metric = 0.99984\n",
      "Error = :3.75e-02; Runtime: 91.9s; Iterations = 900, grads =   2.133e-05, unitary_metric = 0.99982\n",
      "Error = :3.54e-02; Runtime: 102.0s; Iterations = 1000, grads =   2.119e-05, unitary_metric = 0.99975\n",
      "data saved at: /project/ftchong/qoc/pranav/00108_Feb10.h5\n",
      "trying total_time: 18.0 for unitary of size (8, 8)\n",
      "data saved at: /project/ftchong/qoc/pranav/00109_Feb10.h5\n",
      "Using 4 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.06e-01; Runtime: 0.5s; Iterations = 0, grads =   3.159e-02, unitary_metric = 0.99975\n",
      "Error = :4.88e-02; Runtime: 16.4s; Iterations = 100, grads =   3.556e-02, unitary_metric = 0.99974\n",
      "Error = :1.06e-02; Runtime: 31.9s; Iterations = 200, grads =   1.398e-02, unitary_metric = 0.99973\n",
      "Error = :6.22e-03; Runtime: 47.5s; Iterations = 300, grads =   1.227e-03, unitary_metric = 0.99978\n",
      "Error = :1.80e-03; Runtime: 63.1s; Iterations = 400, grads =   1.667e-04, unitary_metric = 0.99985\n",
      "Error = :9.80e-04; Runtime: 68.0s; Iterations = 430, grads =   1.151e-04, unitary_metric = 0.99981\n",
      "data saved at: /project/ftchong/qoc/pranav/00109_Feb10.h5\n",
      "trying total_time: 15.0 for unitary of size (8, 8)\n",
      "data saved at: /project/ftchong/qoc/pranav/00110_Feb10.h5\n",
      "Using 4 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.54e-01; Runtime: 0.4s; Iterations = 0, grads =   5.056e-02, unitary_metric = 0.99975\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error = :7.70e-02; Runtime: 13.8s; Iterations = 100, grads =   4.926e-03, unitary_metric = 0.99989\n",
      "Error = :2.70e-02; Runtime: 26.6s; Iterations = 200, grads =   1.063e-03, unitary_metric = 0.99984\n",
      "Error = :1.05e-02; Runtime: 39.6s; Iterations = 300, grads =   1.022e-04, unitary_metric = 0.99988\n",
      "Error = :5.96e-03; Runtime: 52.5s; Iterations = 400, grads =   7.089e-06, unitary_metric = 0.99982\n",
      "Error = :3.80e-03; Runtime: 65.4s; Iterations = 500, grads =   3.057e-06, unitary_metric = 0.99983\n",
      "Error = :2.63e-03; Runtime: 78.3s; Iterations = 600, grads =   1.888e-06, unitary_metric = 0.99985\n",
      "Error = :2.02e-03; Runtime: 91.4s; Iterations = 700, grads =   1.345e-06, unitary_metric = 0.99985\n",
      "Error = :1.60e-03; Runtime: 104.2s; Iterations = 800, grads =   1.022e-06, unitary_metric = 0.99987\n",
      "Error = :1.33e-03; Runtime: 117.0s; Iterations = 900, grads =   8.114e-07, unitary_metric = 0.99983\n",
      "Error = :1.14e-03; Runtime: 129.8s; Iterations = 1000, grads =   6.646e-07, unitary_metric = 0.99982\n",
      "data saved at: /project/ftchong/qoc/pranav/00110_Feb10.h5\n",
      "trying total_time: 16.5 for unitary of size (8, 8)\n",
      "data saved at: /project/ftchong/qoc/pranav/00111_Feb10.h5\n",
      "Using 4 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.91e-01; Runtime: 0.5s; Iterations = 0, grads =   1.812e-03, unitary_metric = 0.99976\n",
      "Error = :6.33e-02; Runtime: 15.2s; Iterations = 100, grads =   8.011e-03, unitary_metric = 0.99987\n",
      "Error = :1.02e-02; Runtime: 29.6s; Iterations = 200, grads =   6.144e-04, unitary_metric = 0.99981\n",
      "Error = :2.02e-03; Runtime: 43.8s; Iterations = 300, grads =   2.700e-04, unitary_metric = 0.99987\n",
      "Error = :9.95e-04; Runtime: 53.6s; Iterations = 368, grads =   1.877e-06, unitary_metric = 0.99982\n",
      "data saved at: /project/ftchong/qoc/pranav/00111_Feb10.h5\n",
      "trying total_time: 15.75 for unitary of size (8, 8)\n",
      "data saved at: /project/ftchong/qoc/pranav/00112_Feb10.h5\n",
      "Using 4 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.88e-01; Runtime: 0.4s; Iterations = 0, grads =   9.419e-03, unitary_metric = 0.99979\n",
      "Error = :1.64e-01; Runtime: 14.3s; Iterations = 100, grads =   1.532e-02, unitary_metric = 0.99983\n",
      "Error = :3.85e-02; Runtime: 27.9s; Iterations = 200, grads =   1.643e-02, unitary_metric = 0.99987\n",
      "Error = :1.62e-02; Runtime: 41.5s; Iterations = 300, grads =   5.163e-04, unitary_metric = 0.99986\n",
      "Error = :7.46e-03; Runtime: 55.0s; Iterations = 400, grads =   7.482e-05, unitary_metric = 0.99984\n",
      "Error = :4.62e-03; Runtime: 68.3s; Iterations = 500, grads =   1.603e-05, unitary_metric = 0.99980\n",
      "Error = :3.29e-03; Runtime: 81.8s; Iterations = 600, grads =   4.183e-06, unitary_metric = 0.99979\n",
      "Error = :2.52e-03; Runtime: 95.2s; Iterations = 700, grads =   2.148e-06, unitary_metric = 0.99977\n",
      "Error = :2.00e-03; Runtime: 108.7s; Iterations = 800, grads =   1.601e-06, unitary_metric = 0.99982\n",
      "Error = :1.67e-03; Runtime: 122.4s; Iterations = 900, grads =   1.250e-06, unitary_metric = 0.99978\n",
      "Error = :1.44e-03; Runtime: 136.0s; Iterations = 1000, grads =   1.017e-06, unitary_metric = 0.99980\n",
      "data saved at: /project/ftchong/qoc/pranav/00112_Feb10.h5\n",
      "***Pulse Time: 15.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00113_Feb10.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :7.42e-04; Runtime: 0.1s; Iterations = 0, grads =   1.728e-04, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00113_Feb10.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00114_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.58e-01; Runtime: 0.0s; Iterations = 0, grads =   3.956e-01, unitary_metric = 1.00001\n",
      "Error = :7.59e-03; Runtime: 0.9s; Iterations = 100, grads =   2.316e-04, unitary_metric = 1.00002\n",
      "Error = :4.57e-03; Runtime: 1.8s; Iterations = 200, grads =   1.369e-04, unitary_metric = 1.00002\n",
      "Error = :1.45e-03; Runtime: 2.6s; Iterations = 300, grads =   4.164e-05, unitary_metric = 1.00002\n",
      "Error = :9.99e-04; Runtime: 2.9s; Iterations = 331, grads =   3.074e-05, unitary_metric = 1.00002\n",
      "data saved at: /project/ftchong/qoc/pranav/00114_Feb10.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00115_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :3.66e-01; Runtime: 0.0s; Iterations = 0, grads =   3.628e-01, unitary_metric = 1.00001\n",
      "Error = :6.22e-04; Runtime: 0.2s; Iterations = 10, grads =   4.989e-04, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00115_Feb10.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 24.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00116_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.91e-01; Runtime: 0.8s; Iterations = 0, grads =   3.334e-03, unitary_metric = 0.99987\n",
      "Error = :3.81e-01; Runtime: 40.2s; Iterations = 100, grads =   8.953e-03, unitary_metric = 0.99980\n",
      "Error = :2.33e-01; Runtime: 79.0s; Iterations = 200, grads =   2.206e-02, unitary_metric = 0.99972\n",
      "Error = :1.57e-01; Runtime: 117.9s; Iterations = 300, grads =   5.045e-03, unitary_metric = 0.99971\n",
      "Error = :1.23e-01; Runtime: 157.0s; Iterations = 400, grads =   1.295e-04, unitary_metric = 0.99967\n",
      "Error = :1.05e-01; Runtime: 195.5s; Iterations = 500, grads =   4.587e-05, unitary_metric = 0.99959\n",
      "Error = :9.21e-02; Runtime: 234.1s; Iterations = 600, grads =   3.380e-05, unitary_metric = 0.99958\n",
      "Error = :8.36e-02; Runtime: 272.9s; Iterations = 700, grads =   2.876e-05, unitary_metric = 0.99954\n",
      "Error = :7.74e-02; Runtime: 311.8s; Iterations = 800, grads =   2.558e-05, unitary_metric = 0.99954\n",
      "Error = :7.28e-02; Runtime: 350.7s; Iterations = 900, grads =   2.353e-05, unitary_metric = 0.99948\n",
      "Error = :6.93e-02; Runtime: 389.9s; Iterations = 1000, grads =   2.209e-05, unitary_metric = 0.99949\n",
      "data saved at: /project/ftchong/qoc/pranav/00116_Feb10.h5\n",
      "trying total_time: 36.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00117_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.99e-01; Runtime: 1.2s; Iterations = 0, grads =   7.829e-04, unitary_metric = 0.99984\n",
      "Error = :3.03e-01; Runtime: 62.1s; Iterations = 100, grads =   4.390e-02, unitary_metric = 1.00003\n",
      "Error = :2.00e-01; Runtime: 121.8s; Iterations = 200, grads =   2.612e-02, unitary_metric = 0.99984\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error = :6.13e-02; Runtime: 181.4s; Iterations = 300, grads =   2.177e-02, unitary_metric = 0.99983\n",
      "Error = :2.46e-02; Runtime: 241.1s; Iterations = 400, grads =   1.464e-03, unitary_metric = 0.99988\n",
      "Error = :1.52e-02; Runtime: 300.9s; Iterations = 500, grads =   5.177e-04, unitary_metric = 0.99982\n",
      "Error = :9.89e-03; Runtime: 360.7s; Iterations = 600, grads =   1.409e-04, unitary_metric = 0.99986\n",
      "Error = :7.13e-03; Runtime: 420.5s; Iterations = 700, grads =   1.776e-05, unitary_metric = 0.99982\n",
      "Error = :5.54e-03; Runtime: 480.1s; Iterations = 800, grads =   6.539e-06, unitary_metric = 0.99980\n",
      "Error = :4.47e-03; Runtime: 539.6s; Iterations = 900, grads =   4.797e-06, unitary_metric = 0.99983\n",
      "Error = :3.74e-03; Runtime: 599.2s; Iterations = 1000, grads =   3.832e-06, unitary_metric = 0.99982\n",
      "data saved at: /project/ftchong/qoc/pranav/00117_Feb10.h5\n",
      "trying total_time: 42.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00118_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.95e-01; Runtime: 1.4s; Iterations = 0, grads =   7.403e-03, unitary_metric = 0.99988\n",
      "Error = :2.55e-01; Runtime: 72.4s; Iterations = 100, grads =   3.245e-01, unitary_metric = 1.00009\n",
      "Error = :1.82e-01; Runtime: 142.7s; Iterations = 200, grads =   5.250e-02, unitary_metric = 0.99989\n",
      "Error = :5.82e-02; Runtime: 212.5s; Iterations = 300, grads =   1.043e-02, unitary_metric = 0.99969\n",
      "Error = :2.87e-02; Runtime: 282.6s; Iterations = 400, grads =   6.254e-03, unitary_metric = 0.99968\n",
      "Error = :1.03e-02; Runtime: 352.9s; Iterations = 500, grads =   2.026e-03, unitary_metric = 0.99964\n",
      "Error = :3.96e-03; Runtime: 423.5s; Iterations = 600, grads =   4.925e-04, unitary_metric = 0.99957\n",
      "Error = :1.99e-03; Runtime: 493.7s; Iterations = 700, grads =   5.251e-05, unitary_metric = 0.99963\n",
      "Error = :1.42e-03; Runtime: 563.2s; Iterations = 800, grads =   8.318e-06, unitary_metric = 0.99964\n",
      "Error = :1.14e-03; Runtime: 632.9s; Iterations = 900, grads =   1.337e-06, unitary_metric = 0.99962\n",
      "Error = :9.93e-04; Runtime: 686.6s; Iterations = 976, grads =   8.617e-07, unitary_metric = 0.99963\n",
      "data saved at: /project/ftchong/qoc/pranav/00118_Feb10.h5\n",
      "trying total_time: 39.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00119_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.91e-01; Runtime: 1.2s; Iterations = 0, grads =   5.784e-03, unitary_metric = 0.99982\n",
      "Error = :2.45e-01; Runtime: 66.8s; Iterations = 100, grads =   1.324e-01, unitary_metric = 1.00001\n",
      "Error = :1.06e-01; Runtime: 131.2s; Iterations = 200, grads =   2.079e-02, unitary_metric = 0.99991\n",
      "Error = :6.23e-02; Runtime: 196.0s; Iterations = 300, grads =   1.210e-02, unitary_metric = 0.99980\n",
      "Error = :1.88e-02; Runtime: 260.8s; Iterations = 400, grads =   3.085e-03, unitary_metric = 0.99985\n",
      "Error = :9.33e-03; Runtime: 325.2s; Iterations = 500, grads =   1.610e-03, unitary_metric = 0.99984\n",
      "Error = :4.26e-03; Runtime: 389.5s; Iterations = 600, grads =   5.786e-04, unitary_metric = 0.99982\n",
      "Error = :2.32e-03; Runtime: 453.8s; Iterations = 700, grads =   1.742e-04, unitary_metric = 0.99977\n",
      "Error = :1.45e-03; Runtime: 518.5s; Iterations = 800, grads =   3.681e-05, unitary_metric = 0.99982\n",
      "Error = :1.06e-03; Runtime: 582.8s; Iterations = 900, grads =   6.603e-06, unitary_metric = 0.99984\n",
      "Error = :9.97e-04; Runtime: 601.1s; Iterations = 927, grads =   4.428e-06, unitary_metric = 0.99982\n",
      "data saved at: /project/ftchong/qoc/pranav/00119_Feb10.h5\n",
      "trying total_time: 37.5 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00120_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.97e-01; Runtime: 1.1s; Iterations = 0, grads =   2.285e-03, unitary_metric = 0.99992\n",
      "Error = :3.26e-01; Runtime: 64.1s; Iterations = 100, grads =   7.289e-02, unitary_metric = 0.99984\n",
      "Error = :1.88e-01; Runtime: 126.3s; Iterations = 200, grads =   2.197e-02, unitary_metric = 0.99965\n",
      "Error = :5.60e-02; Runtime: 188.7s; Iterations = 300, grads =   4.018e-02, unitary_metric = 0.99964\n",
      "Error = :2.93e-02; Runtime: 251.4s; Iterations = 400, grads =   2.099e-03, unitary_metric = 0.99960\n",
      "Error = :1.41e-02; Runtime: 314.0s; Iterations = 500, grads =   8.446e-04, unitary_metric = 0.99964\n",
      "Error = :8.00e-03; Runtime: 376.4s; Iterations = 600, grads =   2.783e-04, unitary_metric = 0.99960\n",
      "Error = :5.27e-03; Runtime: 438.7s; Iterations = 700, grads =   5.804e-05, unitary_metric = 0.99959\n",
      "Error = :4.02e-03; Runtime: 501.3s; Iterations = 800, grads =   1.429e-05, unitary_metric = 0.99958\n",
      "Error = :3.32e-03; Runtime: 563.5s; Iterations = 900, grads =   4.648e-06, unitary_metric = 0.99955\n",
      "Error = :2.83e-03; Runtime: 626.5s; Iterations = 1000, grads =   2.660e-06, unitary_metric = 0.99960\n",
      "data saved at: /project/ftchong/qoc/pranav/00120_Feb10.h5\n",
      "trying total_time: 38.25 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00121_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.95e-01; Runtime: 1.3s; Iterations = 0, grads =   5.270e-03, unitary_metric = 0.99986\n",
      "Error = :2.49e-01; Runtime: 66.7s; Iterations = 100, grads =   4.270e-02, unitary_metric = 0.99971\n",
      "Error = :1.00e-01; Runtime: 130.3s; Iterations = 200, grads =   2.728e-01, unitary_metric = 0.99969\n",
      "Error = :5.46e-02; Runtime: 194.3s; Iterations = 300, grads =   8.851e-03, unitary_metric = 0.99948\n",
      "Error = :2.67e-02; Runtime: 257.8s; Iterations = 400, grads =   4.025e-03, unitary_metric = 0.99954\n",
      "Error = :8.38e-03; Runtime: 321.6s; Iterations = 500, grads =   8.715e-04, unitary_metric = 0.99951\n",
      "Error = :4.74e-03; Runtime: 384.6s; Iterations = 600, grads =   3.151e-04, unitary_metric = 0.99946\n",
      "Error = :2.73e-03; Runtime: 448.5s; Iterations = 700, grads =   6.987e-05, unitary_metric = 0.99947\n",
      "Error = :2.00e-03; Runtime: 512.3s; Iterations = 800, grads =   8.221e-06, unitary_metric = 0.99943\n",
      "Error = :1.62e-03; Runtime: 575.9s; Iterations = 900, grads =   1.483e-06, unitary_metric = 0.99948\n",
      "Error = :1.39e-03; Runtime: 639.3s; Iterations = 1000, grads =   9.811e-07, unitary_metric = 0.99947\n",
      "data saved at: /project/ftchong/qoc/pranav/00121_Feb10.h5\n",
      "***Pulse Time: 38.25***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00122_Feb10.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.60e-02; Runtime: 0.1s; Iterations = 0, grads =   5.130e-01, unitary_metric = 0.99999\n",
      "Error = :5.30e-04; Runtime: 0.3s; Iterations = 1, grads =   2.108e-03, unitary_metric = 0.99999\n",
      "data saved at: /project/ftchong/qoc/pranav/00122_Feb10.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00123_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.85e-01; Runtime: 0.1s; Iterations = 0, grads =   4.845e-02, unitary_metric = 1.00001\n",
      "Error = :7.17e-03; Runtime: 1.0s; Iterations = 100, grads =   2.361e-04, unitary_metric = 1.00002\n",
      "Error = :4.40e-03; Runtime: 1.9s; Iterations = 200, grads =   1.248e-04, unitary_metric = 1.00002\n",
      "Error = :1.43e-03; Runtime: 2.7s; Iterations = 300, grads =   4.022e-05, unitary_metric = 1.00002\n",
      "Error = :9.87e-04; Runtime: 3.0s; Iterations = 326, grads =   2.938e-05, unitary_metric = 1.00002\n",
      "data saved at: /project/ftchong/qoc/pranav/00123_Feb10.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00124_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :4.70e-01; Runtime: 0.0s; Iterations = 0, grads =   3.902e-01, unitary_metric = 1.00000\n",
      "Error = :3.94e-04; Runtime: 0.2s; Iterations = 12, grads =   6.011e-06, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00124_Feb10.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 24.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00125_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.18e-01; Runtime: 0.8s; Iterations = 0, grads =   2.571e-02, unitary_metric = 0.99991\n",
      "Error = :3.68e-01; Runtime: 40.8s; Iterations = 100, grads =   1.009e-01, unitary_metric = 0.99986\n",
      "Error = :2.16e-01; Runtime: 80.1s; Iterations = 200, grads =   8.924e-02, unitary_metric = 0.99977\n",
      "Error = :1.48e-01; Runtime: 119.6s; Iterations = 300, grads =   2.170e-02, unitary_metric = 0.99968\n",
      "Error = :8.92e-02; Runtime: 158.8s; Iterations = 400, grads =   1.920e-03, unitary_metric = 0.99969\n",
      "Error = :7.18e-02; Runtime: 198.0s; Iterations = 500, grads =   1.841e-04, unitary_metric = 0.99972\n",
      "Error = :6.47e-02; Runtime: 237.4s; Iterations = 600, grads =   3.378e-05, unitary_metric = 0.99974\n",
      "Error = :5.97e-02; Runtime: 276.8s; Iterations = 700, grads =   2.060e-05, unitary_metric = 0.99966\n",
      "Error = :5.59e-02; Runtime: 316.2s; Iterations = 800, grads =   1.725e-05, unitary_metric = 0.99971\n",
      "Error = :5.30e-02; Runtime: 355.1s; Iterations = 900, grads =   1.497e-05, unitary_metric = 0.99974\n",
      "Error = :5.08e-02; Runtime: 393.9s; Iterations = 1000, grads =   1.343e-05, unitary_metric = 0.99970\n",
      "data saved at: /project/ftchong/qoc/pranav/00125_Feb10.h5\n",
      "trying total_time: 36.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00126_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.22e-01; Runtime: 1.2s; Iterations = 0, grads =   9.639e-02, unitary_metric = 0.99988\n",
      "Error = :3.35e-01; Runtime: 61.7s; Iterations = 100, grads =   9.530e-02, unitary_metric = 0.99959\n",
      "Error = :1.39e-01; Runtime: 121.5s; Iterations = 200, grads =   2.095e-01, unitary_metric = 0.99947\n",
      "Error = :7.55e-02; Runtime: 181.1s; Iterations = 300, grads =   2.927e-02, unitary_metric = 0.99941\n",
      "Error = :3.21e-02; Runtime: 241.0s; Iterations = 400, grads =   1.053e-02, unitary_metric = 0.99945\n",
      "Error = :1.18e-02; Runtime: 300.8s; Iterations = 500, grads =   2.144e-03, unitary_metric = 0.99943\n",
      "Error = :6.43e-03; Runtime: 360.6s; Iterations = 600, grads =   2.865e-04, unitary_metric = 0.99943\n",
      "Error = :5.30e-03; Runtime: 420.7s; Iterations = 700, grads =   1.660e-04, unitary_metric = 0.99938\n",
      "Error = :4.50e-03; Runtime: 480.7s; Iterations = 800, grads =   7.532e-05, unitary_metric = 0.99943\n",
      "Error = :4.02e-03; Runtime: 540.0s; Iterations = 900, grads =   1.338e-05, unitary_metric = 0.99941\n",
      "Error = :3.70e-03; Runtime: 599.4s; Iterations = 1000, grads =   3.482e-06, unitary_metric = 0.99939\n",
      "data saved at: /project/ftchong/qoc/pranav/00126_Feb10.h5\n",
      "trying total_time: 42.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00127_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.16e-01; Runtime: 1.4s; Iterations = 0, grads =   1.570e-01, unitary_metric = 0.99987\n",
      "Error = :4.01e-01; Runtime: 69.8s; Iterations = 100, grads =   3.977e-01, unitary_metric = 0.99998\n",
      "Error = :1.18e-01; Runtime: 136.2s; Iterations = 200, grads =   7.985e-02, unitary_metric = 0.99986\n",
      "Error = :4.51e-02; Runtime: 202.5s; Iterations = 300, grads =   2.896e-02, unitary_metric = 0.99977\n",
      "Error = :2.51e-02; Runtime: 268.8s; Iterations = 400, grads =   9.545e-03, unitary_metric = 0.99982\n",
      "Error = :5.02e-03; Runtime: 335.0s; Iterations = 500, grads =   1.114e-03, unitary_metric = 0.99986\n",
      "Error = :1.52e-03; Runtime: 401.2s; Iterations = 600, grads =   8.185e-05, unitary_metric = 0.99986\n",
      "Error = :9.98e-04; Runtime: 460.1s; Iterations = 689, grads =   1.765e-05, unitary_metric = 0.99988\n",
      "data saved at: /project/ftchong/qoc/pranav/00127_Feb10.h5\n",
      "trying total_time: 39.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00128_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.48e-01; Runtime: 1.2s; Iterations = 0, grads =   1.600e-01, unitary_metric = 0.99988\n",
      "Error = :2.60e-01; Runtime: 62.9s; Iterations = 100, grads =   4.976e-02, unitary_metric = 0.99984\n",
      "Error = :1.76e-01; Runtime: 123.6s; Iterations = 200, grads =   7.031e-02, unitary_metric = 0.99997\n",
      "Error = :8.72e-02; Runtime: 184.1s; Iterations = 300, grads =   2.693e-02, unitary_metric = 0.99980\n",
      "Error = :6.14e-02; Runtime: 244.7s; Iterations = 400, grads =   1.540e-02, unitary_metric = 0.99983\n",
      "Error = :2.25e-02; Runtime: 305.6s; Iterations = 500, grads =   4.502e-03, unitary_metric = 0.99983\n",
      "Error = :9.82e-03; Runtime: 366.4s; Iterations = 600, grads =   8.298e-04, unitary_metric = 0.99980\n",
      "Error = :6.86e-03; Runtime: 427.0s; Iterations = 700, grads =   2.536e-04, unitary_metric = 0.99988\n",
      "Error = :5.33e-03; Runtime: 487.6s; Iterations = 800, grads =   4.129e-05, unitary_metric = 0.99987\n",
      "Error = :4.58e-03; Runtime: 548.2s; Iterations = 900, grads =   8.123e-06, unitary_metric = 0.99986\n",
      "Error = :4.14e-03; Runtime: 608.9s; Iterations = 1000, grads =   4.058e-06, unitary_metric = 0.99977\n",
      "data saved at: /project/ftchong/qoc/pranav/00128_Feb10.h5\n",
      "trying total_time: 40.5 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00129_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.99e-01; Runtime: 1.3s; Iterations = 0, grads =   1.975e-03, unitary_metric = 0.99986\n",
      "Error = :2.42e-01; Runtime: 66.0s; Iterations = 100, grads =   2.334e-01, unitary_metric = 0.99989\n",
      "Error = :1.33e-01; Runtime: 129.3s; Iterations = 200, grads =   4.537e-02, unitary_metric = 0.99976\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error = :1.32e-01; Runtime: 193.2s; Iterations = 300, grads =   2.307e-02, unitary_metric = 0.99971\n",
      "Error = :3.78e-02; Runtime: 256.9s; Iterations = 400, grads =   2.506e-02, unitary_metric = 0.99970\n",
      "Error = :2.26e-02; Runtime: 320.9s; Iterations = 500, grads =   3.697e-03, unitary_metric = 0.99974\n",
      "Error = :9.13e-03; Runtime: 384.8s; Iterations = 600, grads =   9.828e-04, unitary_metric = 0.99972\n",
      "Error = :4.92e-03; Runtime: 448.9s; Iterations = 700, grads =   2.709e-04, unitary_metric = 0.99970\n",
      "Error = :3.14e-03; Runtime: 512.6s; Iterations = 800, grads =   3.935e-05, unitary_metric = 0.99972\n",
      "Error = :2.45e-03; Runtime: 576.2s; Iterations = 900, grads =   5.625e-06, unitary_metric = 0.99979\n",
      "Error = :2.06e-03; Runtime: 640.0s; Iterations = 1000, grads =   2.578e-06, unitary_metric = 0.99979\n",
      "data saved at: /project/ftchong/qoc/pranav/00129_Feb10.h5\n",
      "trying total_time: 41.25 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00130_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.82e-01; Runtime: 1.4s; Iterations = 0, grads =   9.759e-02, unitary_metric = 0.99985\n",
      "Error = :3.13e-01; Runtime: 68.1s; Iterations = 100, grads =   1.614e+00, unitary_metric = 0.99984\n",
      "Error = :1.36e-01; Runtime: 132.4s; Iterations = 200, grads =   7.315e-01, unitary_metric = 0.99989\n",
      "Error = :8.44e-02; Runtime: 196.6s; Iterations = 300, grads =   4.538e-02, unitary_metric = 0.99979\n",
      "Error = :3.57e-02; Runtime: 261.2s; Iterations = 400, grads =   1.829e-02, unitary_metric = 0.99972\n",
      "Error = :2.31e-02; Runtime: 325.8s; Iterations = 500, grads =   1.032e-02, unitary_metric = 0.99976\n",
      "Error = :1.08e-02; Runtime: 390.2s; Iterations = 600, grads =   3.939e-03, unitary_metric = 0.99978\n",
      "Error = :6.89e-03; Runtime: 454.6s; Iterations = 700, grads =   1.467e-03, unitary_metric = 0.99969\n",
      "Error = :3.87e-03; Runtime: 518.6s; Iterations = 800, grads =   2.116e-04, unitary_metric = 0.99974\n",
      "Error = :3.07e-03; Runtime: 582.8s; Iterations = 900, grads =   5.481e-05, unitary_metric = 0.99972\n",
      "Error = :2.60e-03; Runtime: 646.9s; Iterations = 1000, grads =   7.816e-06, unitary_metric = 0.99969\n",
      "data saved at: /project/ftchong/qoc/pranav/00130_Feb10.h5\n",
      "***Pulse Time: 41.25***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00131_Feb10.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :1.00e-01; Runtime: 0.1s; Iterations = 0, grads =   5.902e-01, unitary_metric = 1.00000\n",
      "Error = :2.44e-02; Runtime: 1.7s; Iterations = 100, grads =   1.380e-03, unitary_metric = 1.00000\n",
      "Error = :1.37e-02; Runtime: 3.3s; Iterations = 200, grads =   7.682e-04, unitary_metric = 1.00000\n",
      "Error = :4.34e-03; Runtime: 4.8s; Iterations = 300, grads =   2.536e-04, unitary_metric = 1.00000\n",
      "Error = :1.16e-03; Runtime: 6.4s; Iterations = 400, grads =   6.948e-05, unitary_metric = 0.99999\n",
      "Error = :9.89e-04; Runtime: 6.6s; Iterations = 409, grads =   5.810e-05, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00131_Feb10.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00132_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.71e-01; Runtime: 0.0s; Iterations = 0, grads =   8.856e-02, unitary_metric = 1.00001\n",
      "Error = :7.44e-04; Runtime: 0.4s; Iterations = 26, grads =   1.152e-03, unitary_metric = 1.00002\n",
      "data saved at: /project/ftchong/qoc/pranav/00132_Feb10.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00133_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :3.98e-01; Runtime: 0.0s; Iterations = 0, grads =   3.699e-01, unitary_metric = 1.00001\n",
      "Error = :3.76e-06; Runtime: 0.2s; Iterations = 11, grads =   5.098e-06, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00133_Feb10.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 24.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00134_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.90e-01; Runtime: 0.7s; Iterations = 0, grads =   3.791e-03, unitary_metric = 0.99989\n",
      "Error = :3.76e-01; Runtime: 37.2s; Iterations = 100, grads =   6.882e-02, unitary_metric = 0.99978\n",
      "Error = :2.19e-01; Runtime: 73.0s; Iterations = 200, grads =   3.367e-03, unitary_metric = 0.99969\n",
      "Error = :1.67e-01; Runtime: 109.1s; Iterations = 300, grads =   2.379e-03, unitary_metric = 0.99967\n",
      "Error = :1.34e-01; Runtime: 145.1s; Iterations = 400, grads =   8.903e-04, unitary_metric = 0.99957\n",
      "Error = :1.14e-01; Runtime: 181.1s; Iterations = 500, grads =   2.594e-04, unitary_metric = 0.99962\n",
      "Error = :1.03e-01; Runtime: 217.0s; Iterations = 600, grads =   6.391e-05, unitary_metric = 0.99954\n",
      "Error = :9.59e-02; Runtime: 253.2s; Iterations = 700, grads =   2.896e-05, unitary_metric = 0.99956\n",
      "Error = :9.09e-02; Runtime: 289.1s; Iterations = 800, grads =   2.331e-05, unitary_metric = 0.99955\n",
      "Error = :8.70e-02; Runtime: 325.1s; Iterations = 900, grads =   2.193e-05, unitary_metric = 0.99960\n",
      "Error = :8.40e-02; Runtime: 361.4s; Iterations = 1000, grads =   2.103e-05, unitary_metric = 0.99955\n",
      "data saved at: /project/ftchong/qoc/pranav/00134_Feb10.h5\n",
      "trying total_time: 36.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00135_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.99e-01; Runtime: 1.0s; Iterations = 0, grads =   5.949e-04, unitary_metric = 0.99990\n",
      "Error = :2.80e-01; Runtime: 57.5s; Iterations = 100, grads =   6.017e-02, unitary_metric = 0.99965\n",
      "Error = :1.00e-01; Runtime: 113.2s; Iterations = 200, grads =   1.261e-02, unitary_metric = 0.99954\n",
      "Error = :4.71e-02; Runtime: 168.9s; Iterations = 300, grads =   8.185e-03, unitary_metric = 0.99949\n",
      "Error = :2.08e-02; Runtime: 224.4s; Iterations = 400, grads =   1.680e-03, unitary_metric = 0.99952\n",
      "Error = :9.73e-03; Runtime: 280.3s; Iterations = 500, grads =   2.218e-04, unitary_metric = 0.99950\n",
      "Error = :6.84e-03; Runtime: 335.7s; Iterations = 600, grads =   1.028e-04, unitary_metric = 0.99946\n",
      "Error = :4.97e-03; Runtime: 391.3s; Iterations = 700, grads =   1.511e-05, unitary_metric = 0.99955\n",
      "Error = :4.05e-03; Runtime: 446.9s; Iterations = 800, grads =   4.363e-06, unitary_metric = 0.99950\n",
      "Error = :3.47e-03; Runtime: 502.6s; Iterations = 900, grads =   2.798e-06, unitary_metric = 0.99948\n",
      "Error = :3.02e-03; Runtime: 558.2s; Iterations = 1000, grads =   2.174e-06, unitary_metric = 0.99946\n",
      "data saved at: /project/ftchong/qoc/pranav/00135_Feb10.h5\n",
      "trying total_time: 42.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00136_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.96e-01; Runtime: 1.2s; Iterations = 0, grads =   2.944e-03, unitary_metric = 0.99982\n",
      "Error = :3.15e-01; Runtime: 68.3s; Iterations = 100, grads =   4.509e-01, unitary_metric = 1.00007\n",
      "Error = :9.50e-02; Runtime: 133.7s; Iterations = 200, grads =   3.085e-02, unitary_metric = 0.99991\n",
      "Error = :4.89e-02; Runtime: 199.6s; Iterations = 300, grads =   4.526e-02, unitary_metric = 0.99998\n",
      "Error = :1.37e-02; Runtime: 265.2s; Iterations = 400, grads =   3.900e-03, unitary_metric = 0.99998\n",
      "Error = :3.04e-03; Runtime: 330.9s; Iterations = 500, grads =   4.030e-04, unitary_metric = 0.99991\n",
      "Error = :2.08e-03; Runtime: 396.7s; Iterations = 600, grads =   4.412e-04, unitary_metric = 0.99991\n",
      "Error = :9.94e-04; Runtime: 451.6s; Iterations = 683, grads =   1.354e-04, unitary_metric = 0.99990\n",
      "data saved at: /project/ftchong/qoc/pranav/00136_Feb10.h5\n",
      "trying total_time: 39.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00137_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.96e-01; Runtime: 1.1s; Iterations = 0, grads =   1.437e-03, unitary_metric = 0.99983\n",
      "Error = :3.04e-01; Runtime: 62.3s; Iterations = 100, grads =   2.017e-01, unitary_metric = 0.99994\n",
      "Error = :1.06e-01; Runtime: 122.9s; Iterations = 200, grads =   7.270e-02, unitary_metric = 0.99982\n",
      "Error = :5.65e-02; Runtime: 183.4s; Iterations = 300, grads =   1.038e-02, unitary_metric = 0.99979\n",
      "Error = :1.65e-02; Runtime: 243.9s; Iterations = 400, grads =   3.981e-03, unitary_metric = 0.99980\n",
      "Error = :7.07e-03; Runtime: 304.3s; Iterations = 500, grads =   2.277e-04, unitary_metric = 0.99977\n",
      "Error = :4.43e-03; Runtime: 364.7s; Iterations = 600, grads =   2.970e-05, unitary_metric = 0.99974\n",
      "Error = :3.19e-03; Runtime: 425.3s; Iterations = 700, grads =   7.014e-06, unitary_metric = 0.99973\n",
      "Error = :2.42e-03; Runtime: 485.9s; Iterations = 800, grads =   3.279e-06, unitary_metric = 0.99972\n",
      "Error = :1.95e-03; Runtime: 546.5s; Iterations = 900, grads =   2.042e-06, unitary_metric = 0.99970\n",
      "Error = :1.56e-03; Runtime: 607.1s; Iterations = 1000, grads =   1.559e-06, unitary_metric = 0.99977\n",
      "data saved at: /project/ftchong/qoc/pranav/00137_Feb10.h5\n",
      "trying total_time: 40.5 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00138_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :1.00e+00; Runtime: 1.1s; Iterations = 0, grads =   1.307e-04, unitary_metric = 0.99986\n",
      "Error = :4.01e-01; Runtime: 65.5s; Iterations = 100, grads =   2.337e-01, unitary_metric = 1.00052\n",
      "Error = :1.11e-01; Runtime: 129.0s; Iterations = 200, grads =   7.650e-02, unitary_metric = 1.00031\n",
      "Error = :4.93e-02; Runtime: 192.1s; Iterations = 300, grads =   1.884e-02, unitary_metric = 1.00027\n",
      "Error = :3.20e-02; Runtime: 255.6s; Iterations = 400, grads =   5.394e-03, unitary_metric = 1.00024\n",
      "Error = :1.56e-02; Runtime: 318.7s; Iterations = 500, grads =   2.657e-03, unitary_metric = 1.00019\n",
      "Error = :5.01e-03; Runtime: 382.0s; Iterations = 600, grads =   4.614e-04, unitary_metric = 1.00023\n",
      "Error = :2.30e-03; Runtime: 445.2s; Iterations = 700, grads =   7.630e-05, unitary_metric = 1.00018\n",
      "Error = :1.46e-03; Runtime: 508.5s; Iterations = 800, grads =   1.269e-05, unitary_metric = 1.00020\n",
      "Error = :1.07e-03; Runtime: 571.6s; Iterations = 900, grads =   2.087e-06, unitary_metric = 1.00017\n",
      "Error = :9.94e-04; Runtime: 580.5s; Iterations = 912, grads =   2.012e-06, unitary_metric = 1.00025\n",
      "data saved at: /project/ftchong/qoc/pranav/00138_Feb10.h5\n",
      "trying total_time: 39.75 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00139_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.93e-01; Runtime: 1.2s; Iterations = 0, grads =   4.364e-03, unitary_metric = 0.99991\n",
      "Error = :2.89e-01; Runtime: 63.2s; Iterations = 100, grads =   5.505e-02, unitary_metric = 0.99992\n",
      "Error = :1.32e-01; Runtime: 124.8s; Iterations = 200, grads =   3.150e-02, unitary_metric = 0.99973\n",
      "Error = :6.03e-02; Runtime: 186.1s; Iterations = 300, grads =   3.647e-01, unitary_metric = 0.99976\n",
      "Error = :3.20e-02; Runtime: 247.7s; Iterations = 400, grads =   6.222e-03, unitary_metric = 0.99977\n",
      "Error = :1.31e-02; Runtime: 309.6s; Iterations = 500, grads =   1.922e-03, unitary_metric = 0.99975\n",
      "Error = :3.80e-03; Runtime: 371.4s; Iterations = 600, grads =   1.894e-04, unitary_metric = 0.99975\n",
      "Error = :2.04e-03; Runtime: 433.0s; Iterations = 700, grads =   3.254e-05, unitary_metric = 0.99975\n",
      "Error = :1.42e-03; Runtime: 494.6s; Iterations = 800, grads =   5.658e-06, unitary_metric = 0.99972\n",
      "Error = :1.05e-03; Runtime: 556.2s; Iterations = 900, grads =   1.787e-06, unitary_metric = 0.99973\n",
      "Error = :9.90e-04; Runtime: 563.4s; Iterations = 910, grads =   1.677e-06, unitary_metric = 0.99976\n",
      "data saved at: /project/ftchong/qoc/pranav/00139_Feb10.h5\n",
      "***Pulse Time: 39.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00140_Feb10.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :1.62e-01; Runtime: 0.1s; Iterations = 0, grads =   8.913e-01, unitary_metric = 0.99999\n",
      "Error = :2.41e-02; Runtime: 1.7s; Iterations = 100, grads =   1.377e-03, unitary_metric = 0.99999\n",
      "Error = :1.35e-02; Runtime: 3.3s; Iterations = 200, grads =   7.673e-04, unitary_metric = 0.99999\n",
      "Error = :4.21e-03; Runtime: 4.8s; Iterations = 300, grads =   2.562e-04, unitary_metric = 1.00000\n",
      "Error = :1.11e-03; Runtime: 6.3s; Iterations = 400, grads =   6.975e-05, unitary_metric = 1.00000\n",
      "Error = :9.86e-04; Runtime: 6.5s; Iterations = 406, grads =   6.160e-05, unitary_metric = 0.99999\n",
      "data saved at: /project/ftchong/qoc/pranav/00140_Feb10.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00141_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.94e-01; Runtime: 0.0s; Iterations = 0, grads =   1.968e-02, unitary_metric = 1.00001\n",
      "Error = :7.42e-03; Runtime: 0.9s; Iterations = 100, grads =   2.682e-04, unitary_metric = 1.00002\n",
      "Error = :4.42e-03; Runtime: 1.7s; Iterations = 200, grads =   1.262e-04, unitary_metric = 1.00002\n",
      "Error = :1.29e-03; Runtime: 2.5s; Iterations = 300, grads =   3.691e-05, unitary_metric = 1.00002\n",
      "Error = :9.81e-04; Runtime: 2.7s; Iterations = 325, grads =   2.913e-05, unitary_metric = 1.00002\n",
      "data saved at: /project/ftchong/qoc/pranav/00141_Feb10.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00142_Feb10.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :3.90e-01; Runtime: 0.0s; Iterations = 0, grads =   3.751e-01, unitary_metric = 1.00001\n",
      "Error = :2.14e-04; Runtime: 0.2s; Iterations = 11, grads =   3.302e-04, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00142_Feb10.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "trying total_time: 24.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00143_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.98e-01; Runtime: 0.7s; Iterations = 0, grads =   7.695e-04, unitary_metric = 0.99991\n",
      "Error = :4.04e-01; Runtime: 37.1s; Iterations = 100, grads =   1.100e-01, unitary_metric = 0.99994\n",
      "Error = :2.69e-01; Runtime: 73.2s; Iterations = 200, grads =   1.669e-02, unitary_metric = 0.99995\n",
      "Error = :1.62e-01; Runtime: 109.4s; Iterations = 300, grads =   2.733e-03, unitary_metric = 0.99992\n",
      "Error = :1.17e-01; Runtime: 145.5s; Iterations = 400, grads =   2.674e-04, unitary_metric = 0.99986\n",
      "Error = :9.79e-02; Runtime: 181.6s; Iterations = 500, grads =   6.428e-05, unitary_metric = 0.99992\n",
      "Error = :8.77e-02; Runtime: 217.9s; Iterations = 600, grads =   3.422e-05, unitary_metric = 0.99981\n",
      "Error = :8.02e-02; Runtime: 254.1s; Iterations = 700, grads =   2.957e-05, unitary_metric = 0.99978\n",
      "Error = :7.43e-02; Runtime: 290.0s; Iterations = 800, grads =   2.556e-05, unitary_metric = 0.99980\n",
      "Error = :6.99e-02; Runtime: 326.1s; Iterations = 900, grads =   2.253e-05, unitary_metric = 0.99973\n",
      "Error = :6.65e-02; Runtime: 362.1s; Iterations = 1000, grads =   2.045e-05, unitary_metric = 0.99973\n",
      "data saved at: /project/ftchong/qoc/pranav/00143_Feb10.h5\n",
      "trying total_time: 36.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00144_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.96e-01; Runtime: 1.0s; Iterations = 0, grads =   2.112e-03, unitary_metric = 0.99984\n",
      "Error = :3.71e-01; Runtime: 57.8s; Iterations = 100, grads =   1.632e-01, unitary_metric = 0.99982\n",
      "Error = :1.93e-01; Runtime: 113.5s; Iterations = 200, grads =   2.502e-01, unitary_metric = 0.99961\n",
      "Error = :4.09e-02; Runtime: 168.8s; Iterations = 300, grads =   1.473e-02, unitary_metric = 0.99963\n",
      "Error = :1.87e-02; Runtime: 224.5s; Iterations = 400, grads =   1.770e-03, unitary_metric = 0.99961\n",
      "Error = :9.75e-03; Runtime: 280.3s; Iterations = 500, grads =   4.011e-04, unitary_metric = 0.99953\n",
      "Error = :6.31e-03; Runtime: 336.3s; Iterations = 600, grads =   7.211e-05, unitary_metric = 0.99957\n",
      "Error = :4.70e-03; Runtime: 391.9s; Iterations = 700, grads =   7.823e-06, unitary_metric = 0.99962\n",
      "Error = :3.79e-03; Runtime: 447.5s; Iterations = 800, grads =   3.869e-06, unitary_metric = 0.99959\n",
      "Error = :3.21e-03; Runtime: 503.4s; Iterations = 900, grads =   2.820e-06, unitary_metric = 0.99952\n",
      "Error = :2.75e-03; Runtime: 559.2s; Iterations = 1000, grads =   2.320e-06, unitary_metric = 0.99957\n",
      "data saved at: /project/ftchong/qoc/pranav/00144_Feb10.h5\n",
      "trying total_time: 42.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00145_Feb10.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.96e-01; Runtime: 1.2s; Iterations = 0, grads =   5.616e-03, unitary_metric = 0.99988\n",
      "Error = :2.66e-01; Runtime: 67.7s; Iterations = 100, grads =   2.020e-01, unitary_metric = 0.99998\n",
      "Error = :1.28e-01; Runtime: 133.3s; Iterations = 200, grads =   1.259e-01, unitary_metric = 0.99976\n",
      "Error = :6.16e-02; Runtime: 198.8s; Iterations = 300, grads =   1.372e-02, unitary_metric = 0.99981\n"
     ]
    }
   ],
   "source": [
    "pulse_times = []\n",
    "for U in unitaries:\n",
    "    if U.shape == (2, 2):\n",
    "        N = 1\n",
    "        connected_qubit_pairs = []\n",
    "    elif U.shape == (4, 4):\n",
    "        N = 2\n",
    "        connected_qubit_pairs = [(0, 1)]\n",
    "    elif U.shape == (8, 8):\n",
    "        N = 3\n",
    "        connected_qubit_pairs = [(0, 1), (0, 2), (1, 2)]\n",
    "    elif U.shape == (16, 16):\n",
    "        N = 4\n",
    "        connected_qubit_pairs = [(0, 1), (0, 2), (0, 3), (1, 2), (1, 3), (2, 3)]\n",
    "    else:\n",
    "        assert False, 'only working with <= 4 qubit blocks right now'\n",
    "    \n",
    "    H0 = hamiltonian.get_H0(N, d, connected_qubit_pairs)\n",
    "    Hops, Hnames = hamiltonian.get_Hops_and_Hnames(N, d)\n",
    "    states_concerned_list = hamiltonian.get_full_states_concerned_list(N, d)\n",
    "    maxA = hamiltonian.get_maxA(N, d)\n",
    "    U = transmon_gate(U, d)\n",
    "    pulse_time = binary_search_for_shortest_pulse_time(1, (2 ** N) * 3 * 20)\n",
    "    print('***Pulse Time: %s***\\n\\n\\n' % str(pulse_time))\n",
    "    pulse_times.append(pulse_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Got through 24 of the slices before crashing. Resuming from here:\n",
    "pulse_times = [6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 38.25, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25, 0.75, 39.75, 0.75]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trying total_time: 24.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00002_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.92e-01; Runtime: 0.9s; Iterations = 0, grads =   3.220e-03, unitary_metric = 0.99989\n",
      "Error = :3.25e-01; Runtime: 41.6s; Iterations = 100, grads =   5.738e-02, unitary_metric = 0.99982\n",
      "Error = :1.74e-01; Runtime: 81.8s; Iterations = 200, grads =   2.025e-02, unitary_metric = 0.99975\n",
      "Error = :1.22e-01; Runtime: 121.9s; Iterations = 300, grads =   4.947e-04, unitary_metric = 0.99964\n",
      "Error = :9.87e-02; Runtime: 162.4s; Iterations = 400, grads =   8.945e-05, unitary_metric = 0.99965\n",
      "Error = :8.49e-02; Runtime: 202.4s; Iterations = 500, grads =   4.025e-05, unitary_metric = 0.99957\n",
      "Error = :7.57e-02; Runtime: 242.6s; Iterations = 600, grads =   2.291e-05, unitary_metric = 0.99960\n",
      "Error = :6.97e-02; Runtime: 282.7s; Iterations = 700, grads =   1.621e-05, unitary_metric = 0.99965\n",
      "Error = :6.58e-02; Runtime: 322.9s; Iterations = 800, grads =   1.367e-05, unitary_metric = 0.99959\n",
      "Error = :6.29e-02; Runtime: 363.1s; Iterations = 900, grads =   1.220e-05, unitary_metric = 0.99960\n",
      "Error = :6.09e-02; Runtime: 403.3s; Iterations = 1000, grads =   1.124e-05, unitary_metric = 0.99951\n",
      "data saved at: /project/ftchong/qoc/pranav/00002_Feb11.h5\n",
      "trying total_time: 36.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00003_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.97e-01; Runtime: 1.3s; Iterations = 0, grads =   3.079e-03, unitary_metric = 0.99988\n",
      "Error = :2.23e-01; Runtime: 63.5s; Iterations = 100, grads =   1.257e-01, unitary_metric = 0.99951\n",
      "Error = :6.24e-02; Runtime: 124.9s; Iterations = 200, grads =   8.201e-02, unitary_metric = 0.99941\n",
      "Error = :3.18e-02; Runtime: 185.7s; Iterations = 300, grads =   6.447e-03, unitary_metric = 0.99940\n",
      "Error = :2.35e-02; Runtime: 246.8s; Iterations = 400, grads =   2.444e-03, unitary_metric = 0.99936\n",
      "Error = :1.20e-02; Runtime: 307.9s; Iterations = 500, grads =   6.833e-04, unitary_metric = 0.99938\n",
      "Error = :6.62e-03; Runtime: 368.9s; Iterations = 600, grads =   1.598e-04, unitary_metric = 0.99942\n",
      "Error = :4.62e-03; Runtime: 427.6s; Iterations = 700, grads =   1.861e-05, unitary_metric = 0.99941\n",
      "Error = :3.73e-03; Runtime: 486.6s; Iterations = 800, grads =   3.368e-06, unitary_metric = 0.99939\n",
      "Error = :3.16e-03; Runtime: 545.0s; Iterations = 900, grads =   1.950e-06, unitary_metric = 0.99940\n",
      "Error = :2.78e-03; Runtime: 603.6s; Iterations = 1000, grads =   1.559e-06, unitary_metric = 0.99936\n",
      "data saved at: /project/ftchong/qoc/pranav/00003_Feb11.h5\n",
      "trying total_time: 42.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00004_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.95e-01; Runtime: 1.4s; Iterations = 0, grads =   1.693e-03, unitary_metric = 0.99982\n",
      "Error = :2.68e-01; Runtime: 71.6s; Iterations = 100, grads =   6.991e-02, unitary_metric = 1.00009\n",
      "Error = :8.73e-02; Runtime: 140.6s; Iterations = 200, grads =   1.601e-01, unitary_metric = 0.99994\n",
      "Error = :4.54e-02; Runtime: 209.5s; Iterations = 300, grads =   2.810e-02, unitary_metric = 0.99996\n",
      "Error = :1.09e-02; Runtime: 278.8s; Iterations = 400, grads =   4.336e-03, unitary_metric = 0.99990\n",
      "Error = :3.12e-03; Runtime: 348.1s; Iterations = 500, grads =   4.007e-04, unitary_metric = 0.99994\n",
      "Error = :1.40e-03; Runtime: 417.7s; Iterations = 600, grads =   1.445e-04, unitary_metric = 0.99996\n",
      "Error = :9.92e-04; Runtime: 444.1s; Iterations = 637, grads =   6.507e-05, unitary_metric = 0.99989\n",
      "data saved at: /project/ftchong/qoc/pranav/00004_Feb11.h5\n",
      "trying total_time: 39.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00005_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.92e-01; Runtime: 1.3s; Iterations = 0, grads =   3.793e-03, unitary_metric = 0.99984\n",
      "Error = :3.33e-01; Runtime: 66.1s; Iterations = 100, grads =   1.020e-01, unitary_metric = 0.99994\n",
      "Error = :1.09e-01; Runtime: 130.1s; Iterations = 200, grads =   3.033e-02, unitary_metric = 0.99997\n",
      "Error = :4.49e-02; Runtime: 194.2s; Iterations = 300, grads =   1.914e-02, unitary_metric = 0.99989\n",
      "Error = :2.36e-02; Runtime: 257.9s; Iterations = 400, grads =   5.083e-03, unitary_metric = 0.99996\n",
      "Error = :8.85e-03; Runtime: 321.9s; Iterations = 500, grads =   1.467e-03, unitary_metric = 0.99991\n",
      "Error = :3.50e-03; Runtime: 385.8s; Iterations = 600, grads =   2.823e-04, unitary_metric = 0.99994\n",
      "Error = :1.88e-03; Runtime: 449.9s; Iterations = 700, grads =   2.343e-05, unitary_metric = 0.99992\n",
      "Error = :1.39e-03; Runtime: 513.6s; Iterations = 800, grads =   4.204e-06, unitary_metric = 0.99995\n",
      "Error = :1.13e-03; Runtime: 577.4s; Iterations = 900, grads =   1.410e-06, unitary_metric = 0.99989\n",
      "Error = :9.95e-04; Runtime: 615.3s; Iterations = 959, grads =   1.139e-06, unitary_metric = 0.99989\n",
      "data saved at: /project/ftchong/qoc/pranav/00005_Feb11.h5\n",
      "trying total_time: 37.5 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00006_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.92e-01; Runtime: 1.3s; Iterations = 0, grads =   4.197e-03, unitary_metric = 0.99984\n",
      "Error = :2.27e-01; Runtime: 63.6s; Iterations = 100, grads =   6.378e-01, unitary_metric = 0.99975\n",
      "Error = :8.18e-02; Runtime: 124.7s; Iterations = 200, grads =   4.349e-01, unitary_metric = 0.99962\n",
      "Error = :3.92e-02; Runtime: 186.1s; Iterations = 300, grads =   4.194e-01, unitary_metric = 0.99959\n",
      "Error = :1.30e-02; Runtime: 247.2s; Iterations = 400, grads =   2.451e-03, unitary_metric = 0.99956\n",
      "Error = :7.18e-03; Runtime: 308.9s; Iterations = 500, grads =   9.721e-04, unitary_metric = 0.99953\n",
      "Error = :4.15e-03; Runtime: 369.9s; Iterations = 600, grads =   1.995e-04, unitary_metric = 0.99960\n",
      "Error = :3.04e-03; Runtime: 431.3s; Iterations = 700, grads =   2.963e-05, unitary_metric = 0.99956\n",
      "Error = :2.49e-03; Runtime: 492.3s; Iterations = 800, grads =   1.184e-05, unitary_metric = 0.99960\n",
      "Error = :2.10e-03; Runtime: 553.5s; Iterations = 900, grads =   2.369e-06, unitary_metric = 0.99958\n",
      "Error = :1.90e-03; Runtime: 614.3s; Iterations = 1000, grads =   1.144e-06, unitary_metric = 0.99956\n",
      "data saved at: /project/ftchong/qoc/pranav/00006_Feb11.h5\n",
      "trying total_time: 38.25 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00007_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.98e-01; Runtime: 1.3s; Iterations = 0, grads =   1.246e-03, unitary_metric = 0.99987\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error = :2.66e-01; Runtime: 64.7s; Iterations = 100, grads =   4.711e-01, unitary_metric = 0.99967\n",
      "Error = :7.49e-02; Runtime: 127.1s; Iterations = 200, grads =   1.500e-02, unitary_metric = 0.99942\n",
      "Error = :2.31e-02; Runtime: 189.9s; Iterations = 300, grads =   2.496e-03, unitary_metric = 0.99939\n",
      "Error = :1.07e-02; Runtime: 252.5s; Iterations = 400, grads =   4.873e-04, unitary_metric = 0.99938\n",
      "Error = :6.57e-03; Runtime: 315.3s; Iterations = 500, grads =   1.689e-04, unitary_metric = 0.99935\n",
      "Error = :4.34e-03; Runtime: 377.8s; Iterations = 600, grads =   3.230e-05, unitary_metric = 0.99933\n",
      "Error = :3.27e-03; Runtime: 440.2s; Iterations = 700, grads =   7.864e-06, unitary_metric = 0.99935\n",
      "Error = :2.63e-03; Runtime: 502.9s; Iterations = 800, grads =   1.885e-06, unitary_metric = 0.99939\n",
      "Error = :2.24e-03; Runtime: 565.4s; Iterations = 900, grads =   9.343e-07, unitary_metric = 0.99937\n",
      "Error = :1.98e-03; Runtime: 627.9s; Iterations = 1000, grads =   7.034e-07, unitary_metric = 0.99937\n",
      "data saved at: /project/ftchong/qoc/pranav/00007_Feb11.h5\n",
      "***Pulse Time: 38.25***\n",
      "\n",
      "\n",
      "\n",
      "[6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 38.25, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25, 0.75, 39.75, 0.75, 38.25]\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00008_Feb11.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :3.66e-03; Runtime: 0.1s; Iterations = 0, grads =   9.473e-03, unitary_metric = 1.00000\n",
      "Error = :2.49e-02; Runtime: 1.9s; Iterations = 100, grads =   1.431e-03, unitary_metric = 1.00000\n",
      "Error = :1.34e-02; Runtime: 3.5s; Iterations = 200, grads =   7.817e-04, unitary_metric = 0.99999\n",
      "Error = :4.30e-03; Runtime: 5.2s; Iterations = 300, grads =   2.642e-04, unitary_metric = 0.99999\n",
      "Error = :1.11e-03; Runtime: 6.9s; Iterations = 400, grads =   6.774e-05, unitary_metric = 1.00000\n",
      "Error = :9.88e-04; Runtime: 7.1s; Iterations = 407, grads =   6.122e-05, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00008_Feb11.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00009_Feb11.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.53e-01; Runtime: 0.0s; Iterations = 0, grads =   1.454e-01, unitary_metric = 1.00001\n",
      "Error = :2.38e-04; Runtime: 0.2s; Iterations = 10, grads =   8.625e-05, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00009_Feb11.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00010_Feb11.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :7.97e-01; Runtime: 0.0s; Iterations = 0, grads =   2.599e-01, unitary_metric = 1.00001\n",
      "Error = :5.28e-04; Runtime: 0.2s; Iterations = 17, grads =   4.655e-05, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00010_Feb11.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "[6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 38.25, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25, 0.75, 39.75, 0.75, 38.25, 0.75]\n",
      "trying total_time: 24.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00011_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.92e-01; Runtime: 0.8s; Iterations = 0, grads =   1.660e-03, unitary_metric = 0.99990\n",
      "Error = :3.36e-01; Runtime: 39.8s; Iterations = 100, grads =   5.340e-02, unitary_metric = 0.99970\n",
      "Error = :1.78e-01; Runtime: 78.3s; Iterations = 200, grads =   9.359e-02, unitary_metric = 0.99968\n",
      "Error = :1.32e-01; Runtime: 116.9s; Iterations = 300, grads =   1.024e-03, unitary_metric = 0.99958\n",
      "Error = :1.05e-01; Runtime: 155.5s; Iterations = 400, grads =   2.538e-04, unitary_metric = 0.99961\n",
      "Error = :8.97e-02; Runtime: 193.9s; Iterations = 500, grads =   7.086e-05, unitary_metric = 0.99964\n",
      "Error = :8.08e-02; Runtime: 232.4s; Iterations = 600, grads =   2.535e-05, unitary_metric = 0.99960\n",
      "Error = :7.50e-02; Runtime: 271.0s; Iterations = 700, grads =   2.184e-05, unitary_metric = 0.99962\n",
      "Error = :7.08e-02; Runtime: 309.4s; Iterations = 800, grads =   2.046e-05, unitary_metric = 0.99956\n",
      "Error = :6.74e-02; Runtime: 347.9s; Iterations = 900, grads =   1.959e-05, unitary_metric = 0.99957\n",
      "Error = :6.47e-02; Runtime: 386.5s; Iterations = 1000, grads =   1.877e-05, unitary_metric = 0.99951\n",
      "data saved at: /project/ftchong/qoc/pranav/00011_Feb11.h5\n",
      "trying total_time: 36.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00012_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.96e-01; Runtime: 1.2s; Iterations = 0, grads =   3.570e-03, unitary_metric = 0.99985\n",
      "Error = :3.10e-01; Runtime: 61.0s; Iterations = 100, grads =   1.479e-01, unitary_metric = 0.99962\n",
      "Error = :1.22e-01; Runtime: 119.7s; Iterations = 200, grads =   2.251e-01, unitary_metric = 0.99956\n",
      "Error = :5.34e-02; Runtime: 178.3s; Iterations = 300, grads =   1.158e-01, unitary_metric = 0.99960\n",
      "Error = :1.91e-02; Runtime: 237.1s; Iterations = 400, grads =   1.086e-03, unitary_metric = 0.99949\n",
      "Error = :9.94e-03; Runtime: 295.6s; Iterations = 500, grads =   1.758e-04, unitary_metric = 0.99957\n",
      "Error = :6.99e-03; Runtime: 354.5s; Iterations = 600, grads =   3.737e-05, unitary_metric = 0.99951\n",
      "Error = :5.40e-03; Runtime: 413.2s; Iterations = 700, grads =   1.127e-05, unitary_metric = 0.99959\n",
      "Error = :4.50e-03; Runtime: 471.9s; Iterations = 800, grads =   4.626e-06, unitary_metric = 0.99951\n",
      "Error = :3.84e-03; Runtime: 530.5s; Iterations = 900, grads =   2.940e-06, unitary_metric = 0.99956\n",
      "Error = :3.38e-03; Runtime: 588.8s; Iterations = 1000, grads =   2.355e-06, unitary_metric = 0.99953\n",
      "data saved at: /project/ftchong/qoc/pranav/00012_Feb11.h5\n",
      "trying total_time: 42.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00013_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.99e-01; Runtime: 1.4s; Iterations = 0, grads =   2.022e-03, unitary_metric = 0.99990\n",
      "Error = :1.98e-01; Runtime: 71.6s; Iterations = 100, grads =   1.287e-01, unitary_metric = 0.99974\n",
      "Error = :9.33e-02; Runtime: 141.1s; Iterations = 200, grads =   2.548e-02, unitary_metric = 0.99977\n",
      "Error = :6.39e-02; Runtime: 210.4s; Iterations = 300, grads =   1.522e-02, unitary_metric = 0.99972\n",
      "Error = :4.41e-02; Runtime: 279.8s; Iterations = 400, grads =   1.111e-02, unitary_metric = 0.99969\n",
      "Error = :8.48e-03; Runtime: 348.9s; Iterations = 500, grads =   1.886e-03, unitary_metric = 0.99963\n",
      "Error = :4.09e-03; Runtime: 418.4s; Iterations = 600, grads =   7.680e-04, unitary_metric = 0.99968\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error = :1.85e-03; Runtime: 488.1s; Iterations = 700, grads =   2.626e-04, unitary_metric = 0.99972\n",
      "Error = :9.95e-04; Runtime: 543.2s; Iterations = 779, grads =   6.838e-05, unitary_metric = 0.99966\n",
      "data saved at: /project/ftchong/qoc/pranav/00013_Feb11.h5\n",
      "trying total_time: 39.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00014_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.91e-01; Runtime: 1.4s; Iterations = 0, grads =   2.739e-03, unitary_metric = 0.99987\n",
      "Error = :3.17e-01; Runtime: 66.5s; Iterations = 100, grads =   6.297e-02, unitary_metric = 0.99981\n",
      "Error = :7.60e-02; Runtime: 130.3s; Iterations = 200, grads =   3.538e-01, unitary_metric = 0.99954\n",
      "Error = :1.39e-02; Runtime: 194.2s; Iterations = 300, grads =   3.320e-02, unitary_metric = 0.99956\n",
      "Error = :5.83e-03; Runtime: 257.8s; Iterations = 400, grads =   3.096e-04, unitary_metric = 0.99958\n",
      "Error = :4.14e-03; Runtime: 321.9s; Iterations = 500, grads =   3.489e-04, unitary_metric = 0.99956\n",
      "Error = :3.13e-03; Runtime: 385.6s; Iterations = 600, grads =   3.239e-04, unitary_metric = 0.99951\n",
      "Error = :2.09e-03; Runtime: 449.3s; Iterations = 700, grads =   1.661e-04, unitary_metric = 0.99954\n",
      "Error = :1.46e-03; Runtime: 513.3s; Iterations = 800, grads =   6.128e-05, unitary_metric = 0.99954\n",
      "Error = :1.12e-03; Runtime: 577.4s; Iterations = 900, grads =   1.712e-05, unitary_metric = 0.99950\n",
      "Error = :9.93e-04; Runtime: 597.3s; Iterations = 930, grads =   1.043e-05, unitary_metric = 0.99959\n",
      "data saved at: /project/ftchong/qoc/pranav/00014_Feb11.h5\n",
      "trying total_time: 37.5 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00015_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.93e-01; Runtime: 1.3s; Iterations = 0, grads =   5.590e-03, unitary_metric = 0.99990\n",
      "Error = :2.25e-01; Runtime: 63.3s; Iterations = 100, grads =   7.332e-01, unitary_metric = 0.99958\n",
      "Error = :6.46e-02; Runtime: 124.4s; Iterations = 200, grads =   2.300e-02, unitary_metric = 0.99953\n",
      "Error = :3.74e-02; Runtime: 185.8s; Iterations = 300, grads =   6.358e-03, unitary_metric = 0.99945\n",
      "Error = :2.83e-02; Runtime: 246.7s; Iterations = 400, grads =   4.566e-03, unitary_metric = 0.99942\n",
      "Error = :1.56e-02; Runtime: 307.8s; Iterations = 500, grads =   2.417e-03, unitary_metric = 0.99935\n",
      "Error = :6.22e-03; Runtime: 369.2s; Iterations = 600, grads =   5.817e-04, unitary_metric = 0.99933\n",
      "Error = :3.24e-03; Runtime: 430.8s; Iterations = 700, grads =   9.947e-05, unitary_metric = 0.99932\n",
      "Error = :2.24e-03; Runtime: 492.3s; Iterations = 800, grads =   9.943e-06, unitary_metric = 0.99935\n",
      "Error = :1.84e-03; Runtime: 554.2s; Iterations = 900, grads =   1.808e-06, unitary_metric = 0.99940\n",
      "Error = :1.59e-03; Runtime: 615.7s; Iterations = 1000, grads =   1.079e-06, unitary_metric = 0.99937\n",
      "data saved at: /project/ftchong/qoc/pranav/00015_Feb11.h5\n",
      "trying total_time: 38.25 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00016_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.88e-01; Runtime: 1.3s; Iterations = 0, grads =   7.764e-03, unitary_metric = 0.99985\n",
      "Error = :2.57e-01; Runtime: 64.9s; Iterations = 100, grads =   4.700e-02, unitary_metric = 0.99970\n",
      "Error = :1.12e-01; Runtime: 127.2s; Iterations = 200, grads =   3.937e-01, unitary_metric = 0.99953\n",
      "Error = :4.80e-02; Runtime: 190.1s; Iterations = 300, grads =   1.061e-02, unitary_metric = 0.99961\n",
      "Error = :1.90e-02; Runtime: 252.7s; Iterations = 400, grads =   3.263e-03, unitary_metric = 0.99960\n",
      "Error = :6.57e-03; Runtime: 315.3s; Iterations = 500, grads =   8.875e-04, unitary_metric = 0.99958\n",
      "Error = :2.50e-03; Runtime: 378.0s; Iterations = 600, grads =   9.359e-05, unitary_metric = 0.99952\n",
      "Error = :1.59e-03; Runtime: 441.1s; Iterations = 700, grads =   1.708e-05, unitary_metric = 0.99952\n",
      "Error = :1.19e-03; Runtime: 504.0s; Iterations = 800, grads =   3.390e-06, unitary_metric = 0.99953\n",
      "Error = :9.97e-04; Runtime: 556.6s; Iterations = 884, grads =   1.189e-06, unitary_metric = 0.99954\n",
      "data saved at: /project/ftchong/qoc/pranav/00016_Feb11.h5\n",
      "***Pulse Time: 38.25***\n",
      "\n",
      "\n",
      "\n",
      "[6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 38.25, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25, 0.75, 39.75, 0.75, 38.25, 0.75, 38.25]\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00017_Feb11.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.48e-05; Runtime: 0.1s; Iterations = 0, grads =   1.365e-05, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00017_Feb11.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00018_Feb11.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :7.81e-01; Runtime: 0.0s; Iterations = 0, grads =   5.534e-01, unitary_metric = 1.00001\n",
      "Error = :8.29e-04; Runtime: 0.2s; Iterations = 8, grads =   2.658e-04, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00018_Feb11.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00019_Feb11.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :7.80e-01; Runtime: 0.0s; Iterations = 0, grads =   2.663e-01, unitary_metric = 1.00001\n",
      "Error = :2.25e-04; Runtime: 0.2s; Iterations = 17, grads =   7.723e-05, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00019_Feb11.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "[6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 38.25, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25, 0.75, 39.75, 0.75, 38.25, 0.75, 38.25, 0.75]\n",
      "trying total_time: 12.0 for unitary of size (8, 8)\n",
      "data saved at: /project/ftchong/qoc/pranav/00020_Feb11.h5\n",
      "Using 4 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.26e-01; Runtime: 0.3s; Iterations = 0, grads =   9.143e-02, unitary_metric = 0.99982\n",
      "Error = :2.51e-01; Runtime: 10.7s; Iterations = 100, grads =   5.108e-03, unitary_metric = 0.99981\n",
      "Error = :1.27e-01; Runtime: 20.8s; Iterations = 200, grads =   2.139e-03, unitary_metric = 0.99991\n",
      "Error = :9.61e-02; Runtime: 30.9s; Iterations = 300, grads =   6.543e-05, unitary_metric = 0.99988\n",
      "Error = :8.64e-02; Runtime: 41.0s; Iterations = 400, grads =   2.724e-05, unitary_metric = 0.99986\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error = :7.99e-02; Runtime: 51.0s; Iterations = 500, grads =   2.355e-05, unitary_metric = 0.99988\n",
      "Error = :7.52e-02; Runtime: 61.1s; Iterations = 600, grads =   2.094e-05, unitary_metric = 0.99983\n",
      "Error = :7.16e-02; Runtime: 71.2s; Iterations = 700, grads =   1.932e-05, unitary_metric = 0.99983\n",
      "Error = :6.89e-02; Runtime: 81.2s; Iterations = 800, grads =   1.834e-05, unitary_metric = 0.99983\n",
      "Error = :6.68e-02; Runtime: 91.3s; Iterations = 900, grads =   1.770e-05, unitary_metric = 0.99983\n",
      "Error = :6.51e-02; Runtime: 101.4s; Iterations = 1000, grads =   1.718e-05, unitary_metric = 0.99984\n",
      "data saved at: /project/ftchong/qoc/pranav/00020_Feb11.h5\n",
      "trying total_time: 18.0 for unitary of size (8, 8)\n",
      "data saved at: /project/ftchong/qoc/pranav/00021_Feb11.h5\n",
      "Using 4 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :8.92e-01; Runtime: 0.5s; Iterations = 0, grads =   1.189e-01, unitary_metric = 0.99972\n",
      "Error = :1.08e-01; Runtime: 16.4s; Iterations = 100, grads =   2.096e-02, unitary_metric = 0.99972\n",
      "Error = :2.88e-02; Runtime: 31.6s; Iterations = 200, grads =   7.231e-03, unitary_metric = 0.99981\n",
      "Error = :4.20e-03; Runtime: 47.0s; Iterations = 300, grads =   3.396e-04, unitary_metric = 0.99981\n",
      "Error = :1.70e-03; Runtime: 62.3s; Iterations = 400, grads =   3.522e-05, unitary_metric = 0.99979\n",
      "Error = :1.01e-03; Runtime: 77.7s; Iterations = 500, grads =   3.003e-06, unitary_metric = 0.99978\n",
      "Error = :9.89e-04; Runtime: 78.3s; Iterations = 501, grads =   2.937e-06, unitary_metric = 0.99979\n",
      "data saved at: /project/ftchong/qoc/pranav/00021_Feb11.h5\n",
      "trying total_time: 15.0 for unitary of size (8, 8)\n",
      "data saved at: /project/ftchong/qoc/pranav/00022_Feb11.h5\n",
      "Using 4 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.94e-01; Runtime: 0.4s; Iterations = 0, grads =   6.871e-03, unitary_metric = 0.99978\n",
      "Error = :6.01e-02; Runtime: 13.6s; Iterations = 100, grads =   2.615e-02, unitary_metric = 0.99978\n",
      "Error = :3.55e-02; Runtime: 26.4s; Iterations = 200, grads =   8.248e-03, unitary_metric = 0.99979\n",
      "Error = :1.49e-02; Runtime: 39.3s; Iterations = 300, grads =   2.220e-03, unitary_metric = 0.99977\n",
      "Error = :6.56e-03; Runtime: 52.0s; Iterations = 400, grads =   2.122e-04, unitary_metric = 0.99977\n",
      "Error = :4.25e-03; Runtime: 64.8s; Iterations = 500, grads =   1.105e-05, unitary_metric = 0.99981\n",
      "Error = :3.16e-03; Runtime: 77.6s; Iterations = 600, grads =   2.900e-06, unitary_metric = 0.99981\n",
      "Error = :2.46e-03; Runtime: 90.4s; Iterations = 700, grads =   2.117e-06, unitary_metric = 0.99980\n",
      "Error = :1.95e-03; Runtime: 103.3s; Iterations = 800, grads =   1.656e-06, unitary_metric = 0.99984\n",
      "Error = :1.65e-03; Runtime: 116.1s; Iterations = 900, grads =   1.335e-06, unitary_metric = 0.99977\n",
      "Error = :1.44e-03; Runtime: 129.0s; Iterations = 1000, grads =   1.114e-06, unitary_metric = 0.99973\n",
      "data saved at: /project/ftchong/qoc/pranav/00022_Feb11.h5\n",
      "trying total_time: 16.5 for unitary of size (8, 8)\n",
      "data saved at: /project/ftchong/qoc/pranav/00023_Feb11.h5\n",
      "Using 4 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.83e-01; Runtime: 0.5s; Iterations = 0, grads =   1.213e-03, unitary_metric = 0.99975\n",
      "Error = :1.10e-01; Runtime: 14.9s; Iterations = 100, grads =   2.096e-02, unitary_metric = 0.99988\n",
      "Error = :1.00e-02; Runtime: 29.0s; Iterations = 200, grads =   1.011e-03, unitary_metric = 0.99985\n",
      "Error = :3.05e-03; Runtime: 43.3s; Iterations = 300, grads =   3.973e-05, unitary_metric = 0.99984\n",
      "Error = :1.49e-03; Runtime: 57.6s; Iterations = 400, grads =   5.135e-06, unitary_metric = 0.99989\n",
      "Error = :9.86e-04; Runtime: 70.7s; Iterations = 492, grads =   1.274e-06, unitary_metric = 0.99990\n",
      "data saved at: /project/ftchong/qoc/pranav/00023_Feb11.h5\n",
      "trying total_time: 15.75 for unitary of size (8, 8)\n",
      "data saved at: /project/ftchong/qoc/pranav/00024_Feb11.h5\n",
      "Using 4 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.14e-01; Runtime: 0.5s; Iterations = 0, grads =   3.160e-02, unitary_metric = 0.99975\n",
      "Error = :6.97e-02; Runtime: 14.5s; Iterations = 100, grads =   4.149e-01, unitary_metric = 0.99996\n",
      "Error = :1.61e-02; Runtime: 27.8s; Iterations = 200, grads =   1.053e-03, unitary_metric = 0.99996\n",
      "Error = :2.47e-02; Runtime: 41.3s; Iterations = 300, grads =   3.589e-03, unitary_metric = 0.99996\n",
      "Error = :1.08e-02; Runtime: 54.7s; Iterations = 400, grads =   9.549e-04, unitary_metric = 0.99997\n",
      "Error = :5.99e-03; Runtime: 68.7s; Iterations = 500, grads =   3.014e-04, unitary_metric = 0.99991\n",
      "Error = :3.61e-03; Runtime: 82.2s; Iterations = 600, grads =   1.182e-04, unitary_metric = 0.99995\n",
      "Error = :2.50e-03; Runtime: 95.5s; Iterations = 700, grads =   2.542e-05, unitary_metric = 0.99991\n",
      "Error = :2.02e-03; Runtime: 109.0s; Iterations = 800, grads =   3.939e-06, unitary_metric = 0.99991\n",
      "Error = :1.72e-03; Runtime: 122.6s; Iterations = 900, grads =   1.275e-06, unitary_metric = 0.99996\n",
      "Error = :1.52e-03; Runtime: 136.1s; Iterations = 1000, grads =   9.215e-07, unitary_metric = 0.99996\n",
      "data saved at: /project/ftchong/qoc/pranav/00024_Feb11.h5\n",
      "***Pulse Time: 15.75***\n",
      "\n",
      "\n",
      "\n",
      "[6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 38.25, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25, 0.75, 39.75, 0.75, 38.25, 0.75, 38.25, 0.75, 15.75]\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00025_Feb11.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :1.50e-03; Runtime: 0.1s; Iterations = 0, grads =   6.442e-04, unitary_metric = 0.99999\n",
      "Error = :2.46e-02; Runtime: 1.9s; Iterations = 100, grads =   1.387e-03, unitary_metric = 1.00000\n",
      "Error = :1.41e-02; Runtime: 3.7s; Iterations = 200, grads =   8.073e-04, unitary_metric = 1.00000\n",
      "Error = :4.77e-03; Runtime: 5.4s; Iterations = 300, grads =   2.762e-04, unitary_metric = 1.00000\n",
      "Error = :1.29e-03; Runtime: 7.2s; Iterations = 400, grads =   7.515e-05, unitary_metric = 1.00000\n",
      "Error = :9.88e-04; Runtime: 7.6s; Iterations = 419, grads =   5.717e-05, unitary_metric = 0.99999\n",
      "data saved at: /project/ftchong/qoc/pranav/00025_Feb11.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00026_Feb11.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.95e-01; Runtime: 0.0s; Iterations = 0, grads =   1.726e-02, unitary_metric = 1.00001\n",
      "Error = :4.53e-03; Runtime: 1.0s; Iterations = 100, grads =   1.746e-04, unitary_metric = 1.00001\n",
      "Error = :2.40e-03; Runtime: 1.8s; Iterations = 200, grads =   7.003e-05, unitary_metric = 1.00001\n",
      "Error = :9.93e-04; Runtime: 2.5s; Iterations = 277, grads =   2.909e-05, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00026_Feb11.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00027_Feb11.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :7.83e-01; Runtime: 0.0s; Iterations = 0, grads =   2.684e-01, unitary_metric = 1.00001\n",
      "Error = :9.14e-05; Runtime: 0.2s; Iterations = 17, grads =   3.158e-06, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00027_Feb11.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "[6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 38.25, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25, 0.75, 39.75, 0.75, 38.25, 0.75, 38.25, 0.75, 15.75, 0.75]\n",
      "trying total_time: 24.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00028_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.95e-01; Runtime: 0.8s; Iterations = 0, grads =   2.449e-03, unitary_metric = 0.99989\n",
      "Error = :3.29e-01; Runtime: 38.0s; Iterations = 100, grads =   6.447e-02, unitary_metric = 0.99967\n",
      "Error = :2.00e-01; Runtime: 74.3s; Iterations = 200, grads =   6.010e-03, unitary_metric = 0.99963\n",
      "Error = :1.32e-01; Runtime: 110.3s; Iterations = 300, grads =   2.473e-03, unitary_metric = 0.99959\n",
      "Error = :1.05e-01; Runtime: 146.5s; Iterations = 400, grads =   5.112e-04, unitary_metric = 0.99956\n",
      "Error = :9.06e-02; Runtime: 183.3s; Iterations = 500, grads =   6.871e-05, unitary_metric = 0.99957\n",
      "Error = :8.28e-02; Runtime: 219.6s; Iterations = 600, grads =   2.647e-05, unitary_metric = 0.99951\n",
      "Error = :7.73e-02; Runtime: 255.9s; Iterations = 700, grads =   2.343e-05, unitary_metric = 0.99955\n",
      "Error = :7.31e-02; Runtime: 292.4s; Iterations = 800, grads =   2.081e-05, unitary_metric = 0.99949\n",
      "Error = :6.98e-02; Runtime: 328.6s; Iterations = 900, grads =   1.834e-05, unitary_metric = 0.99950\n",
      "Error = :6.71e-02; Runtime: 364.9s; Iterations = 1000, grads =   1.649e-05, unitary_metric = 0.99956\n",
      "data saved at: /project/ftchong/qoc/pranav/00028_Feb11.h5\n",
      "trying total_time: 36.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00029_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.92e-01; Runtime: 1.1s; Iterations = 0, grads =   6.537e-03, unitary_metric = 0.99986\n",
      "Error = :3.06e-01; Runtime: 57.5s; Iterations = 100, grads =   2.962e-01, unitary_metric = 1.00005\n",
      "Error = :1.22e-01; Runtime: 113.2s; Iterations = 200, grads =   1.551e-01, unitary_metric = 0.99988\n",
      "Error = :5.50e-02; Runtime: 168.7s; Iterations = 300, grads =   6.393e-03, unitary_metric = 0.99979\n",
      "Error = :3.23e-02; Runtime: 224.0s; Iterations = 400, grads =   3.513e-03, unitary_metric = 0.99993\n",
      "Error = :1.44e-02; Runtime: 279.7s; Iterations = 500, grads =   8.983e-04, unitary_metric = 0.99987\n",
      "Error = :8.00e-03; Runtime: 335.5s; Iterations = 600, grads =   2.133e-04, unitary_metric = 0.99988\n",
      "Error = :5.70e-03; Runtime: 391.5s; Iterations = 700, grads =   4.890e-05, unitary_metric = 0.99983\n",
      "Error = :4.56e-03; Runtime: 447.0s; Iterations = 800, grads =   9.015e-06, unitary_metric = 0.99985\n",
      "Error = :3.87e-03; Runtime: 502.4s; Iterations = 900, grads =   3.467e-06, unitary_metric = 0.99987\n",
      "Error = :3.44e-03; Runtime: 558.1s; Iterations = 1000, grads =   2.607e-06, unitary_metric = 0.99983\n",
      "data saved at: /project/ftchong/qoc/pranav/00029_Feb11.h5\n",
      "trying total_time: 42.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00030_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.96e-01; Runtime: 1.3s; Iterations = 0, grads =   1.446e-03, unitary_metric = 0.99988\n",
      "Error = :2.87e-01; Runtime: 68.1s; Iterations = 100, grads =   1.106e+00, unitary_metric = 0.99983\n",
      "Error = :1.73e-01; Runtime: 133.4s; Iterations = 200, grads =   8.265e-01, unitary_metric = 0.99979\n",
      "Error = :3.85e-02; Runtime: 198.7s; Iterations = 300, grads =   1.138e-02, unitary_metric = 0.99967\n",
      "Error = :2.65e-02; Runtime: 264.2s; Iterations = 400, grads =   6.071e-03, unitary_metric = 0.99967\n",
      "Error = :6.39e-03; Runtime: 329.6s; Iterations = 500, grads =   1.030e-03, unitary_metric = 0.99963\n",
      "Error = :2.39e-03; Runtime: 395.3s; Iterations = 600, grads =   1.769e-04, unitary_metric = 0.99962\n",
      "Error = :1.35e-03; Runtime: 460.6s; Iterations = 700, grads =   4.715e-05, unitary_metric = 0.99966\n",
      "Error = :9.96e-04; Runtime: 501.7s; Iterations = 762, grads =   2.129e-05, unitary_metric = 0.99967\n",
      "data saved at: /project/ftchong/qoc/pranav/00030_Feb11.h5\n",
      "trying total_time: 39.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00031_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.90e-01; Runtime: 1.3s; Iterations = 0, grads =   4.175e-03, unitary_metric = 0.99987\n",
      "Error = :2.41e-01; Runtime: 62.9s; Iterations = 100, grads =   3.267e-01, unitary_metric = 0.99994\n",
      "Error = :8.00e-02; Runtime: 123.5s; Iterations = 200, grads =   2.155e-02, unitary_metric = 0.99968\n",
      "Error = :4.20e-02; Runtime: 183.6s; Iterations = 300, grads =   1.802e-02, unitary_metric = 0.99968\n",
      "Error = :2.51e-02; Runtime: 244.1s; Iterations = 400, grads =   4.140e-03, unitary_metric = 0.99963\n",
      "Error = :1.27e-02; Runtime: 304.5s; Iterations = 500, grads =   1.839e-03, unitary_metric = 0.99966\n",
      "Error = :4.87e-03; Runtime: 365.1s; Iterations = 600, grads =   4.655e-04, unitary_metric = 0.99969\n",
      "Error = :2.42e-03; Runtime: 425.9s; Iterations = 700, grads =   9.147e-05, unitary_metric = 0.99968\n",
      "Error = :1.63e-03; Runtime: 486.3s; Iterations = 800, grads =   2.002e-05, unitary_metric = 0.99963\n",
      "Error = :1.19e-03; Runtime: 547.0s; Iterations = 900, grads =   2.856e-06, unitary_metric = 0.99968\n",
      "Error = :1.00e-03; Runtime: 595.5s; Iterations = 978, grads =   1.172e-06, unitary_metric = 0.99971\n",
      "data saved at: /project/ftchong/qoc/pranav/00031_Feb11.h5\n",
      "trying total_time: 37.5 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00032_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.98e-01; Runtime: 1.2s; Iterations = 0, grads =   1.018e-03, unitary_metric = 0.99984\n",
      "Error = :2.36e-01; Runtime: 63.2s; Iterations = 100, grads =   4.482e-02, unitary_metric = 0.99969\n",
      "Error = :1.41e-01; Runtime: 124.1s; Iterations = 200, grads =   6.619e-02, unitary_metric = 0.99955\n",
      "Error = :5.46e-02; Runtime: 185.5s; Iterations = 300, grads =   3.501e-02, unitary_metric = 0.99956\n",
      "Error = :2.02e-02; Runtime: 246.9s; Iterations = 400, grads =   3.199e-03, unitary_metric = 0.99955\n",
      "Error = :7.48e-03; Runtime: 308.2s; Iterations = 500, grads =   7.346e-04, unitary_metric = 0.99957\n",
      "Error = :4.47e-03; Runtime: 369.2s; Iterations = 600, grads =   3.063e-04, unitary_metric = 0.99955\n",
      "Error = :2.80e-03; Runtime: 430.2s; Iterations = 700, grads =   9.919e-05, unitary_metric = 0.99954\n",
      "Error = :1.97e-03; Runtime: 491.3s; Iterations = 800, grads =   1.462e-05, unitary_metric = 0.99951\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error = :1.61e-03; Runtime: 552.5s; Iterations = 900, grads =   3.051e-06, unitary_metric = 0.99947\n",
      "Error = :1.34e-03; Runtime: 613.5s; Iterations = 1000, grads =   1.279e-06, unitary_metric = 0.99950\n",
      "data saved at: /project/ftchong/qoc/pranav/00032_Feb11.h5\n",
      "trying total_time: 38.25 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00033_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.99e-01; Runtime: 1.3s; Iterations = 0, grads =   6.353e-04, unitary_metric = 0.99983\n",
      "Error = :3.34e-01; Runtime: 64.6s; Iterations = 100, grads =   3.883e-01, unitary_metric = 0.99968\n",
      "Error = :9.52e-02; Runtime: 126.8s; Iterations = 200, grads =   1.823e-01, unitary_metric = 0.99956\n",
      "Error = :2.99e-02; Runtime: 189.0s; Iterations = 300, grads =   3.624e-03, unitary_metric = 0.99956\n",
      "Error = :1.37e-02; Runtime: 251.8s; Iterations = 400, grads =   1.142e-03, unitary_metric = 0.99958\n",
      "Error = :7.16e-03; Runtime: 313.6s; Iterations = 500, grads =   4.334e-04, unitary_metric = 0.99959\n",
      "Error = :4.08e-03; Runtime: 374.8s; Iterations = 600, grads =   1.028e-04, unitary_metric = 0.99957\n",
      "Error = :2.87e-03; Runtime: 437.3s; Iterations = 700, grads =   2.506e-05, unitary_metric = 0.99959\n",
      "Error = :2.27e-03; Runtime: 500.2s; Iterations = 800, grads =   5.382e-06, unitary_metric = 0.99956\n",
      "Error = :1.89e-03; Runtime: 562.7s; Iterations = 900, grads =   2.052e-06, unitary_metric = 0.99956\n",
      "Error = :1.62e-03; Runtime: 625.0s; Iterations = 1000, grads =   1.438e-06, unitary_metric = 0.99963\n",
      "data saved at: /project/ftchong/qoc/pranav/00033_Feb11.h5\n",
      "***Pulse Time: 38.25***\n",
      "\n",
      "\n",
      "\n",
      "[6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 38.25, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25, 0.75, 39.75, 0.75, 38.25, 0.75, 38.25, 0.75, 15.75, 0.75, 38.25]\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00034_Feb11.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :3.67e-01; Runtime: 0.1s; Iterations = 0, grads =   1.519e+00, unitary_metric = 1.00000\n",
      "Error = :2.56e-02; Runtime: 1.9s; Iterations = 100, grads =   1.492e-03, unitary_metric = 1.00000\n",
      "Error = :1.44e-02; Runtime: 3.6s; Iterations = 200, grads =   8.267e-04, unitary_metric = 0.99999\n",
      "Error = :4.82e-03; Runtime: 5.3s; Iterations = 300, grads =   2.831e-04, unitary_metric = 0.99999\n",
      "Error = :1.26e-03; Runtime: 6.9s; Iterations = 400, grads =   7.549e-05, unitary_metric = 0.99999\n",
      "Error = :9.90e-04; Runtime: 7.2s; Iterations = 417, grads =   5.815e-05, unitary_metric = 1.00000\n",
      "data saved at: /project/ftchong/qoc/pranav/00034_Feb11.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00035_Feb11.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :6.56e-01; Runtime: 0.0s; Iterations = 0, grads =   7.232e-01, unitary_metric = 1.00001\n",
      "Error = :6.56e-04; Runtime: 0.2s; Iterations = 7, grads =   7.396e-04, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00035_Feb11.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00036_Feb11.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :3.05e-01; Runtime: 0.0s; Iterations = 0, grads =   3.351e-01, unitary_metric = 1.00001\n",
      "Error = :5.71e-04; Runtime: 0.2s; Iterations = 9, grads =   4.587e-04, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00036_Feb11.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "[6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 38.25, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25, 0.75, 39.75, 0.75, 38.25, 0.75, 38.25, 0.75, 15.75, 0.75, 38.25, 0.75]\n",
      "trying total_time: 24.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00037_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.89e-01; Runtime: 0.8s; Iterations = 0, grads =   5.582e-03, unitary_metric = 0.99991\n",
      "Error = :4.23e-01; Runtime: 39.0s; Iterations = 100, grads =   3.490e-02, unitary_metric = 0.99976\n",
      "Error = :2.20e-01; Runtime: 77.6s; Iterations = 200, grads =   9.970e-03, unitary_metric = 0.99964\n",
      "Error = :1.19e-01; Runtime: 115.9s; Iterations = 300, grads =   3.731e-02, unitary_metric = 0.99962\n",
      "Error = :8.70e-02; Runtime: 154.0s; Iterations = 400, grads =   4.173e-04, unitary_metric = 0.99951\n",
      "Error = :7.42e-02; Runtime: 192.3s; Iterations = 500, grads =   8.642e-05, unitary_metric = 0.99957\n",
      "Error = :6.66e-02; Runtime: 231.1s; Iterations = 600, grads =   2.848e-05, unitary_metric = 0.99960\n",
      "Error = :6.09e-02; Runtime: 269.3s; Iterations = 700, grads =   2.198e-05, unitary_metric = 0.99959\n",
      "Error = :5.64e-02; Runtime: 307.3s; Iterations = 800, grads =   1.924e-05, unitary_metric = 0.99958\n",
      "Error = :5.29e-02; Runtime: 346.1s; Iterations = 900, grads =   1.734e-05, unitary_metric = 0.99963\n",
      "Error = :5.02e-02; Runtime: 384.1s; Iterations = 1000, grads =   1.589e-05, unitary_metric = 0.99959\n",
      "data saved at: /project/ftchong/qoc/pranav/00037_Feb11.h5\n",
      "trying total_time: 36.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00038_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :1.00e+00; Runtime: 1.1s; Iterations = 0, grads =   7.919e-05, unitary_metric = 0.99983\n",
      "Error = :2.99e-01; Runtime: 60.5s; Iterations = 100, grads =   1.029e+00, unitary_metric = 0.99982\n",
      "Error = :1.27e-01; Runtime: 119.1s; Iterations = 200, grads =   7.089e-01, unitary_metric = 0.99967\n",
      "Error = :4.09e-02; Runtime: 176.3s; Iterations = 300, grads =   5.312e-03, unitary_metric = 0.99968\n",
      "Error = :2.67e-02; Runtime: 231.9s; Iterations = 400, grads =   4.004e-03, unitary_metric = 0.99961\n",
      "Error = :1.41e-02; Runtime: 287.3s; Iterations = 500, grads =   9.200e-04, unitary_metric = 0.99962\n",
      "Error = :1.05e-02; Runtime: 343.1s; Iterations = 600, grads =   5.769e-04, unitary_metric = 0.99960\n",
      "Error = :7.12e-03; Runtime: 399.2s; Iterations = 700, grads =   7.261e-05, unitary_metric = 0.99956\n",
      "Error = :5.96e-03; Runtime: 454.3s; Iterations = 800, grads =   2.139e-05, unitary_metric = 0.99954\n",
      "Error = :5.15e-03; Runtime: 509.7s; Iterations = 900, grads =   6.181e-06, unitary_metric = 0.99959\n",
      "Error = :4.65e-03; Runtime: 565.4s; Iterations = 1000, grads =   3.493e-06, unitary_metric = 0.99955\n",
      "data saved at: /project/ftchong/qoc/pranav/00038_Feb11.h5\n",
      "trying total_time: 42.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00039_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.94e-01; Runtime: 1.3s; Iterations = 0, grads =   5.749e-03, unitary_metric = 0.99985\n",
      "Error = :2.83e-01; Runtime: 68.2s; Iterations = 100, grads =   8.015e-02, unitary_metric = 0.99996\n",
      "Error = :1.30e-01; Runtime: 133.8s; Iterations = 200, grads =   5.791e-01, unitary_metric = 0.99982\n",
      "Error = :5.23e-02; Runtime: 199.2s; Iterations = 300, grads =   4.917e-02, unitary_metric = 0.99983\n",
      "Error = :3.39e-02; Runtime: 264.9s; Iterations = 400, grads =   9.249e-03, unitary_metric = 0.99981\n",
      "Error = :8.89e-03; Runtime: 330.3s; Iterations = 500, grads =   1.594e-03, unitary_metric = 0.99983\n",
      "Error = :3.44e-03; Runtime: 396.1s; Iterations = 600, grads =   3.393e-04, unitary_metric = 0.99981\n",
      "Error = :1.87e-03; Runtime: 461.6s; Iterations = 700, grads =   2.987e-05, unitary_metric = 0.99981\n",
      "Error = :1.33e-03; Runtime: 527.6s; Iterations = 800, grads =   4.547e-06, unitary_metric = 0.99979\n",
      "Error = :1.01e-03; Runtime: 593.0s; Iterations = 900, grads =   1.610e-06, unitary_metric = 0.99983\n",
      "Error = :9.98e-04; Runtime: 605.1s; Iterations = 917, grads =   1.332e-06, unitary_metric = 0.99983\n",
      "data saved at: /project/ftchong/qoc/pranav/00039_Feb11.h5\n",
      "trying total_time: 39.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00040_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.94e-01; Runtime: 1.2s; Iterations = 0, grads =   4.549e-03, unitary_metric = 0.99984\n",
      "Error = :2.60e-01; Runtime: 62.5s; Iterations = 100, grads =   3.292e-01, unitary_metric = 0.99979\n",
      "Error = :1.63e-01; Runtime: 122.8s; Iterations = 200, grads =   2.003e+00, unitary_metric = 0.99968\n",
      "Error = :4.02e-02; Runtime: 183.3s; Iterations = 300, grads =   7.945e-03, unitary_metric = 0.99964\n",
      "Error = :1.98e-02; Runtime: 243.7s; Iterations = 400, grads =   4.311e-03, unitary_metric = 0.99969\n",
      "Error = :7.39e-03; Runtime: 304.2s; Iterations = 500, grads =   8.683e-04, unitary_metric = 0.99968\n",
      "Error = :4.24e-03; Runtime: 364.6s; Iterations = 600, grads =   2.334e-04, unitary_metric = 0.99968\n",
      "Error = :3.08e-03; Runtime: 425.3s; Iterations = 700, grads =   9.311e-05, unitary_metric = 0.99965\n",
      "Error = :2.49e-03; Runtime: 486.1s; Iterations = 800, grads =   1.872e-05, unitary_metric = 0.99962\n",
      "Error = :2.09e-03; Runtime: 546.4s; Iterations = 900, grads =   4.433e-06, unitary_metric = 0.99965\n",
      "Error = :1.91e-03; Runtime: 606.5s; Iterations = 1000, grads =   1.970e-06, unitary_metric = 0.99959\n",
      "data saved at: /project/ftchong/qoc/pranav/00040_Feb11.h5\n",
      "trying total_time: 40.5 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00041_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.85e-01; Runtime: 1.2s; Iterations = 0, grads =   8.805e-03, unitary_metric = 0.99989\n",
      "Error = :2.58e-01; Runtime: 65.4s; Iterations = 100, grads =   2.098e-01, unitary_metric = 0.99986\n",
      "Error = :9.85e-02; Runtime: 128.6s; Iterations = 200, grads =   4.046e-02, unitary_metric = 0.99969\n",
      "Error = :5.48e-02; Runtime: 191.7s; Iterations = 300, grads =   2.254e-02, unitary_metric = 0.99959\n",
      "Error = :2.86e-02; Runtime: 255.0s; Iterations = 400, grads =   5.438e-03, unitary_metric = 0.99963\n",
      "Error = :1.12e-02; Runtime: 318.1s; Iterations = 500, grads =   1.883e-03, unitary_metric = 0.99961\n",
      "Error = :3.97e-03; Runtime: 381.4s; Iterations = 600, grads =   4.115e-04, unitary_metric = 0.99966\n",
      "Error = :1.86e-03; Runtime: 444.3s; Iterations = 700, grads =   4.695e-05, unitary_metric = 0.99969\n",
      "Error = :1.39e-03; Runtime: 507.5s; Iterations = 800, grads =   4.373e-06, unitary_metric = 0.99968\n",
      "Error = :1.20e-03; Runtime: 570.4s; Iterations = 900, grads =   1.368e-06, unitary_metric = 0.99964\n",
      "Error = :1.09e-03; Runtime: 633.8s; Iterations = 1000, grads =   9.561e-07, unitary_metric = 0.99962\n",
      "data saved at: /project/ftchong/qoc/pranav/00041_Feb11.h5\n",
      "trying total_time: 41.25 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00042_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :1.00e+00; Runtime: 1.3s; Iterations = 0, grads =   7.848e-05, unitary_metric = 0.99989\n",
      "Error = :2.82e-01; Runtime: 66.6s; Iterations = 100, grads =   3.159e-01, unitary_metric = 0.99989\n",
      "Error = :8.52e-02; Runtime: 130.9s; Iterations = 200, grads =   1.811e-01, unitary_metric = 0.99978\n",
      "Error = :4.69e-02; Runtime: 195.4s; Iterations = 300, grads =   1.956e-02, unitary_metric = 0.99971\n",
      "Error = :1.98e-02; Runtime: 261.1s; Iterations = 400, grads =   2.748e-03, unitary_metric = 0.99969\n",
      "Error = :7.26e-03; Runtime: 325.3s; Iterations = 500, grads =   6.344e-04, unitary_metric = 0.99960\n",
      "Error = :3.28e-03; Runtime: 389.5s; Iterations = 600, grads =   7.160e-05, unitary_metric = 0.99959\n",
      "Error = :2.18e-03; Runtime: 454.0s; Iterations = 700, grads =   1.172e-05, unitary_metric = 0.99961\n",
      "Error = :1.71e-03; Runtime: 518.2s; Iterations = 800, grads =   2.596e-06, unitary_metric = 0.99960\n",
      "Error = :1.45e-03; Runtime: 582.4s; Iterations = 900, grads =   1.389e-06, unitary_metric = 0.99955\n",
      "Error = :1.21e-03; Runtime: 646.6s; Iterations = 1000, grads =   1.054e-06, unitary_metric = 0.99962\n",
      "data saved at: /project/ftchong/qoc/pranav/00042_Feb11.h5\n",
      "***Pulse Time: 41.25***\n",
      "\n",
      "\n",
      "\n",
      "[6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 38.25, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25, 0.75, 39.75, 0.75, 38.25, 0.75, 38.25, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25]\n",
      "trying total_time: 3.0 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00043_Feb11.h5\n",
      "Using 7 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :1.23e-01; Runtime: 0.1s; Iterations = 0, grads =   6.959e-01, unitary_metric = 1.00000\n",
      "Error = :2.36e-02; Runtime: 1.7s; Iterations = 100, grads =   1.351e-03, unitary_metric = 1.00000\n",
      "Error = :1.34e-02; Runtime: 3.2s; Iterations = 200, grads =   7.767e-04, unitary_metric = 1.00000\n",
      "Error = :4.53e-03; Runtime: 4.8s; Iterations = 300, grads =   2.684e-04, unitary_metric = 1.00000\n",
      "Error = :1.21e-03; Runtime: 6.3s; Iterations = 400, grads =   7.044e-05, unitary_metric = 1.00000\n",
      "Error = :9.82e-04; Runtime: 6.6s; Iterations = 412, grads =   5.849e-05, unitary_metric = 0.99999\n",
      "data saved at: /project/ftchong/qoc/pranav/00043_Feb11.h5\n",
      "trying total_time: 1.5 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00044_Feb11.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.93e-01; Runtime: 0.0s; Iterations = 0, grads =   2.312e-02, unitary_metric = 1.00001\n",
      "Error = :8.97e-04; Runtime: 0.2s; Iterations = 11, grads =   8.800e-04, unitary_metric = 1.00002\n",
      "data saved at: /project/ftchong/qoc/pranav/00044_Feb11.h5\n",
      "trying total_time: 0.75 for unitary of size (2, 2)\n",
      "data saved at: /project/ftchong/qoc/pranav/00045_Feb11.h5\n",
      "Using 6 Taylor terms and 2 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :4.86e-01; Runtime: 0.0s; Iterations = 0, grads =   4.010e-01, unitary_metric = 1.00001\n",
      "Error = :1.84e-04; Runtime: 0.2s; Iterations = 12, grads =   3.365e-05, unitary_metric = 1.00001\n",
      "data saved at: /project/ftchong/qoc/pranav/00045_Feb11.h5\n",
      "***Pulse Time: 0.75***\n",
      "\n",
      "\n",
      "\n",
      "[6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 38.25, 0.75, 6.75, 0.75, 6.75, 0.75, 6.75, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25, 0.75, 39.75, 0.75, 38.25, 0.75, 38.25, 0.75, 15.75, 0.75, 38.25, 0.75, 41.25, 0.75]\n",
      "trying total_time: 24.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00046_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :1.00e+00; Runtime: 0.7s; Iterations = 0, grads =   2.273e-04, unitary_metric = 0.99993\n",
      "Error = :3.51e-01; Runtime: 39.5s; Iterations = 100, grads =   3.772e-02, unitary_metric = 0.99974\n",
      "Error = :1.73e-01; Runtime: 77.8s; Iterations = 200, grads =   6.520e-02, unitary_metric = 0.99969\n",
      "Error = :1.17e-01; Runtime: 116.3s; Iterations = 300, grads =   8.736e-04, unitary_metric = 0.99966\n",
      "Error = :1.02e-01; Runtime: 154.4s; Iterations = 400, grads =   1.243e-03, unitary_metric = 0.99966\n",
      "Error = :8.59e-02; Runtime: 192.6s; Iterations = 500, grads =   8.723e-04, unitary_metric = 0.99968\n",
      "Error = :7.38e-02; Runtime: 231.0s; Iterations = 600, grads =   3.864e-04, unitary_metric = 0.99964\n",
      "Error = :6.62e-02; Runtime: 269.2s; Iterations = 700, grads =   1.123e-04, unitary_metric = 0.99957\n",
      "Error = :6.15e-02; Runtime: 307.2s; Iterations = 800, grads =   3.381e-05, unitary_metric = 0.99958\n",
      "Error = :5.83e-02; Runtime: 345.4s; Iterations = 900, grads =   1.775e-05, unitary_metric = 0.99957\n",
      "Error = :5.59e-02; Runtime: 383.6s; Iterations = 1000, grads =   1.474e-05, unitary_metric = 0.99955\n",
      "data saved at: /project/ftchong/qoc/pranav/00046_Feb11.h5\n",
      "trying total_time: 36.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00047_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.99e-01; Runtime: 1.2s; Iterations = 0, grads =   8.635e-04, unitary_metric = 0.99988\n",
      "Error = :2.53e-01; Runtime: 60.8s; Iterations = 100, grads =   1.249e-01, unitary_metric = 0.99983\n",
      "Error = :1.29e-01; Runtime: 119.4s; Iterations = 200, grads =   1.741e-02, unitary_metric = 0.99965\n",
      "Error = :7.70e-02; Runtime: 177.9s; Iterations = 300, grads =   3.386e-02, unitary_metric = 0.99961\n",
      "Error = :7.85e-02; Runtime: 236.4s; Iterations = 400, grads =   1.036e-02, unitary_metric = 0.99961\n",
      "Error = :3.72e-02; Runtime: 295.0s; Iterations = 500, grads =   4.577e-03, unitary_metric = 0.99958\n",
      "Error = :1.69e-02; Runtime: 353.6s; Iterations = 600, grads =   1.190e-03, unitary_metric = 0.99959\n",
      "Error = :9.74e-03; Runtime: 412.2s; Iterations = 700, grads =   2.635e-04, unitary_metric = 0.99956\n",
      "Error = :7.07e-03; Runtime: 470.8s; Iterations = 800, grads =   3.712e-05, unitary_metric = 0.99957\n",
      "Error = :6.00e-03; Runtime: 529.2s; Iterations = 900, grads =   7.809e-06, unitary_metric = 0.99962\n",
      "Error = :5.31e-03; Runtime: 588.2s; Iterations = 1000, grads =   3.913e-06, unitary_metric = 0.99960\n",
      "data saved at: /project/ftchong/qoc/pranav/00047_Feb11.h5\n",
      "trying total_time: 42.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00048_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.97e-01; Runtime: 1.3s; Iterations = 0, grads =   4.753e-03, unitary_metric = 0.99989\n",
      "Error = :2.15e-01; Runtime: 71.1s; Iterations = 100, grads =   1.178e+00, unitary_metric = 0.99968\n",
      "Error = :1.03e-01; Runtime: 140.2s; Iterations = 200, grads =   3.994e-01, unitary_metric = 0.99972\n",
      "Error = :2.95e-02; Runtime: 209.1s; Iterations = 300, grads =   6.561e-03, unitary_metric = 0.99969\n",
      "Error = :1.15e-02; Runtime: 278.1s; Iterations = 400, grads =   1.706e-03, unitary_metric = 0.99974\n",
      "Error = :6.65e-03; Runtime: 347.0s; Iterations = 500, grads =   1.015e-03, unitary_metric = 0.99973\n",
      "Error = :2.74e-03; Runtime: 416.1s; Iterations = 600, grads =   2.141e-04, unitary_metric = 0.99964\n",
      "Error = :1.71e-03; Runtime: 485.3s; Iterations = 700, grads =   7.804e-05, unitary_metric = 0.99961\n",
      "Error = :1.15e-03; Runtime: 554.1s; Iterations = 800, grads =   1.048e-05, unitary_metric = 0.99965\n",
      "Error = :9.98e-04; Runtime: 589.9s; Iterations = 851, grads =   4.939e-06, unitary_metric = 0.99967\n",
      "data saved at: /project/ftchong/qoc/pranav/00048_Feb11.h5\n",
      "trying total_time: 39.0 for unitary of size (16, 16)\n",
      "data saved at: /project/ftchong/qoc/pranav/00049_Feb11.h5\n",
      "Using 6 Taylor terms and 6 Scaling & Squaring terms\n",
      "Building graph:\n",
      "Propagators initialized.\n",
      "Operators weight initialized.\n",
      "Intermediate propagation variables initialized.\n",
      "Intermediate propagators initialized.\n",
      "Vectors initialized.\n",
      "Training loss initialized.\n",
      "Optimizer initialized.\n",
      "Utilities initialized.\n",
      "Graph built!\n",
      "Initialized\n",
      "Error = :9.95e-01; Runtime: 1.2s; Iterations = 0, grads =   5.132e-03, unitary_metric = 0.99988\n",
      "Error = :3.21e-01; Runtime: 65.4s; Iterations = 100, grads =   1.373e-01, unitary_metric = 1.00029\n",
      "Error = :1.45e-01; Runtime: 129.1s; Iterations = 200, grads =   2.729e-02, unitary_metric = 1.00021\n",
      "Error = :4.59e-02; Runtime: 192.5s; Iterations = 300, grads =   9.556e-03, unitary_metric = 1.00006\n",
      "Error = :1.30e-02; Runtime: 256.2s; Iterations = 400, grads =   6.939e-04, unitary_metric = 1.00003\n",
      "Error = :6.09e-03; Runtime: 319.6s; Iterations = 500, grads =   1.348e-04, unitary_metric = 1.00000\n",
      "Error = :3.51e-03; Runtime: 383.1s; Iterations = 600, grads =   2.004e-05, unitary_metric = 1.00002\n"
     ]
    }
   ],
   "source": [
    "for U in unitaries[24:]:\n",
    "    if U.shape == (2, 2):\n",
    "        N = 1\n",
    "        connected_qubit_pairs = []\n",
    "    elif U.shape == (4, 4):\n",
    "        N = 2\n",
    "        connected_qubit_pairs = [(0, 1)]\n",
    "    elif U.shape == (8, 8):\n",
    "        N = 3\n",
    "        connected_qubit_pairs = [(0, 1), (0, 2), (1, 2)]\n",
    "    elif U.shape == (16, 16):\n",
    "        N = 4\n",
    "        connected_qubit_pairs = [(0, 1), (0, 2), (0, 3), (1, 2), (1, 3), (2, 3)]\n",
    "    else:\n",
    "        assert False, 'only working with <= 4 qubit blocks right now'\n",
    "    \n",
    "    H0 = hamiltonian.get_H0(N, d, connected_qubit_pairs)\n",
    "    Hops, Hnames = hamiltonian.get_Hops_and_Hnames(N, d)\n",
    "    states_concerned_list = hamiltonian.get_full_states_concerned_list(N, d)\n",
    "    maxA = hamiltonian.get_maxA(N, d)\n",
    "    U = transmon_gate(U, d)\n",
    "    pulse_time = binary_search_for_shortest_pulse_time(1, (2 ** N) * 3 * 20)\n",
    "    print('***Pulse Time: %s***\\n\\n\\n' % str(pulse_time))\n",
    "    pulse_times.append(pulse_time)\n",
    "    print(pulse_times)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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