{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction to 1D pulse acquisition (Singlet Triplet)\n",
    "## Author: Vineeth Thalakottoor\n",
    "## Email: vineeth.thalakottoor@ens.psl.eu or vineethfrancis.physics@gmail.com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the source path\n",
    "SourcePath = '/media/HD2/Vineeth/PostDoc_Simulations/Github/PyOR_V1/PyOR_Combined/PyOR/Source_Doc'\n",
    "\n",
    "# Add source path\n",
    "import sys\n",
    "sys.path.append(SourcePath)\n",
    "import time\n",
    "%matplotlib ipympl\n",
    "\n",
    "# Import PyOR package\n",
    "from PyOR_QuantumSystem import QuantumSystem as QunS\n",
    "from PyOR_Hamiltonian import Hamiltonian\n",
    "from PyOR_DensityMatrix import DensityMatrix\n",
    "from PyOR_QuantumObject import QunObj\n",
    "from PyOR_HardPulse import HardPulse\n",
    "from PyOR_Basis import Basis\n",
    "from PyOR_Evolution import Evolutions\n",
    "from PyOR_Plotting import Plotting\n",
    "import PyOR_SignalProcessing as Spro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the spin system\n",
    "Spin_list = {\"A\" : \"H1\", \"B\" : \"H1\"}\n",
    "QS = QunS(Spin_list,PrintDefault=False)\n",
    "\n",
    "# initialize the system\n",
    "QS.Initialize()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Larmor Frequency in MHz:  [-400.22802765 -400.22806765]\n"
     ]
    }
   ],
   "source": [
    "# Master Equation\n",
    "QS.PropagationSpace = \"Hilbert\"\n",
    "QS.MasterEquation = \"Redfield\"\n",
    "\n",
    "# Operator Basis\n",
    "QS.Basis_SpinOperators_Hilbert = \"Singlet Triplet\"\n",
    "\n",
    "# B0 Field in Tesla, Static Magnetic field (B0) along Z\n",
    "QS.B0 = 9.4\n",
    "\n",
    "# Offset Frequency in rotating frame (Hz)\n",
    "QS.OFFSET[\"A\"] = 10.0\n",
    "QS.OFFSET[\"B\"] = 50.0\n",
    "\n",
    "# Define J coupling between Spins \n",
    "QS.JcoupleValue(\"A\",\"B\",5.0)\n",
    "\n",
    "# Define initial and final Spin Temperature\n",
    "QS.I_spintemp[\"A\"] = 300.0\n",
    "QS.I_spintemp[\"B\"] = 300.0\n",
    "QS.F_spintemp[\"A\"] = 300.0\n",
    "QS.F_spintemp[\"B\"] = 300.0\n",
    "\n",
    "# Relaxation Process\n",
    "QS.Rprocess = \"Phenomenological\"\n",
    "QS.R1 = 1\n",
    "QS.R2 = 2\n",
    "\n",
    "QS.Update()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate Hamiltonians"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Larmor Frequency in MHz:  [-400.22802765 -400.22806765]\n"
     ]
    }
   ],
   "source": [
    "# generate Larmor Frequencies\n",
    "QS.print_Larmor = True\n",
    "Ham = Hamiltonian(QS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\left[\\begin{matrix}-4.47422858446941 \\cdot 10^{-16} & 0 & 20.0000008601147 & 0\\\\0 & -30.0000000759161 & 0 & 0\\\\20.0000008601147 & 0 & -4.47422858446941 \\cdot 10^{-16} & 0\\\\0 & 0 & 0 & 30.0000000759161\\end{matrix}\\right]$"
      ],
      "text/plain": [
       "Matrix([\n",
       "[-4.47422858446941e-16,                 0,      20.0000008601147,                0],\n",
       "[                    0, -30.0000000759161,                     0,                0],\n",
       "[     20.0000008601147,                 0, -4.47422858446941e-16,                0],\n",
       "[                    0,                 0,                     0, 30.0000000759161]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Hz = Ham.Zeeman_RotFrame()\n",
    "Hz.Inverse2PI().matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\left[\\begin{matrix}-3.75000000948952 & 0 & 0 & 0\\\\0 & 1.24999997786618 & 0 & 0\\\\0 & 0 & 1.24999982608419 & 0\\\\0 & 0 & 0 & 1.24999997786618\\end{matrix}\\right]$"
      ],
      "text/plain": [
       "Matrix([\n",
       "[-3.75000000948952,                0,                0,                0],\n",
       "[                0, 1.24999997786618,                0,                0],\n",
       "[                0,                0, 1.24999982608419,                0],\n",
       "[                0,                0,                0, 1.24999997786618]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# J coupling Hamiltonian\n",
    "Hj = Ham.Jcoupling()\n",
    "Hj.Inverse2PI().Tolarence(1.0e-5).matrix"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Product Operator Basis (PMZ / Shift Z basis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "BS = Basis(QS)\n",
    "\n",
    "sort = 'negative to positive'\n",
    "Index = False\n",
    "Normal = True\n",
    "Basis_PMZ, coh_PMZ, dic_PMZ = BS.ProductOperators_SpinHalf_PMZ(sort,Index,Normal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\left[\\begin{matrix}0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0\\\\0 & 0 & 0 & 0\\\\0 & 1.0 & 0 & 0\\end{matrix}\\right]$"
      ],
      "text/plain": [
       "Matrix([\n",
       "[0,   0, 0, 0],\n",
       "[0,   0, 0, 0],\n",
       "[0,   0, 0, 0],\n",
       "[0, 1.0, 0, 0]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Basis_PMZ[0].matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'>\n"
     ]
    }
   ],
   "source": [
    "print(type(Basis_PMZ))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Product Operator Basis Zeeman"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "Basis_Zeeman, dic_Zeeman, coh_Zeeman, coh_Zeeman_array = BS.ProductOperators_Zeeman()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialize density matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "DM = DensityMatrix(QS,Ham)\n",
    "\n",
    "Thermal_DensMatrix = False\n",
    "\n",
    "if Thermal_DensMatrix:    \n",
    "    # High Temperature\n",
    "    HT_approx = False\n",
    "    \n",
    "    # Initial Density Matrix\n",
    "    rho_in = DM.EqulibriumDensityMatrix(QS.Ispintemp,HT_approx)\n",
    "    \n",
    "    # Equlibrium Density Matrix\n",
    "    rhoeq = DM.EqulibriumDensityMatrix(QS.Fspintemp,HT_approx)\n",
    "else:\n",
    "    rho_in = QS.Az + QS.Bz\n",
    "    rhoeq = QS.Az + QS.Bz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Density Matrix = 1.0 Iz1 Id2  + 1.0 Id1 Iz2 \n"
     ]
    }
   ],
   "source": [
    "DM.DensityMatrix_Components(rho_in,Basis_PMZ,dic_PMZ)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Density Matrix = 1.0 |1/2,1/2⟩|1/2,1/2⟩⟨1/2,1/2|⟨1/2,1/2| + -1.0 |1/2,-1/2⟩|1/2,-1/2⟩⟨1/2,-1/2|⟨1/2,-1/2|\n"
     ]
    }
   ],
   "source": [
    "DM.DensityMatrix_Components(rho_in,Basis_Zeeman, dic_Zeeman)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\left[\\begin{matrix}0 & 0 & 0 & 0\\\\0 & 1.0 & 0 & 0\\\\0 & 0 & 0 & 0\\\\0 & 0 & 0 & -1.0\\end{matrix}\\right]$"
      ],
      "text/plain": [
       "Matrix([\n",
       "[0,   0, 0,    0],\n",
       "[0, 1.0, 0,    0],\n",
       "[0,   0, 0,    0],\n",
       "[0,   0, 0, -1.0]])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Initial Density Matrix\n",
    "rho_in.matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\left[\\begin{matrix}0 & 0 & 0 & 0\\\\0 & 1.0 & 0 & 0\\\\0 & 0 & 0 & 0\\\\0 & 0 & 0 & -1.0\\end{matrix}\\right]$"
      ],
      "text/plain": [
       "Matrix([\n",
       "[0,   0, 0,    0],\n",
       "[0, 1.0, 0,    0],\n",
       "[0,   0, 0,    0],\n",
       "[0,   0, 0, -1.0]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Final Density Matrix\n",
    "rhoeq.matrix"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hard Pulse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\left[\\begin{matrix}0 & 0 & 0 & 0\\\\0 & 0 & 0.707106781186547 & 0\\\\0 & 0.707106781186547 & 0 & 0.707106781186547\\\\0 & 0 & 0.707106781186547 & 0\\end{matrix}\\right]$"
      ],
      "text/plain": [
       "Matrix([\n",
       "[0,                 0,                 0,                 0],\n",
       "[0,                 0, 0.707106781186547,                 0],\n",
       "[0, 0.707106781186547,                 0, 0.707106781186547],\n",
       "[0,                 0, 0.707106781186547,                 0]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HardP = HardPulse(QS)\n",
    "\n",
    "flip_angle1 = 90.0   # Flip angle Spin 1\n",
    "flip_angle2 = 90.0 # Flip angle Spin 2\n",
    "\n",
    "rho = HardP.Rotate_Pulse(rho_in,flip_angle1,QS.Ay)\n",
    "rho = HardP.Rotate_Pulse(rho,flip_angle2,QS.By).Tolarence(1.0e-5)\n",
    "rho.matrix "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Density Matrix = 0.70711 Im1 Id2  + 0.70711 Id1 Im2  + -0.70711 Id1 Ip2  + -0.70711 Ip1 Id2 \n"
     ]
    }
   ],
   "source": [
    "DM.DensityMatrix_Components(rho,Basis_PMZ,dic_PMZ)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Density Matrix = 0.5 |1/2,1/2⟩|1/2,1/2⟩⟨1/2,1/2|⟨1/2,-1/2| + 0.5 |1/2,1/2⟩|1/2,1/2⟩⟨1/2,-1/2|⟨1/2,1/2| + 0.5 |1/2,1/2⟩|1/2,-1/2⟩⟨1/2,1/2|⟨1/2,1/2| + 0.5 |1/2,1/2⟩|1/2,-1/2⟩⟨1/2,-1/2|⟨1/2,-1/2| + 0.5 |1/2,-1/2⟩|1/2,1/2⟩⟨1/2,1/2|⟨1/2,1/2| + 0.5 |1/2,-1/2⟩|1/2,1/2⟩⟨1/2,-1/2|⟨1/2,-1/2| + 0.5 |1/2,-1/2⟩|1/2,-1/2⟩⟨1/2,1/2|⟨1/2,-1/2| + 0.5 |1/2,-1/2⟩|1/2,-1/2⟩⟨1/2,-1/2|⟨1/2,1/2|\n"
     ]
    }
   ],
   "source": [
    "DM.DensityMatrix_Components(rho,Basis_Zeeman, dic_Zeeman)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evolution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Larmor Frequency in MHz:  [-400.22802765 -400.22806765]\n",
      "Total time = 2.4655168056488037 seconds \n"
     ]
    }
   ],
   "source": [
    "QS.AcqDT = 0.0001\n",
    "QS.AcqAQ = 5.0\n",
    "QS.OdeMethod = 'DOP853'\n",
    "QS.PropagationMethod = \"ODE Solver\"\n",
    "\n",
    "EVol = Evolutions(QS,Ham)\n",
    "\n",
    "start_time = time.time()\n",
    "t, rho_t = EVol.Evolution(rho,rhoeq,Hz+Hj)\n",
    "end_time = time.time()\n",
    "timetaken = end_time - start_time\n",
    "print(\"Total time = %s seconds \" % (timetaken))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Expectation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "det_Mt = QS.Ap + QS.Bp\n",
    "det_Z = QS.Az + QS.Bz\n",
    "\n",
    "t, Mt = EVol.Expectation(rho_t,det_Mt)\n",
    "t, Mz = EVol.Expectation(rho_t,det_Z)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1762: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return math.isfinite(val)\n",
      "/opt/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1398: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return np.asarray(x, float)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 1000x500 with 1 Axes>,\n",
       " <matplotlib.widgets.SpanSelector at 0x7febc5d1f2c0>)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7e12f5f873214b8ba09baa7da4ee229c",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = Plotting(QS)\n",
    "plot.PlotFigureSize = (10,5)\n",
    "plot.PlotFontSize = 20\n",
    "plot.Plotting_SpanSelector(t,Mt,\"time (s)\",\"Mt\",\"red\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 1000x500 with 1 Axes>,\n",
       " <matplotlib.widgets.SpanSelector at 0x7febc3cb28a0>)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a230722bc689455b949b87199c161283",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.PlotFigureSize = (10,5)\n",
    "plot.PlotFontSize = 20\n",
    "plot.Plotting_SpanSelector(t,Mz,\"time (s)\",\"Mz\",\"red\") "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fourier Transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "freq, spectrum = Spro.FourierTransform(Mt,QS.AcqFS,5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 1000x500 with 1 Axes>,\n",
       " <matplotlib.widgets.SpanSelector at 0x7febc3d36db0>)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ea3fb6f48bfa4dfea32cb99d54155536",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.PlotFigureSize = (10,5)\n",
    "plot.PlotFontSize = 20\n",
    "plot.PlotXlimt= (-60,0)\n",
    "plot.PlotYlimt= (0,3500)\n",
    "plot.Plotting_SpanSelector(freq,spectrum,\"Frequency (Hz)\",\"Spectrum\",\"red\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}