{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Standard ZCU111 Firmware + BREAD Small\n",
    "\n",
    "This firmware is a standard ZCU111 firmware (with less SGv6 though to make room for the BREAD Small logic) + BREAD Small chain. The BREAD small chain is a reduced FFT version (16k in place of 32k points) of the BREAD Real project.\n",
    "\n",
    "BREAD Small part: this part has one input ADC and one output DAC. ADC is connected to Tile 224 Channel 0. DAC is connected to Tile 229 Channel 2.\n",
    "\n",
    "This notebook and firmware works with the [**morgan_compat**](https://github.com/meeg/qick/tree/morgan_compat) branch of qick (Sho's fork).\n",
    "\n",
    "See examples to extract data from the different points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "try {\n",
       "require(['notebook/js/codecell'], function(codecell) {\n",
       "  codecell.CodeCell.options_default.highlight_modes[\n",
       "      'magic_text/x-csrc'] = {'reg':[/^%%microblaze/]};\n",
       "  Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n",
       "      Jupyter.notebook.get_cells().map(function(cell){\n",
       "          if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n",
       "  });\n",
       "});\n",
       "} catch (e) {};\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "try {\n",
       "require(['notebook/js/codecell'], function(codecell) {\n",
       "  codecell.CodeCell.options_default.highlight_modes[\n",
       "      'magic_text/x-csrc'] = {'reg':[/^%%pybind11/]};\n",
       "  Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n",
       "      Jupyter.notebook.get_cells().map(function(cell){\n",
       "          if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n",
       "  });\n",
       "});\n",
       "} catch (e) {};\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# jupyter setup boilerplate\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from qick import *\n",
    "from qick.spectrum import SpectrumSoc, DualChain\n",
    "from qick.fft_helpers import *\n",
    "from numpy.fft import fftshift, fft\n",
    "# the main program class\n",
    "from qick.asm_v2 import AveragerProgramV2\n",
    "# for defining sweeps\n",
    "from qick.asm_v2 import QickSpan, QickSweep1D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QICK running on ZCU111, software version 0.2.325\n",
      "\n",
      "Firmware configuration (built Tue Aug 26 12:03:41 2025):\n",
      "\n",
      "\tGlobal clocks (MHz): tProcessor 384.000, RF reference 204.800\n",
      "\n",
      "\t4 signal generator channels:\n",
      "\t0:\taxis_signal_gen_v6 - envelope memory 65536 samples (10.667 us)\n",
      "\t\tfs=6144.000 MHz, fabric=384.000 MHz, 32-bit DDS, range=6144.000 MHz\n",
      "\t\tDAC tile 0, blk 0 is DAC228_T0_CH0 or RF board output 0\n",
      "\t1:\taxis_signal_gen_v6 - envelope memory 65536 samples (10.667 us)\n",
      "\t\tfs=6144.000 MHz, fabric=384.000 MHz, 32-bit DDS, range=6144.000 MHz\n",
      "\t\tDAC tile 0, blk 1 is DAC228_T0_CH1 or RF board output 1\n",
      "\t2:\taxis_signal_gen_v6 - envelope memory 32768 samples (5.333 us)\n",
      "\t\tfs=6144.000 MHz, fabric=384.000 MHz, 32-bit DDS, range=6144.000 MHz\n",
      "\t\tDAC tile 0, blk 2 is DAC228_T0_CH2 or RF board output 2\n",
      "\t3:\taxis_signal_gen_v6 - envelope memory 32768 samples (5.333 us)\n",
      "\t\tfs=6144.000 MHz, fabric=384.000 MHz, 32-bit DDS, range=6144.000 MHz\n",
      "\t\tDAC tile 0, blk 3 is DAC228_T0_CH3 or RF board output 3\n",
      "\n",
      "\t1 constant-IQ outputs:\n",
      "\t0:\tfs=6144.000 MHz\n",
      "\t\tDAC tile 1, blk 2 is DAC229_T1_CH2 or RF board output 6\n",
      "\n",
      "\t2 readout channels:\n",
      "\t0:\taxis_dyn_readout_v1 - configured by tProc output 4\n",
      "\t\tfs=4096.000 MHz, decimated=512.000 MHz, 32-bit DDS, range=4096.000 MHz\n",
      "\t\taxis_avg_buffer v1.2 (no edge counter)\n",
      "\t\tmaxlen 16384 accumulated, 4096 decimated (8.000 us)\n",
      "\t\ttriggered by tport 10, pin 0, feedback to tProc input 0\n",
      "\t\tADC tile 2, blk 0 is ADC226_T2_CH0 or RF board DC input 0\n",
      "\t1:\taxis_dyn_readout_v1 - configured by tProc output 5\n",
      "\t\tfs=4096.000 MHz, decimated=512.000 MHz, 32-bit DDS, range=4096.000 MHz\n",
      "\t\taxis_avg_buffer v1.2 (no edge counter)\n",
      "\t\tmaxlen 16384 accumulated, 4096 decimated (8.000 us)\n",
      "\t\ttriggered by tport 11, pin 0, feedback to tProc input 1\n",
      "\t\tADC tile 2, blk 2 is ADC226_T2_CH1 or RF board DC input 1\n",
      "\n",
      "\t8 digital output pins:\n",
      "\t0:\tPMOD0_0_LS\n",
      "\t1:\tPMOD0_1_LS\n",
      "\t2:\tPMOD0_2_LS\n",
      "\t3:\tPMOD0_3_LS\n",
      "\t4:\tPMOD0_4_LS\n",
      "\t5:\tPMOD0_5_LS\n",
      "\t6:\tPMOD0_6_LS\n",
      "\t7:\tPMOD0_7_LS\n",
      "\n",
      "\ttProc qick_processor (\"v2\") rev 26: program memory 4096 words, data memory 16384 words\n",
      "\t\texternal start pin: None\n",
      "\n",
      "\tMR buffer: 8192 samples (2.000 us), wired to readouts [0, 1]\n",
      "\n",
      "SPECTRUM configuration:\n",
      "\n",
      "\n",
      "\tBoard: ZCU111\n",
      "\tAnalysis 0:\n",
      "\t\tADC: 224_0, fs = 4096.0 MHz, Decimation    = 2\n",
      "\t\tPFB: fs = 256.0 MHz, fc = 128.0 MHz, 16 channels\n"
     ]
    }
   ],
   "source": [
    "soc = SpectrumSoc('./std_111_bread_small.bit')\n",
    "soccfg = soc\n",
    "print(soccfg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "display(Image(filename='images/std_111_bread_small.png', embed=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#########################\n",
    "### Define dual chain ###\n",
    "#########################\n",
    "chain = DualChain(soc,soc['analysis'][0],soc['synthesis'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "chain.set_tone(1000,verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1 = 1000.025, Y1 = -20.858\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##########################################\n",
    "### Simple Sine Loop-back (ADC output) ###\n",
    "##########################################\n",
    "# Get data.\n",
    "[xi,xq] = chain.get_data_adc()\n",
    "x = xi + 1j*xq\n",
    "\n",
    "# ADU to V.\n",
    "# 500mV --> 2^15\n",
    "x = x*0.5/2**15\n",
    "\n",
    "# Spectrum.\n",
    "w = np.hanning(len(x))\n",
    "Aw = len(w)/np.sum(w)\n",
    "xw = Aw*x*w\n",
    "Y = fftshift(fft(xw)/len(xw))\n",
    "F = np.linspace(0,chain.fs,len(Y))\n",
    "\n",
    "# Normalize to dBm.\n",
    "R = 50;\n",
    "Y = 10*np.log10((np.abs(Y)**2)/(2*R*1e-3));\n",
    "\n",
    "# Max.\n",
    "[F1,Y1] = findPeak(F,Y);\n",
    "print('F1 = {:.3f}, Y1 = {:.3f}'.format(F1,Y1));\n",
    "\n",
    "plt.figure(1,dpi=150)\n",
    "plt.plot(F,Y)\n",
    "plt.plot(F1,Y1,'r*');\n",
    "plt.xlabel(\"F [MHz]\");\n",
    "plt.ylabel(\"Power [dBm]\");\n",
    "plt.xlim([100,2000])\n",
    "plt.ylim([-120,-10])\n",
    "\n",
    "# Time domain signal.\n",
    "n = np.arange(len(x))\n",
    "t = n/chain.fs\n",
    "plt.figure(2,dpi=150)\n",
    "plt.plot(1000*t,np.real(x))\n",
    "plt.xlabel(\"t [ns]\");\n",
    "plt.ylabel(\"Amplitude [mV]\");\n",
    "plt.xlim([0,100]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1 = 1000.002, Y1 = -2.675\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##########################################\n",
    "### Simple Sine Loop-back (PFB output) ###\n",
    "##########################################\n",
    "fout = 1000\n",
    "\n",
    "# Compute channel center frequency.\n",
    "FC = chain.analysis.ch2freq(chain.analysis.freq2ch(fout))\n",
    "\n",
    "# Get data.\n",
    "[xi,xq] = chain.get_bin_pfb(fout)\n",
    "x = xi + 1j*xq\n",
    "\n",
    "# ADU to V.\n",
    "# 500mV --> 2^15\n",
    "x = x*0.5/2**15\n",
    "\n",
    "# Spectrum.\n",
    "w = np.hanning(len(x))\n",
    "Aw = len(w)/np.sum(w)\n",
    "xw = Aw*x*w\n",
    "Y = fftshift(fft(xw)/len(xw))\n",
    "F = np.linspace(-chain.fs_ch/2,chain.fs_ch/2,len(Y))\n",
    "\n",
    "# Normalize to dBm.\n",
    "R = 50;\n",
    "Y = 10*np.log10((np.abs(Y)**2)/(2*R*1e-3));\n",
    "\n",
    "# Max.\n",
    "[F1,Y1] = findPeak(F,Y);\n",
    "print('F1 = {:.3f}, Y1 = {:.3f}'.format(F1+FC,Y1));\n",
    "\n",
    "plt.figure(3,dpi=150)\n",
    "plt.plot(F+FC,Y)\n",
    "plt.plot(F1+FC,Y1,'r*');\n",
    "plt.xlabel(\"F [MHz]\");\n",
    "plt.ylabel(\"Power [dBm]\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration K = 0\n",
      "Iteration K = 1\n",
      "Iteration K = 2\n",
      "Iteration K = 3\n",
      "Iteration K = 4\n",
      "Iteration K = 5\n",
      "Iteration K = 6\n",
      "Iteration K = 7\n",
      "Iteration K = 8\n",
      "Iteration K = 9\n",
      "Iteration K = 10\n",
      "Iteration K = 11\n",
      "Iteration K = 12\n",
      "Iteration K = 13\n",
      "Iteration K = 14\n",
      "Iteration K = 15\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##########################################\n",
    "### Channels Side-by-Side (PFB output) ###\n",
    "##########################################\n",
    "# Channels to plot.\n",
    "K = np.arange(chain.nch)\n",
    "\n",
    "plt.figure(4,dpi=150)\n",
    "\n",
    "# Frequency and amplitude vectors.\n",
    "FF = []\n",
    "AA = []\n",
    "for KK in K:\n",
    "    print(\"Iteration K = %d\" %KK)  \n",
    "    # Channel center frequency.\n",
    "    fck = chain.analysis.ch2freq(KK)\n",
    "    \n",
    "    # Get data.\n",
    "    [xi,xq] = chain.get_bin_pfb(fck+1)\n",
    "    x = xi + 1j*xq\n",
    "\n",
    "    # ADU to V.\n",
    "    # 500mV --> 2^15\n",
    "    x = x*0.5/2**15\n",
    "\n",
    "    # Spectrum.\n",
    "    w = np.hanning(len(x))\n",
    "    Aw = len(w)/np.sum(w)\n",
    "    xw = Aw*x*w\n",
    "    Y = fftshift(fft(xw)/len(xw))\n",
    "    F = np.linspace(-chain.fs_ch/2,chain.fs_ch/2,len(Y))\n",
    "\n",
    "    # Normalize to dBm.\n",
    "    R = 50;\n",
    "    Y = 10*np.log10((np.abs(Y)**2)/(2*R*1e-3));\n",
    "    \n",
    "    Fk = F+fck\n",
    "    plt.plot(Fk,Y)\n",
    "\n",
    "plt.xlabel(\"F [MHz]\");\n",
    "plt.ylabel(\"Power [dBm]\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1 = 1000.006, Y1 = -2.679\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###########################################\n",
    "### Simple Sine Loop-back (XFFT output) ###\n",
    "###########################################\n",
    "fout = 1000\n",
    "\n",
    "# Compute channel center frequency.\n",
    "FC = chain.analysis.ch2freq(chain.analysis.freq2ch(fout))\n",
    "\n",
    "# Get data.\n",
    "[xi,xq] = chain.get_bin_xfft(fout)\n",
    "x = xi + 1j*xq\n",
    "\n",
    "# ADU to V.\n",
    "# 500mV --> 2^15\n",
    "x = x*0.5/2**15\n",
    "\n",
    "# Scale by FFT length.\n",
    "x = x/soc.FFT_N\n",
    "\n",
    "# Spectrum.\n",
    "Y = fftshift(x)\n",
    "F = np.linspace(-chain.fs_ch/2,chain.fs_ch/2,len(Y))\n",
    "\n",
    "# Normalize to dBm.\n",
    "R = 50;\n",
    "Y = 10*np.log10((np.abs(Y)**2)/(2*R*1e-3));\n",
    "\n",
    "# Max.\n",
    "[F1,Y1] = findPeak(F,Y);\n",
    "print('F1 = {:.3f}, Y1 = {:.3f}'.format(F1+FC,Y1));\n",
    "\n",
    "plt.figure(5,dpi=150)\n",
    "plt.plot(F+FC,Y)\n",
    "plt.plot(F1+FC,Y1,'r*');\n",
    "plt.xlabel(\"F [MHz]\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration K = 0\n",
      "Iteration K = 1\n",
      "Iteration K = 2\n",
      "Iteration K = 3\n",
      "Iteration K = 4\n",
      "Iteration K = 5\n",
      "Iteration K = 6\n",
      "Iteration K = 7\n",
      "Iteration K = 8\n",
      "Iteration K = 9\n",
      "Iteration K = 10\n",
      "Iteration K = 11\n",
      "Iteration K = 12\n",
      "Iteration K = 13\n",
      "Iteration K = 14\n",
      "Iteration K = 15\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###########################################\n",
    "### Channels Side-by-Side (XFFT output) ###\n",
    "###########################################\n",
    "# Channels to plot.\n",
    "K = np.arange(chain.nch)\n",
    "\n",
    "plt.figure(6,dpi=150)\n",
    "\n",
    "# Frequency and amplitude vectors.\n",
    "FF = []\n",
    "AA = []\n",
    "for KK in K:\n",
    "    print(\"Iteration K = %d\" %KK)\n",
    "    # Channel center frequency.\n",
    "    fck = chain.analysis.ch2freq(KK)\n",
    "    \n",
    "    # Get data.    \n",
    "    [xi,xq] = chain.get_bin_xfft(fck+1)\n",
    "    x = xi + 1j*xq\n",
    "\n",
    "    # ADU to V.\n",
    "    # 500mV --> 2^15\n",
    "    x = x*0.5/2**15\n",
    "    \n",
    "    # Scale by FFT length.\n",
    "    x = x/soc.FFT_N\n",
    "\n",
    "    # Spectrum.\n",
    "    Y = fftshift(x)\n",
    "    F = np.linspace(-chain.fs_ch/2,chain.fs_ch/2,len(Y))\n",
    "\n",
    "    # Normalize to dBm.\n",
    "    R = 50;\n",
    "    Y = 10*np.log10((np.abs(Y)**2)/(2*R*1e-3));\n",
    "    \n",
    "    Fk = F+fck\n",
    "    plt.plot(Fk,Y)\n",
    "\n",
    "plt.xlabel(\"F [MHz]\");\n",
    "plt.ylabel(\"Power [dBm]\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1 = 1000.008, Y1 = -2.679\n",
      "FFT Resolution: 15.625 kHz\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##########################################\n",
    "### Simple Sine Loop-back (ACC output) ###\n",
    "##########################################\n",
    "# Number of averages.\n",
    "N = 10\n",
    "\n",
    "# Get data.\n",
    "x = chain.get_data_acc(N)\n",
    "\n",
    "# ADU to V.\n",
    "# 500mV --> 2^15\n",
    "x = x*(0.5/2**15)**2\n",
    "\n",
    "# Scale by FFT length.\n",
    "x = x/(soc.FFT_N)**2\n",
    "\n",
    "# Spectrum.\n",
    "Y = fftshift(x)\n",
    "F = np.linspace(0,chain.fs,len(Y))\n",
    "\n",
    "# Normalize to dBm.\n",
    "R = 50;\n",
    "Y = 10*np.log10((np.sqrt(Y)**2)/(2*R*1e-3));\n",
    "\n",
    "# Max.\n",
    "[F1,Y1] = findPeak(F,Y);\n",
    "print('F1 = {:.3f}, Y1 = {:.3f}'.format(F1,Y1));\n",
    "\n",
    "plt.figure(7,dpi=150)\n",
    "plt.plot(F,Y)\n",
    "plt.plot(F1,Y1,'r*');\n",
    "plt.xlabel(\"F [MHz]\");\n",
    "plt.xlim([100,2000]);\n",
    "plt.ylim([-120,10]);\n",
    "\n",
    "print('FFT Resolution: {} kHz'.format(1000*soc['analysis'][0]['fs_ch']/soc.FFT_N))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Now let's play a little with the standard part of the FW."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hardware Configuration\n",
    "\n",
    "You should cable the board in loopback, connecting one DAC to one ADC. You can set appropriate generator and readout numbers in the cell below, which will be used in `res_ch` and `ro_chs` entries in the program dictionaries below.\n",
    "\n",
    "For example, for a ZCU111 you might connect DAC228_T0_CH0_P to ADC226_T2_CH0_P (these are the labels on the XM500 balun board). The DAC and ADC lists tell you that these are DAC tile 0, block 0, and ADC tile 2, block 0. The generator and readout lists tell you that these are driven by generator 0 and readout 0, and your QICK programs will reference those IDs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "GEN_CH = 0\n",
    "RO_CH = 0\n",
    "TRIG_TIME = 0.30\n",
    "FREQ = 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "00f72cbd5bae4e48adafa31db107bdd7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/10 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "class MultiPulseProgram(AveragerProgramV2):\n",
    "    def _initialize(self, cfg):\n",
    "        ro_ch = cfg['ro_ch']\n",
    "        gen_ch = cfg['gen_ch']\n",
    "        \n",
    "        self.declare_gen(ch=gen_ch, nqz=1)\n",
    "        self.declare_readout(ch=ro_ch, length=cfg['ro_len'])\n",
    "\n",
    "        ramp_len = 0.2\n",
    "        self.add_gauss(ch=gen_ch, name=\"ramp\", sigma=ramp_len/10, length=ramp_len, even_length=True)\n",
    "        \n",
    "        self.add_pulse(ch=gen_ch, name=\"myflattop\", ro_ch=ro_ch, \n",
    "                       style=\"flat_top\", \n",
    "                       envelope=\"ramp\", \n",
    "                       freq=cfg['freq'], \n",
    "                       length=0.1,\n",
    "                       phase=0,\n",
    "                       gain=1.0, \n",
    "                      )\n",
    "\n",
    "        self.add_pulse(ch=gen_ch, name=\"mygaus\", ro_ch=ro_ch, \n",
    "                       style=\"arb\", \n",
    "                       envelope=\"ramp\", \n",
    "                       freq=cfg['freq'], \n",
    "                       phase=0,\n",
    "                       gain=1.0, \n",
    "                      )\n",
    "\n",
    "        self.add_pulse(ch=gen_ch, name=\"myconst\", ro_ch=ro_ch, \n",
    "                       style=\"const\", \n",
    "                       length=0.2, \n",
    "                       freq=cfg['freq'], \n",
    "                       phase=0,\n",
    "                       gain=1.0,\n",
    "                      )\n",
    "\n",
    "        self.add_pulse(ch=gen_ch, name=\"myflattop2\", ro_ch=ro_ch, \n",
    "                       style=\"flat_top\", \n",
    "                       envelope=\"ramp\", \n",
    "                       freq=cfg['freq'], \n",
    "                       length=0.1,\n",
    "                       phase=90,\n",
    "                       gain=1.0, \n",
    "                      )\n",
    "\n",
    "        self.add_readoutconfig(ch=ro_ch, name=\"myro\", freq=cfg['freq'], gen_ch=gen_ch)\n",
    "        # send the config to the dynamic RO\n",
    "        self.send_readoutconfig(ch=ro_ch, name=\"myro\", t=0)\n",
    "        \n",
    "    def _body(self, cfg):\n",
    "        self.trigger(ros=[cfg['ro_ch']], pins=[0], t=cfg['trig_time'])\n",
    "\n",
    "        self.pulse(ch=cfg['gen_ch'], name=\"myflattop\", t=0)\n",
    "        self.pulse(ch=cfg['gen_ch'], name=\"mygaus\", t=0.4)\n",
    "        self.pulse(ch=cfg['gen_ch'], name=\"myconst\", t=0.8)\n",
    "        self.pulse(ch=cfg['gen_ch'], name=\"myflattop2\", t=1.2)\n",
    "        self.pulse(ch=cfg['gen_ch'], name=\"mygaus\", t=1.6)\n",
    "        \n",
    "config = {'gen_ch': GEN_CH,\n",
    "          'ro_ch': RO_CH,\n",
    "          'freq': FREQ,\n",
    "          'trig_time': TRIG_TIME,\n",
    "          'ro_len': 1.9,\n",
    "         }\n",
    "\n",
    "prog = MultiPulseProgram(soccfg, reps=1, final_delay=0.5, cfg=config)\n",
    "\n",
    "iq_list = prog.acquire_decimated(soc, soft_avgs=10)\n",
    "t = prog.get_time_axis(ro_index=0)\n",
    "\n",
    "plt.plot(t, iq_list[0][:,0], label=\"I value\")\n",
    "plt.plot(t, iq_list[0][:,1], label=\"Q value\")\n",
    "plt.plot(t, np.abs(iq_list[0].dot([1,1j])), label=\"magnitude\")\n",
    "plt.legend()\n",
    "plt.ylabel(\"a.u.\")\n",
    "plt.xlabel(\"us\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.2"
  }
 },
 "nbformat": 4,
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}