armonk_calibration_partial_fixed_pandas.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "aa4a30e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "### The fix using pandas.read_csv(...)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1ea27bb1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from qiskit import IBMQ\n",
    "IBMQ.load_account()\n",
    "provider=IBMQ.get_provider(hub='ibm-q', group='open', project='main')\n",
    "backend=provider.get_backend('ibmq_armonk')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5b6c919e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import qiskit.pulse as pulse\n",
    "import numpy as np\n",
    "from qiskit.circuit import Parameter\n",
    "from qiskit_experiments.calibration_management.backend_calibrations import BackendCalibrations\n",
    "from qiskit import schedule\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "166f8da9",
   "metadata": {},
   "outputs": [],
   "source": [
    "qubit=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a9b8bae7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from qiskit_experiments.calibration_management.basis_gate_library import FixedFrequencyTransmon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e1768c2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "library=FixedFrequencyTransmon(default_values={\"duration\": 320})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9781076e",
   "metadata": {},
   "outputs": [],
   "source": [
    "cals=BackendCalibrations(backend, library)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1b893998",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parameter</th>\n",
       "      <th>qubits</th>\n",
       "      <th>schedule</th>\n",
       "      <th>value</th>\n",
       "      <th>group</th>\n",
       "      <th>valid</th>\n",
       "      <th>date_time</th>\n",
       "      <th>exp_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>σ</td>\n",
       "      <td>()</td>\n",
       "      <td>x</td>\n",
       "      <td>8.000000e+01</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091200+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>amp</td>\n",
       "      <td>()</td>\n",
       "      <td>x</td>\n",
       "      <td>5.000000e-01</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091227+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>duration</td>\n",
       "      <td>()</td>\n",
       "      <td>sx</td>\n",
       "      <td>3.200000e+02</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091306+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>β</td>\n",
       "      <td>()</td>\n",
       "      <td>sx</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091320+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>qubit_lo_freq</td>\n",
       "      <td>(0,)</td>\n",
       "      <td>None</td>\n",
       "      <td>4.971595e+09</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.090619+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>duration</td>\n",
       "      <td>()</td>\n",
       "      <td>x</td>\n",
       "      <td>3.200000e+02</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091245+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>meas_lo_freq</td>\n",
       "      <td>(0,)</td>\n",
       "      <td>None</td>\n",
       "      <td>6.993371e+09</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.090663+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>amp</td>\n",
       "      <td>()</td>\n",
       "      <td>sx</td>\n",
       "      <td>2.500000e-01</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091292+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>β</td>\n",
       "      <td>()</td>\n",
       "      <td>x</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091261+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>σ</td>\n",
       "      <td>()</td>\n",
       "      <td>sx</td>\n",
       "      <td>8.000000e+01</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091277+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       parameter qubits schedule         value    group  valid  \\\n",
       "0              σ     ()        x  8.000000e+01  default   True   \n",
       "1            amp     ()        x  5.000000e-01  default   True   \n",
       "2       duration     ()       sx  3.200000e+02  default   True   \n",
       "3              β     ()       sx  0.000000e+00  default   True   \n",
       "4  qubit_lo_freq   (0,)     None  4.971595e+09  default   True   \n",
       "5       duration     ()        x  3.200000e+02  default   True   \n",
       "6   meas_lo_freq   (0,)     None  6.993371e+09  default   True   \n",
       "7            amp     ()       sx  2.500000e-01  default   True   \n",
       "8              β     ()        x  0.000000e+00  default   True   \n",
       "9              σ     ()       sx  8.000000e+01  default   True   \n",
       "\n",
       "                         date_time exp_id  \n",
       "0  2021-10-04 09:19:13.091200+0530   None  \n",
       "1  2021-10-04 09:19:13.091227+0530   None  \n",
       "2  2021-10-04 09:19:13.091306+0530   None  \n",
       "3  2021-10-04 09:19:13.091320+0530   None  \n",
       "4  2021-10-04 09:19:13.090619+0530   None  \n",
       "5  2021-10-04 09:19:13.091245+0530   None  \n",
       "6  2021-10-04 09:19:13.090663+0530   None  \n",
       "7  2021-10-04 09:19:13.091292+0530   None  \n",
       "8  2021-10-04 09:19:13.091261+0530   None  \n",
       "9  2021-10-04 09:19:13.091277+0530   None  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(**cals.parameters_table(qubit_list=[qubit, ()]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "901c36e5",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "cals.load_parameter_values(file_name=\"Armonkparameter_values.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0999d796",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parameter</th>\n",
       "      <th>qubits</th>\n",
       "      <th>schedule</th>\n",
       "      <th>value</th>\n",
       "      <th>group</th>\n",
       "      <th>valid</th>\n",
       "      <th>date_time</th>\n",
       "      <th>exp_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>σ</td>\n",
       "      <td>()</td>\n",
       "      <td>x</td>\n",
       "      <td>8.000000e+01</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091200+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>σ</td>\n",
       "      <td>()</td>\n",
       "      <td>x</td>\n",
       "      <td>8.000000e+01</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-01 22:59:56.670990+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>amp</td>\n",
       "      <td>()</td>\n",
       "      <td>x</td>\n",
       "      <td>5.000000e-01</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091227+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>amp</td>\n",
       "      <td>()</td>\n",
       "      <td>x</td>\n",
       "      <td>5.000000e-01</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-01 22:59:56.670972+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>duration</td>\n",
       "      <td>()</td>\n",
       "      <td>sx</td>\n",
       "      <td>3.200000e+02</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091306+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>duration</td>\n",
       "      <td>()</td>\n",
       "      <td>sx</td>\n",
       "      <td>3.200000e+02</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-01 22:59:56.671023+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>β</td>\n",
       "      <td>()</td>\n",
       "      <td>sx</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091320+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>β</td>\n",
       "      <td>()</td>\n",
       "      <td>sx</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-01 22:59:56.671068+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>qubit_lo_freq</td>\n",
       "      <td>(0,)</td>\n",
       "      <td>None</td>\n",
       "      <td>4.971595e+09</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.090619+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>qubit_lo_freq</td>\n",
       "      <td>(0,)</td>\n",
       "      <td>None</td>\n",
       "      <td>4.971598e+09</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-01 22:59:56.670596+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>duration</td>\n",
       "      <td>()</td>\n",
       "      <td>x</td>\n",
       "      <td>3.200000e+02</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091245+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>duration</td>\n",
       "      <td>()</td>\n",
       "      <td>x</td>\n",
       "      <td>3.200000e+02</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-01 22:59:56.670947+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>meas_lo_freq</td>\n",
       "      <td>(0,)</td>\n",
       "      <td>None</td>\n",
       "      <td>6.993371e+09</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.090663+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>meas_lo_freq</td>\n",
       "      <td>(0,)</td>\n",
       "      <td>None</td>\n",
       "      <td>6.993371e+09</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-01 22:59:56.670636+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>meas_lo_freq</td>\n",
       "      <td>(0,)</td>\n",
       "      <td>None</td>\n",
       "      <td>6.993371e+09</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-01 22:53:21.809910+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>amp</td>\n",
       "      <td>()</td>\n",
       "      <td>sx</td>\n",
       "      <td>2.500000e-01</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091292+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>amp</td>\n",
       "      <td>()</td>\n",
       "      <td>sx</td>\n",
       "      <td>2.500000e-01</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-01 22:59:56.671053+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>β</td>\n",
       "      <td>()</td>\n",
       "      <td>x</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091261+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>β</td>\n",
       "      <td>()</td>\n",
       "      <td>x</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-01 22:59:56.671006+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>σ</td>\n",
       "      <td>()</td>\n",
       "      <td>sx</td>\n",
       "      <td>8.000000e+01</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-04 09:19:13.091277+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>σ</td>\n",
       "      <td>()</td>\n",
       "      <td>sx</td>\n",
       "      <td>8.000000e+01</td>\n",
       "      <td>default</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-10-01 22:59:56.671038+0530</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        parameter qubits schedule         value    group  valid  \\\n",
       "0               σ     ()        x  8.000000e+01  default   True   \n",
       "1               σ     ()        x  8.000000e+01  default   True   \n",
       "2             amp     ()        x  5.000000e-01  default   True   \n",
       "3             amp     ()        x  5.000000e-01  default   True   \n",
       "4        duration     ()       sx  3.200000e+02  default   True   \n",
       "5        duration     ()       sx  3.200000e+02  default   True   \n",
       "6               β     ()       sx  0.000000e+00  default   True   \n",
       "7               β     ()       sx  0.000000e+00  default   True   \n",
       "8   qubit_lo_freq   (0,)     None  4.971595e+09  default   True   \n",
       "9   qubit_lo_freq   (0,)     None  4.971598e+09  default   True   \n",
       "10       duration     ()        x  3.200000e+02  default   True   \n",
       "11       duration     ()        x  3.200000e+02  default   True   \n",
       "12   meas_lo_freq   (0,)     None  6.993371e+09  default   True   \n",
       "13   meas_lo_freq   (0,)     None  6.993371e+09  default   True   \n",
       "14   meas_lo_freq   (0,)     None  6.993371e+09  default   True   \n",
       "15            amp     ()       sx  2.500000e-01  default   True   \n",
       "16            amp     ()       sx  2.500000e-01  default   True   \n",
       "17              β     ()        x  0.000000e+00  default   True   \n",
       "18              β     ()        x  0.000000e+00  default   True   \n",
       "19              σ     ()       sx  8.000000e+01  default   True   \n",
       "20              σ     ()       sx  8.000000e+01  default   True   \n",
       "\n",
       "                          date_time exp_id  \n",
       "0   2021-10-04 09:19:13.091200+0530   None  \n",
       "1   2021-10-01 22:59:56.670990+0530   None  \n",
       "2   2021-10-04 09:19:13.091227+0530   None  \n",
       "3   2021-10-01 22:59:56.670972+0530   None  \n",
       "4   2021-10-04 09:19:13.091306+0530   None  \n",
       "5   2021-10-01 22:59:56.671023+0530   None  \n",
       "6   2021-10-04 09:19:13.091320+0530   None  \n",
       "7   2021-10-01 22:59:56.671068+0530   None  \n",
       "8   2021-10-04 09:19:13.090619+0530   None  \n",
       "9   2021-10-01 22:59:56.670596+0530   None  \n",
       "10  2021-10-04 09:19:13.091245+0530   None  \n",
       "11  2021-10-01 22:59:56.670947+0530   None  \n",
       "12  2021-10-04 09:19:13.090663+0530   None  \n",
       "13  2021-10-01 22:59:56.670636+0530   None  \n",
       "14  2021-10-01 22:53:21.809910+0530   None  \n",
       "15  2021-10-04 09:19:13.091292+0530   None  \n",
       "16  2021-10-01 22:59:56.671053+0530   None  \n",
       "17  2021-10-04 09:19:13.091261+0530   None  \n",
       "18  2021-10-01 22:59:56.671006+0530   None  \n",
       "19  2021-10-04 09:19:13.091277+0530   None  \n",
       "20  2021-10-01 22:59:56.671038+0530   None  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(**cals.parameters_table(qubit_list=[qubit, ()]))"
   ]
  }
 ],
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