examples/braket_features/Getting_Devices_and_Checking_Device_Properties.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting Devices and Checking Device Properties\n",
    "\n",
    "This tutorial demonstrates how to use the `get_devices()` method to search and instantiate devices available on Amazon Braket. It also shows how to obtain access to properties for simulator and QPU devices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:51:22.928626Z",
     "start_time": "2023-08-29T21:51:20.846031Z"
    }
   },
   "outputs": [],
   "source": [
    "# general imports\n",
    "import json\n",
    "\n",
    "from braket.aws import AwsDevice\n",
    "from braket.devices import Devices, LocalSimulator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using get_devices\n",
    "You can get a device, including the on-demand simulators and the QPUs, by calling the `get_devices()` method. Search for devices with one or more of the following filtering criteria:\n",
    "* device arn \n",
    "* name \n",
    "* type \n",
    "* status \n",
    "* provider_name. \n",
    "\n",
    "The following cells give examples for each of the cases."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting the device by type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:51:23.791309Z",
     "start_time": "2023-08-29T21:51:22.939296Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Device('name': SV1, 'arn': arn:aws:braket:::device/quantum-simulator/amazon/sv1),\n",
       " Device('name': TN1, 'arn': arn:aws:braket:::device/quantum-simulator/amazon/tn1),\n",
       " Device('name': dm1, 'arn': arn:aws:braket:::device/quantum-simulator/amazon/dm1)]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to get the on-demand simulators\n",
    "AwsDevice.get_devices(types=[\"SIMULATOR\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Device('name': Ankaa-2, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Ankaa-2),\n",
       " Device('name': Aquila, 'arn': arn:aws:braket:us-east-1::device/qpu/quera/Aquila),\n",
       " Device('name': Aria 1, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Aria-1),\n",
       " Device('name': Aria 2, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Aria-2),\n",
       " Device('name': Forte 1, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Forte-1),\n",
       " Device('name': Garnet, 'arn': arn:aws:braket:eu-north-1::device/qpu/iqm/Garnet)]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to get the list of QPUs\n",
    "AwsDevice.get_devices(types=[\"QPU\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting the device by ARN\n",
    "For every type of device available in Amazon Braket, you can find the associated ARN in the Amazon Braket [Developer Guide](https://docs.aws.amazon.com/braket/latest/developerguide/braket-devices.html). You also can view the device ARN on the `Devices` section in the Amazon Braket console."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:51:40.189738Z",
     "start_time": "2023-08-29T21:51:38.108942Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Device('name': Aria 1, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Aria-1)]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for example, the following ARN refers to the IonQ device.\n",
    "AwsDevice.get_devices(arns=[\"arn:aws:braket:us-east-1::device/qpu/ionq/Aria-1\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting the device by name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:51:44.199001Z",
     "start_time": "2023-08-29T21:51:40.203505Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Device('name': Ankaa-2, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Ankaa-2)]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for example, the following name refers to a Rigetti Ankaa system.\n",
    "AwsDevice.get_devices(names=[\"Ankaa-2\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting the device by status"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:51:49.133297Z",
     "start_time": "2023-08-29T21:51:44.215934Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Device('name': Ankaa-2, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Ankaa-2),\n",
       " Device('name': Aquila, 'arn': arn:aws:braket:us-east-1::device/qpu/quera/Aquila),\n",
       " Device('name': Aria 1, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Aria-1),\n",
       " Device('name': Forte 1, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Forte-1),\n",
       " Device('name': Garnet, 'arn': arn:aws:braket:eu-north-1::device/qpu/iqm/Garnet),\n",
       " Device('name': SV1, 'arn': arn:aws:braket:::device/quantum-simulator/amazon/sv1),\n",
       " Device('name': TN1, 'arn': arn:aws:braket:::device/quantum-simulator/amazon/tn1),\n",
       " Device('name': dm1, 'arn': arn:aws:braket:::device/quantum-simulator/amazon/dm1)]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# retrieve all devices that are currently online\n",
    "AwsDevice.get_devices(statuses=[\"ONLINE\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:51:52.891651Z",
     "start_time": "2023-08-29T21:51:49.147757Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Device('name': Aria 2, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Aria-2)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# retrieve all devices that are currently offline\n",
    "AwsDevice.get_devices(statuses=[\"OFFLINE\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting the device by provider_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:51:56.454044Z",
     "start_time": "2023-08-29T21:51:52.891938Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Device('name': Aria 1, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Aria-1),\n",
       " Device('name': Aria 2, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Aria-2),\n",
       " Device('name': Forte 1, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Forte-1)]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for example, the following ARN retrieves the IonQ device.\n",
    "AwsDevice.get_devices(provider_names=[\"IonQ\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Retrieve devices in order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:52:10.758716Z",
     "start_time": "2023-08-29T21:51:56.382501Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Device('name': TN1, 'arn': arn:aws:braket:::device/quantum-simulator/amazon/tn1),\n",
       " Device('name': SV1, 'arn': arn:aws:braket:::device/quantum-simulator/amazon/sv1),\n",
       " Device('name': dm1, 'arn': arn:aws:braket:::device/quantum-simulator/amazon/dm1),\n",
       " Device('name': Garnet, 'arn': arn:aws:braket:eu-north-1::device/qpu/iqm/Garnet),\n",
       " Device('name': Aria 1, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Aria-1),\n",
       " Device('name': Aria 2, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Aria-2),\n",
       " Device('name': Forte 1, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Forte-1),\n",
       " Device('name': Aquila, 'arn': arn:aws:braket:us-east-1::device/qpu/quera/Aquila),\n",
       " Device('name': Ankaa-2, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Ankaa-2)]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# retrieve the list of devices, ordered by provider name\n",
    "AwsDevice.get_devices(order_by=\"provider_name\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting the device with multiple criteria"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:52:15.233392Z",
     "start_time": "2023-08-29T21:52:10.769127Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Device('name': Ankaa-2, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Ankaa-2),\n",
       " Device('name': Aquila, 'arn': arn:aws:braket:us-east-1::device/qpu/quera/Aquila),\n",
       " Device('name': Aria 1, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Aria-1),\n",
       " Device('name': Forte 1, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Forte-1),\n",
       " Device('name': Garnet, 'arn': arn:aws:braket:eu-north-1::device/qpu/iqm/Garnet)]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# multiple criteria can be applied\n",
    "AwsDevice.get_devices(types=[\"QPU\"], statuses=[\"ONLINE\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting a device directly\n",
    "You can specify a device directly, with the device ARN. These ARNs can be specified from each device's entry in the `Devices` enum:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:52:17.486681Z",
     "start_time": "2023-08-29T21:52:15.244209Z"
    }
   },
   "outputs": [],
   "source": [
    "# specify a device directly by device ARN\n",
    "# Rigetti\n",
    "device = AwsDevice(Devices.Rigetti.Ankaa2)\n",
    "# IonQ\n",
    "device = AwsDevice(Devices.IonQ.Aria1)\n",
    "# IQM\n",
    "device = AwsDevice(Devices.IQM.Garnet)\n",
    "# the on-demand simulator SV1\n",
    "device = AwsDevice(Devices.Amazon.SV1)\n",
    "# the on-demand simulator TN1\n",
    "device = AwsDevice(Devices.Amazon.TN1)\n",
    "# the local simulator\n",
    "device = LocalSimulator()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Properties of devices\n",
    "\n",
    "You can check properties of a device with the `device.properties` call. The following examples show some useful properties of each device."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:52:17.759631Z",
     "start_time": "2023-08-29T21:52:17.502344Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The supported operations of SV1 are ['ccnot', 'cnot', 'cphaseshift', 'cphaseshift00', 'cphaseshift01', 'cphaseshift10', 'cswap', 'cy', 'cz', 'ecr', 'h', 'i', 'iswap', 'pswap', 'phaseshift', 'rx', 'ry', 'rz', 's', 'si', 'swap', 't', 'ti', 'unitary', 'v', 'vi', 'x', 'xx', 'xy', 'y', 'yy', 'z', 'zz']\n",
      "\n",
      "The supported result types are [ResultType(name='Sample', observables=['x', 'y', 'z', 'h', 'i', 'hermitian'], minShots=1, maxShots=100000), ResultType(name='Expectation', observables=['x', 'y', 'z', 'h', 'i', 'hermitian'], minShots=0, maxShots=100000), ResultType(name='Variance', observables=['x', 'y', 'z', 'h', 'i', 'hermitian'], minShots=0, maxShots=100000), ResultType(name='Probability', observables=None, minShots=1, maxShots=100000), ResultType(name='Amplitude', observables=None, minShots=0, maxShots=0)]\n",
      "\n",
      "The maximum number of qubits supported by this device is 34\n",
      "The shots range of this device is (0, 100000)\n",
      "The price of running quantum tasks on this device: price=0.075 unit='minute'\n"
     ]
    }
   ],
   "source": [
    "# the on-demand simulator SV1\n",
    "device = AwsDevice(Devices.Amazon.SV1)\n",
    "\n",
    "support_gates = device.properties.action[\"braket.ir.jaqcd.program\"].supportedOperations\n",
    "support_result_types = device.properties.action[\"braket.ir.jaqcd.program\"].supportedResultTypes\n",
    "qubit_count = device.properties.paradigm.qubitCount\n",
    "shots_range = device.properties.service.shotsRange\n",
    "device_cost = device.properties.service.deviceCost\n",
    "\n",
    "print(f\"The supported operations of {device.name} are {support_gates}\\n\")\n",
    "print(f\"The supported result types are {support_result_types}\\n\")\n",
    "print(\"The maximum number of qubits supported by this device is\", qubit_count)\n",
    "print(\"The shots range of this device is\", shots_range)\n",
    "print(\"The price of running quantum tasks on this device:\", device_cost)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the IonQ and Rigetti devices, you can get information about the properties shown previously. You also can get information about the availability windows and the device calibration data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:52:19.588547Z",
     "start_time": "2023-08-29T21:52:17.773910Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The availability windows for Ankaa-2:\n",
      "[DeviceExecutionWindow(executionDay=<ExecutionDay.EVERYDAY: 'Everyday'>, windowStartHour=datetime.time(0, 0), windowEndHour=datetime.time(23, 59))]\n",
      "\n",
      "The connectivity graph of the qubits for this device:\n",
      " fullyConnected=False connectivityGraph={'0': ['1', '7'], '1': ['0', '2', '8'], '2': ['1', '3', '9'], '3': ['2', '4', '10'], '4': ['3', '5', '11'], '5': ['4', '6', '12'], '6': ['5', '13'], '7': ['0', '8', '14'], '8': ['1', '7', '9', '15'], '9': ['2', '8', '10', '16'], '10': ['3', '9', '11', '17'], '11': ['4', '10', '12', '18'], '12': ['5', '11', '13', '19'], '13': ['6', '12', '20'], '14': ['7', '15', '21'], '15': ['8', '14', '22'], '16': ['9', '17', '23'], '17': ['10', '16', '18', '24'], '18': ['11', '17', '19', '25'], '19': ['12', '18', '20', '26'], '20': ['13', '19', '27'], '21': ['14', '22', '28'], '22': ['15', '21', '23', '29'], '23': ['16', '22', '24', '30'], '24': ['17', '23', '25', '31'], '25': ['18', '24', '26', '32'], '26': ['19', '25', '33'], '27': ['20', '34'], '28': ['21', '29', '35'], '29': ['22', '28', '30', '36'], '30': ['23', '29', '31', '37'], '31': ['24', '30', '32', '38'], '32': ['25', '31', '33', '39'], '33': ['26', '32', '34', '40'], '34': ['27', '33', '41'], '35': ['28', '36', '42'], '36': ['29', '35', '37', '43'], '37': ['30', '36', '38', '44'], '38': ['31', '37', '39', '45'], '39': ['32', '38', '40', '46'], '40': ['33', '39', '41', '47'], '41': ['34', '40', '48'], '42': ['35', '43', '49'], '43': ['36', '42', '44', '50'], '44': ['37', '43', '45', '51'], '45': ['38', '44', '46', '52'], '46': ['39', '45', '47', '53'], '47': ['40', '46', '48', '54'], '48': ['41', '47', '55'], '49': ['42', '56'], '50': ['43', '51', '57'], '51': ['44', '50', '52', '58'], '52': ['45', '51', '53', '59'], '53': ['46', '52', '54'], '54': ['47', '53', '55', '61'], '55': ['48', '54', '62'], '56': ['49', '57', '63'], '57': ['50', '56', '58', '64'], '58': ['51', '57', '59', '65'], '59': ['52', '58', '60', '66'], '60': ['59'], '61': ['54', '62', '68'], '62': ['55', '61', '69'], '63': ['56', '64', '70'], '64': ['57', '63', '65', '71'], '65': ['58', '64', '66', '72'], '66': ['59', '65', '67'], '67': ['66', '68', '74'], '68': ['61', '67', '69', '75'], '69': ['62', '68', '76'], '70': ['63', '71', '77'], '71': ['64', '70', '72', '78'], '72': ['65', '71', '73', '79'], '73': ['72', '74', '80'], '74': ['67', '73', '75', '81'], '75': ['68', '74', '76', '82'], '76': ['69', '75', '83'], '77': ['70', '78'], '78': ['71', '77', '79'], '79': ['72', '78', '80'], '80': ['73', '79', '81'], '81': ['74', '80', '82'], '82': ['75', '81', '83'], '83': ['76', '82']}\n",
      "\n",
      "Calibration data:\n",
      " {\n",
      "  \"1Q\": {\n",
      "    \"0\": {\n",
      "      \"T1\": 9.188738589920766e-06,\n",
      "      \"T2\": 1.5115358086466058e-05,\n",
      "      \"f1QRB\": 0.9989751997430271,\n",
      "      \"f1QRB_std_err\": 2.0679831486331732e-05,\n",
      "      \"f1Q_simultaneous_RB\": 0.9977906923503519,\n",
      "      \"f1Q_simultaneous_RB_std_err\": 5.022804153387717e-05,\n",
      "      \"fRO\": 0.9279999999999999\n",
      "    },\n",
      "    \"1\": {\n",
      "      \"T1\": 1.1424822873905215e-05,\n",
      "      \"T2\": 7.81925508978389e-06,\n",
      "      \"f1QRB\": 0.9986392103526047,\n",
      "      \"f1QRB_std_err\": 2.5837382143438492e-05,\n",
      "      \"f1Q_simultaneous_RB\": 0.9953277301386305,\n",
      "      \"f1Q_simultaneous_RB_std_err\": 0.00042743732391299096,\n",
      "      \"fRO\": 0.945\n",
      "    },\n",
      "    \"10\": {\n",
      "      \"T1\": 1.4397388097206513e-05,\n",
      "      \"T2\": 1.339262710713176e-05,\n",
      "      \"f1QRB\": 0.9983666919759847,\n",
      "      \"f1QRB_std_err\": 0.0002540204792082052,\n",
      "      \"f1Q_simultaneous_RB\": 0.9949091215921125,\n",
      "      \"f1Q_simultaneous_RB_std_err\": 0.0008697771710166471,\n",
      "      \"fRO\": 0.921\n",
      "    },\n",
      "    \"11\": {\n",
      "      \"T1\": 1.3586183291642084e-05,\n",
      "      \"T2\": 8.375930706648994e-06,\n",
      "      \"f1QRB\": 0.9987291309192002,\n",
      "      \"f1QRB_std_err\": 3.472614079514786e-05,\n",
      "      \"f1Q_simultaneous_RB\": 0.9729235723436281,\n",
      "      \"f1Q_simultaneous_RB_std_err\": 0.002137921614257448,\n",
      "      \"fRO\": 0.8560000000000001\n",
      "    },\n",
      "    \"12\": {\n",
      "      \"T1\": 1.4839379784194732e-05,\n",
      "      \"T2\": 1.818202231054693e-05,\n",
      "      \"f1QRB\": 0.998776996620199,\n",
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      "      \"fISWAP_std_err\": 0.0176307336668283\n",
      "    },\n",
      "    \"63-70\": {\n",
      "      \"fISWAP\": 0.975625564360936,\n",
      "      \"fISWAP_std_err\": 0.003896686974752096\n",
      "    },\n",
      "    \"64-65\": {\n",
      "      \"fISWAP\": 0.9679627656238718,\n",
      "      \"fISWAP_std_err\": 0.0063148296587278475\n",
      "    },\n",
      "    \"64-71\": {\n",
      "      \"fISWAP\": 0.9812035287003874,\n",
      "      \"fISWAP_std_err\": 0.0036838583297461288\n",
      "    },\n",
      "    \"65-66\": {\n",
      "      \"fISWAP\": 0.9561822123332422,\n",
      "      \"fISWAP_std_err\": 0.013048407432204236\n",
      "    },\n",
      "    \"65-72\": {\n",
      "      \"fISWAP\": 0.9560707484727107,\n",
      "      \"fISWAP_std_err\": 0.005119745898548705\n",
      "    },\n",
      "    \"66-67\": {\n",
      "      \"fISWAP\": 0.9048855427128404,\n",
      "      \"fISWAP_std_err\": 0.013224190178390091\n",
      "    },\n",
      "    \"67-68\": {\n",
      "      \"fISWAP\": 0.9735960543140385,\n",
      "      \"fISWAP_std_err\": 0.0022440091941664407\n",
      "    },\n",
      "    \"67-74\": {\n",
      "      \"fISWAP\": 0.5,\n",
      "      \"fISWAP_std_err\": 1.0\n",
      "    },\n",
      "    \"68-69\": {\n",
      "      \"fISWAP\": 0.8100065680392248,\n",
      "      \"fISWAP_std_err\": 0.06160381859949534\n",
      "    },\n",
      "    \"68-75\": {\n",
      "      \"fISWAP\": 0.9771469178058805,\n",
      "      \"fISWAP_std_err\": 0.0036298556761483374\n",
      "    },\n",
      "    \"69-76\": {\n",
      "      \"fISWAP\": 0.978963039803022,\n",
      "      \"fISWAP_std_err\": 0.004310528860614046\n",
      "    },\n",
      "    \"7-14\": {\n",
      "      \"fISWAP\": 0.9566739767031378,\n",
      "      \"fISWAP_std_err\": 0.012848358579714343\n",
      "    },\n",
      "    \"7-8\": {\n",
      "      \"fISWAP\": 0.9462017648325303,\n",
      "      \"fISWAP_std_err\": 0.020565841789161106\n",
      "    },\n",
      "    \"70-71\": {\n",
      "      \"fISWAP\": 0.9330614359890608,\n",
      "      \"fISWAP_std_err\": 0.012520387327788164\n",
      "    },\n",
      "    \"70-77\": {\n",
      "      \"fISWAP\": 0.9837859911880815,\n",
      "      \"fISWAP_std_err\": 0.0029161913777237193\n",
      "    },\n",
      "    \"71-72\": {\n",
      "      \"fISWAP\": 0.984763755465565,\n",
      "      \"fISWAP_std_err\": 0.002610649297196644\n",
      "    },\n",
      "    \"71-78\": {\n",
      "      \"fISWAP\": 0.9653037924768116,\n",
      "      \"fISWAP_std_err\": 0.005032380504562097\n",
      "    },\n",
      "    \"72-73\": {\n",
      "      \"fISWAP\": 0.9732560996989097,\n",
      "      \"fISWAP_std_err\": 0.002990176011335505\n",
      "    },\n",
      "    \"72-79\": {\n",
      "      \"fISWAP\": 0.9805028887008518,\n",
      "      \"fISWAP_std_err\": 0.0062179564542838486\n",
      "    },\n",
      "    \"73-74\": {\n",
      "      \"fISWAP\": 0.99312484820244,\n",
      "      \"fISWAP_std_err\": 0.0026141000472861115\n",
      "    },\n",
      "    \"73-80\": {\n",
      "      \"fISWAP\": 0.9860014674970105,\n",
      "      \"fISWAP_std_err\": 0.0021649690118058468\n",
      "    },\n",
      "    \"74-75\": {\n",
      "      \"fISWAP\": 0.9476395264300612,\n",
      "      \"fISWAP_std_err\": 0.0038919330556492614\n",
      "    },\n",
      "    \"74-81\": {\n",
      "      \"fISWAP\": 0.989010587659255,\n",
      "      \"fISWAP_std_err\": 0.003530918345271284\n",
      "    },\n",
      "    \"75-76\": {\n",
      "      \"fISWAP\": 0.9930268416475938,\n",
      "      \"fISWAP_std_err\": 0.002047839750711906\n",
      "    },\n",
      "    \"75-82\": {\n",
      "      \"fISWAP\": 0.975003261919278,\n",
      "      \"fISWAP_std_err\": 0.0033278095773716203\n",
      "    },\n",
      "    \"76-83\": {\n",
      "      \"fISWAP\": 0.978975407953992,\n",
      "      \"fISWAP_std_err\": 0.004240495156991981\n",
      "    },\n",
      "    \"77-78\": {\n",
      "      \"fISWAP\": 0.9466536450196962,\n",
      "      \"fISWAP_std_err\": 0.006045840719028088\n",
      "    },\n",
      "    \"78-79\": {\n",
      "      \"fISWAP\": 0.9151932765694304,\n",
      "      \"fISWAP_std_err\": 0.01246194931606675\n",
      "    },\n",
      "    \"79-80\": {\n",
      "      \"fISWAP\": 0.9608392414159426,\n",
      "      \"fISWAP_std_err\": 0.008322314755361252\n",
      "    },\n",
      "    \"8-15\": {\n",
      "      \"fISWAP\": 0.9555008835352836,\n",
      "      \"fISWAP_std_err\": 0.005294697346314612\n",
      "    },\n",
      "    \"8-9\": {\n",
      "      \"fISWAP\": 0.9853092684673772,\n",
      "      \"fISWAP_std_err\": 0.0029406075385905754\n",
      "    },\n",
      "    \"80-81\": {\n",
      "      \"fISWAP\": 0.9786280670433216,\n",
      "      \"fISWAP_std_err\": 0.0037847640547627997\n",
      "    },\n",
      "    \"81-82\": {\n",
      "      \"fISWAP\": 0.9847373102108626,\n",
      "      \"fISWAP_std_err\": 0.005616898527090091\n",
      "    },\n",
      "    \"82-83\": {\n",
      "      \"fISWAP\": 0.9476158528124492,\n",
      "      \"fISWAP_std_err\": 0.011421722288560053\n",
      "    },\n",
      "    \"9-10\": {\n",
      "      \"fISWAP\": 0.9778464831306,\n",
      "      \"fISWAP_std_err\": 0.0016229102326154002\n",
      "    },\n",
      "    \"9-16\": {\n",
      "      \"fISWAP\": 0.9241311731108792,\n",
      "      \"fISWAP_std_err\": 0.007007555394104928\n",
      "    }\n",
      "  }\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "# the IonQ device\n",
    "device = AwsDevice(Devices.IonQ.Aria1)\n",
    "\n",
    "# IQM\n",
    "device = AwsDevice(Devices.IQM.Garnet)\n",
    "\n",
    "# the Rigetti device\n",
    "device = AwsDevice(Devices.Rigetti.Ankaa2)\n",
    "\n",
    "execution_windows = device.properties.service.executionWindows\n",
    "connectivity_graph = device.properties.paradigm.connectivity\n",
    "calibration = device.properties.provider.specs\n",
    "\n",
    "print(f\"The availability windows for {device.name}:\\n{execution_windows}\\n\")\n",
    "print(f\"The connectivity graph of the qubits for this device:\\n {connectivity_graph}\\n\")\n",
    "print(\"Calibration data:\\n\", json.dumps(calibration, sort_keys=True, indent=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each device has more properties to explore. To learn more, view the [Amazon Braket schemas documentation](https://amazon-braket-schemas-python.readthedocs.io/en/latest/_apidoc/braket.device_schema.html)."
   ]
  }
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