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-3, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Ankaa-3),\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': Garnet, 'arn': arn:aws:braket:eu-north-1::device/qpu/iqm/Garnet)]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for example, the following name refers to the IQM Garnet system.\n",
    "AwsDevice.get_devices(names=[\"Garnet\"])"
   ]
  },
  {
   "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-3, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Ankaa-3),\n",
       " Device('name': Aquila, 'arn': arn:aws:braket:us-east-1::device/qpu/quera/Aquila),\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 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": 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-3, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Ankaa-3)]"
      ]
     },
     "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-3, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Ankaa-3),\n",
       " Device('name': Aquila, 'arn': arn:aws:braket:us-east-1::device/qpu/quera/Aquila),\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": 11,
   "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.Ankaa3)\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": 12,
   "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 QPUs, 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": 13,
   "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-3:\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'], '11': ['4', '10', '12', '18'], '12': ['5', '11', '13', '19'], '13': ['6', '12', '20'], '14': ['7', '15', '21'], '15': ['8', '14', '16', '22'], '16': ['9', '15', '17', '23'], '17': ['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', '27', '33'], '27': ['20', '26'], '28': ['21', '29', '35'], '29': ['22', '28', '30', '36'], '30': ['23', '29', '31', '37'], '31': ['24', '30', '38'], '32': ['25', '33', '39'], '33': ['26', '32', '34', '40'], '34': ['33', '41'], '35': ['28', '36'], '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'], '43': ['36', '50'], '44': ['37', '45', '51'], '45': ['38', '44', '46', '52'], '46': ['39', '45', '47', '53'], '47': ['40', '46', '54'], '49': ['50', '56'], '50': ['43', '49', '51', '57'], '51': ['44', '50', '52', '58'], '52': ['45', '51', '53', '59'], '53': ['46', '52', '54', '60'], '54': ['47', '53', '55', '61'], '55': ['54', '62'], '56': ['49', '57', '63'], '57': ['50', '56', '58', '64'], '58': ['51', '57', '59', '65'], '59': ['52', '58', '60', '66'], '60': ['53', '59', '61', '67'], '61': ['54', '60', '62', '68'], '62': ['55', '61', '69'], '63': ['56', '64', '70'], '64': ['57', '63', '65', '71'], '65': ['58', '64', '66', '72'], '66': ['59', '65', '73'], '67': ['60', '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': ['66', '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",
      "  \"braketSchemaHeader\": {\n",
      "    \"name\": \"braket.device_schema.standardized_gate_model_qpu_device_properties\",\n",
      "    \"version\": \"1\"\n",
      "  },\n",
      "  \"oneQubitProperties\": {\n",
      "    \"0\": {\n",
      "      \"T1\": {\n",
      "        \"standardError\": null,\n",
      "        \"unit\": \"S\",\n",
      "        \"value\": 2.4725305488621275e-05\n",
      "      },\n",
      "      \"T2\": {\n",
      "        \"standardError\": null,\n",
      "        \"unit\": \"S\",\n",
      "        \"value\": 4.761929992665138e-05\n",
      "      },\n",
      "      \"oneQubitFidelity\": [\n",
      "        {\n",
      "          \"fidelity\": 0.9995541309011752,\n",
      "          \"fidelityType\": {\n",
      "            \"description\": null,\n",
      "            \"name\": \"RANDOMIZED_BENCHMARKING\"\n",
      "          },\n",
      "          \"standardError\": 2.2242084300135084e-05\n",
      "        },\n",
      "        {\n",
      "          \"fidelity\": 0.9995745204797924,\n",
      "          \"fidelityType\": {\n",
      "            \"description\": null,\n",
      "            \"name\": \"SIMULTANEOUS_RANDOMIZED_BENCHMARKING\"\n",
      "          },\n",
      "          \"standardError\": 3.245077053621908e-05\n",
      "        },\n",
      "        {\n",
      "          \"fidelity\": 0.956,\n",
      "          \"fidelityType\": {\n",
      "            \"description\": null,\n",
      "            \"name\": \"READOUT\"\n",
      "          },\n",
      "          \"standardError\": null\n",
      "        }\n",
      "      ]\n",
      "    },\n",
      "    \"1\": {\n",
      "      \"T1\": {\n",
      "        \"standardError\": null,\n",
      "        \"unit\": \"S\",\n",
      "        \"value\": 1.88311325591214e-05\n",
      "      },\n",
      "      \"T2\": {\n",
      "        \"standardError\": null,\n",
      "        \"unit\": \"S\",\n",
      "        \"value\": 3.110045244386668e-06\n",
      "      },\n",
      "      \"oneQubitFidelity\": [\n",
      "        {\n",
      "          \"fidelity\": 0.9993969904285588,\n",
      "          \"fidelityType\": {\n",
      "            \"description\": null,\n",
      "            \"name\": \"RANDOMIZED_BENCHMARKING\"\n",
      "          },\n",
      "          \"standardError\": 1.9292236990663324e-05\n",
      "        },\n",
      "        {\n",
      "          \"fidelity\": 0.998285188013439,\n",
      "          \"fidelityType\": {\n",
      "            \"description\": null,\n",
      "            \"name\": \"SIMULTANEOUS_RANDOMIZED_BENCHMARKING\"\n",
      "          },\n",
      "          \"standardError\": 0.00019306853965978077\n",
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      "            \"name\": \"INTERLEAVED_RANDOMIZED_BENCHMARKING\"\n",
      "          },\n",
      "          \"gateName\": \"ISWAP\",\n",
      "          \"standardError\": 0.010563774023677091\n",
      "        }\n",
      "      ]\n",
      "    },\n",
      "    \"74-81\": {\n",
      "      \"twoQubitGateFidelity\": [\n",
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      "    \"75-76\": {\n",
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      "    \"75-82\": {\n",
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      "    \"81-82\": {\n",
      "      \"twoQubitGateFidelity\": [\n",
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      "    \"82-83\": {\n",
      "      \"twoQubitGateFidelity\": [\n",
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      "    },\n",
      "    \"9-10\": {\n",
      "      \"twoQubitGateFidelity\": [\n",
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      "          \"direction\": null,\n",
      "          \"fidelity\": 0.9894826496182284,\n",
      "          \"fidelityType\": {\n",
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      "            \"name\": \"INTERLEAVED_RANDOMIZED_BENCHMARKING\"\n",
      "          },\n",
      "          \"gateName\": \"ISWAP\",\n",
      "          \"standardError\": 0.003363027984906645\n",
      "        }\n",
      "      ]\n",
      "    },\n",
      "    \"9-16\": {\n",
      "      \"twoQubitGateFidelity\": [\n",
      "        {\n",
      "          \"direction\": null,\n",
      "          \"fidelity\": 0.98981881943749,\n",
      "          \"fidelityType\": {\n",
      "            \"description\": null,\n",
      "            \"name\": \"INTERLEAVED_RANDOMIZED_BENCHMARKING\"\n",
      "          },\n",
      "          \"gateName\": \"ISWAP\",\n",
      "          \"standardError\": 0.002436876083220874\n",
      "        }\n",
      "      ]\n",
      "    }\n",
      "  }\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "device = AwsDevice(Devices.Rigetti.Ankaa3)\n",
    "\n",
    "execution_windows = device.properties.service.executionWindows\n",
    "connectivity_graph = device.properties.paradigm.connectivity\n",
    "calibration = device.properties.standardized.dict()\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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