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",
    "from braket.aws import AwsDevice\n",
    "from braket.devices import 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": {
    "ExecuteTime": {
     "end_time": "2023-08-29T21:51:38.107577Z",
     "start_time": "2023-08-29T21:51:23.723786Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "[Device('name': Advantage_system1.1, 'arn': arn:aws:braket:::device/qpu/d-wave/Advantage_system1),\n Device('name': Advantage_system3.2, 'arn': arn:aws:braket:::device/qpu/d-wave/Advantage_system3),\n Device('name': Advantage_system4.1, 'arn': arn:aws:braket:::device/qpu/d-wave/Advantage_system4),\n Device('name': Advantage_system6.1, 'arn': arn:aws:braket:us-west-2::device/qpu/d-wave/Advantage_system6),\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': Aspen-10, 'arn': arn:aws:braket:::device/qpu/rigetti/Aspen-10),\n Device('name': Aspen-11, 'arn': arn:aws:braket:::device/qpu/rigetti/Aspen-11),\n Device('name': Aspen-8, 'arn': arn:aws:braket:::device/qpu/rigetti/Aspen-8),\n Device('name': Aspen-9, 'arn': arn:aws:braket:::device/qpu/rigetti/Aspen-9),\n Device('name': Aspen-M-1, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-1),\n Device('name': Aspen-M-2, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-2),\n Device('name': Aspen-M-3, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-3),\n Device('name': Borealis, 'arn': arn:aws:braket:us-east-1::device/qpu/xanadu/Borealis),\n Device('name': DW_2000Q_6, 'arn': arn:aws:braket:::device/qpu/d-wave/DW_2000Q_6),\n Device('name': Harmony, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Harmony),\n Device('name': Lucy, 'arn': arn:aws:braket:eu-west-2::device/qpu/oqc/Lucy)]"
     },
     "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': Harmony, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Harmony)]"
     },
     "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/Harmony'])"
   ]
  },
  {
   "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': Aspen-M-3, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-3)]"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for example, the following name refers to a Rigetti Aspen system.\n",
    "AwsDevice.get_devices(names=['Aspen-M-3'])"
   ]
  },
  {
   "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': 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': Aspen-M-3, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-3),\n Device('name': Harmony, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Harmony),\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': Lucy, 'arn': arn:aws:braket:eu-west-2::device/qpu/oqc/Lucy)]"
     },
     "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': Harmony, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Harmony)]"
     },
     "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': Advantage_system3.2, 'arn': arn:aws:braket:::device/qpu/d-wave/Advantage_system3),\n Device('name': Advantage_system6.1, 'arn': arn:aws:braket:us-west-2::device/qpu/d-wave/Advantage_system6),\n Device('name': Advantage_system4.1, 'arn': arn:aws:braket:::device/qpu/d-wave/Advantage_system4),\n Device('name': Advantage_system1.1, 'arn': arn:aws:braket:::device/qpu/d-wave/Advantage_system1),\n Device('name': DW_2000Q_6, 'arn': arn:aws:braket:::device/qpu/d-wave/DW_2000Q_6),\n Device('name': Aria 1, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Aria-1),\n Device('name': Harmony, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Harmony),\n Device('name': Lucy, 'arn': arn:aws:braket:eu-west-2::device/qpu/oqc/Lucy),\n Device('name': Aquila, 'arn': arn:aws:braket:us-east-1::device/qpu/quera/Aquila),\n Device('name': Aspen-10, 'arn': arn:aws:braket:::device/qpu/rigetti/Aspen-10),\n Device('name': Aspen-M-2, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-2),\n Device('name': Aspen-8, 'arn': arn:aws:braket:::device/qpu/rigetti/Aspen-8),\n Device('name': Aspen-M-3, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-3),\n Device('name': Aspen-9, 'arn': arn:aws:braket:::device/qpu/rigetti/Aspen-9),\n Device('name': Aspen-M-1, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-1),\n Device('name': Aspen-11, 'arn': arn:aws:braket:::device/qpu/rigetti/Aspen-11),\n Device('name': Borealis, 'arn': arn:aws:braket:us-east-1::device/qpu/xanadu/Borealis)]"
     },
     "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': 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': Aspen-M-3, 'arn': arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-3),\n Device('name': Harmony, 'arn': arn:aws:braket:us-east-1::device/qpu/ionq/Harmony)]"
     },
     "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."
   ]
  },
  {
   "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(\"arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-3\")\n",
    "# IonQ\n",
    "device = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/ionq/Harmony\")\n",
    "# the on-demand simulator SV1\n",
    "device = AwsDevice(\"arn:aws:braket:::device/quantum-simulator/amazon/sv1\")\n",
    "# the on-demand simulator TN1\n",
    "device = AwsDevice(\"arn:aws:braket:::device/quantum-simulator/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(\"arn:aws:braket:::device/quantum-simulator/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": 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 Aspen-M-3:\n",
      "[DeviceExecutionWindow(executionDay=<ExecutionDay.EVERYDAY: 'Everyday'>, windowStartHour=datetime.time(4, 0), windowEndHour=datetime.time(6, 0)), DeviceExecutionWindow(executionDay=<ExecutionDay.EVERYDAY: 'Everyday'>, windowStartHour=datetime.time(15, 0), windowEndHour=datetime.time(18, 0))]\n",
      "\n",
      "The connectivity graph of the qubits for this device:\n",
      " fullyConnected=False connectivityGraph={'0': ['1', '7', '103'], '100': ['101', '107'], '10': ['11', '17', '113'], '110': ['111', '117'], '20': ['21', '27', '123'], '120': ['121', '127'], '30': ['31', '37', '133'], '130': ['131', '137'], '40': ['41', '47', '143'], '140': ['141', '147'], '1': ['0', '2', '16'], '101': ['100', '102'], '11': ['10', '12'], '111': ['110', '112', '126'], '21': ['20', '22', '36'], '121': ['120', '122'], '31': ['30', '32', '46'], '131': ['130', '132', '146'], '41': ['40', '42'], '141': ['140', '142'], '2': ['1', '3', '15'], '102': ['101', '103', '115'], '12': ['11', '13', '25'], '112': ['111', '113', '125'], '22': ['21', '23', '35'], '122': ['121', '123', '135'], '32': ['31', '33', '45'], '132': ['131', '133', '145'], '42': ['41', '43'], '142': ['141', '143'], '3': ['2', '4'], '103': ['102', '104', '0'], '13': ['12', '14'], '113': ['112', '114', '10'], '23': ['22', '24'], '123': ['122', '124', '20'], '33': ['32', '34'], '133': ['132', '134', '30'], '43': ['42', '44'], '143': ['142', '144', '40'], '4': ['3', '5'], '104': ['103', '105', '7'], '14': ['13', '15'], '114': ['113', '115', '17'], '24': ['23', '25'], '124': ['123', '125', '27'], '34': ['33', '35'], '134': ['133', '135', '37'], '44': ['43', '45'], '144': ['143', '145', '47'], '5': ['4', '6'], '105': ['104', '106'], '15': ['14', '16', '2'], '115': ['114', '102'], '25': ['24', '26', '12'], '125': ['124', '126', '112'], '35': ['34', '36', '22'], '135': ['134', '122'], '45': ['44', '46', '32'], '145': ['144', '146', '132'], '6': ['5'], '106': ['105', '107'], '16': ['15', '17', '1'], '116': ['117'], '26': ['25', '27'], '126': ['125', '127', '111'], '36': ['35', '37', '21'], '46': ['45', '47', '31'], '146': ['145', '147', '131'], '7': ['0', '104'], '107': ['106', '100'], '17': ['16', '10', '114'], '117': ['116', '110'], '27': ['26', '20', '124'], '127': ['126', '120'], '37': ['36', '30', '134'], '137': ['130'], '47': ['46', '40', '144'], '147': ['146', '140']}\n",
      "\n",
      "Calibration data:\n",
      " {\n",
      "  \"1Q\": {\n",
      "    \"0\": {\n",
      "      \"T1\": 1.0019627401991471e-05,\n",
      "      \"T2\": 1.8156447816365015e-05,\n",
      "      \"f1QRB\": 0.9971121191110229,\n",
      "      \"f1QRB_std_err\": 0.00012098515736161127,\n",
      "      \"f1Q_simultaneous_RB\": 0.9949911912473116,\n",
      "      \"f1Q_simultaneous_RB_std_err\": 0.00021399680263549308,\n",
      "      \"fActiveReset\": 0.9745,\n",
      "      \"fRO\": 0.944\n",
      "    },\n",
      "    \"1\": {\n",
      "      \"T1\": 3.742007966955896e-05,\n",
      "      \"T2\": 4.2520352127649304e-05,\n",
      "      \"f1QRB\": 0.9794931785351835,\n",
      "      \"f1QRB_std_err\": 0.005993409255176701,\n",
      "      \"f1Q_simultaneous_RB\": 0.9894916381227867,\n",
      "      \"f1Q_simultaneous_RB_std_err\": 0.0006666063224924857,\n",
      "      \"fActiveReset\": 0.885,\n",
      "      \"fRO\": 0.931\n",
      "    },\n",
      "    \"10\": {\n",
      "      \"T1\": 2.5578694019978698e-05,\n",
      "      \"T2\": 1.9006026304791726e-05,\n",
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      "      \"fCPHASE_std_err\": 0.011430659825818456,\n",
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      "      \"fCZ_std_err\": 0.010494498890967248,\n",
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      "      \"fXY_std_err\": 0.006062436296278731\n",
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      "    \"145-146\": {\n",
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      "      \"fCPHASE_std_err\": 0.007073137832921423,\n",
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      "      \"fCZ_std_err\": 0.006810995940763567,\n",
      "      \"fXY\": 0.8311954985444165,\n",
      "      \"fXY_std_err\": 0.00922382515670548\n",
      "    },\n",
      "    \"146-147\": {\n",
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      "      \"fCPHASE_std_err\": 0.008618229087052433,\n",
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      "      \"fCZ_std_err\": 0.00428972743839352,\n",
      "      \"fXY\": 0.839370360129378,\n",
      "      \"fXY_std_err\": 0.008945193785511701\n",
      "    },\n",
      "    \"15-16\": {\n",
      "      \"fXY\": 0.9411129423358784,\n",
      "      \"fXY_std_err\": 0.008589686068710857\n",
      "    },\n",
      "    \"16-17\": {\n",
      "      \"fCPHASE\": 0.8120141879123698,\n",
      "      \"fCPHASE_std_err\": 0.01285905533865218,\n",
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      "      \"fXY_std_err\": 0.01112519970237919\n",
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      "      \"fXY_std_err\": 0.015413823628194994\n",
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      "    \"2-15\": {\n",
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      "      \"fXY_std_err\": 0.006024530902563688\n",
      "    },\n",
      "    \"2-3\": {\n",
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      "      \"fCPHASE_std_err\": 0.011539363511586041,\n",
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      "      \"fCZ_std_err\": 0.012707500221574368,\n",
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      "      \"fXY_std_err\": 0.006435072931164767\n",
      "    },\n",
      "    \"20-123\": {\n",
      "      \"fXY\": 0.9625547550522658,\n",
      "      \"fXY_std_err\": 0.010103472807831608\n",
      "    },\n",
      "    \"20-21\": {\n",
      "      \"fCPHASE\": 0.9795213551310763,\n",
      "      \"fCPHASE_std_err\": 0.004919748220505247,\n",
      "      \"fCZ\": 0.9799195875969521,\n",
      "      \"fCZ_std_err\": 0.005512235041770267,\n",
      "      \"fXY\": 0.9882017817290841,\n",
      "      \"fXY_std_err\": 0.00323176157530799\n",
      "    },\n",
      "    \"20-27\": {\n",
      "      \"fCPHASE\": 0.8460266664101291,\n",
      "      \"fCPHASE_std_err\": 0.010737815462902905,\n",
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      "      \"fCZ_std_err\": 0.012595526004825943,\n",
      "      \"fXY\": 0.8468169531181722,\n",
      "      \"fXY_std_err\": 0.013710325168424771\n",
      "    },\n",
      "    \"21-22\": {\n",
      "      \"fCPHASE\": 0.9087551591803132,\n",
      "      \"fCPHASE_std_err\": 0.004634116594670538,\n",
      "      \"fCZ\": 0.9466435051774078,\n",
      "      \"fCZ_std_err\": 0.00863506071949414,\n",
      "      \"fXY\": 0.8744007624215985,\n",
      "      \"fXY_std_err\": 0.006280679242085564\n",
      "    },\n",
      "    \"21-36\": {\n",
      "      \"fCPHASE\": 0.8953767857637024,\n",
      "      \"fCPHASE_std_err\": 0.007800703921311722,\n",
      "      \"fCZ\": 0.900832439174963,\n",
      "      \"fCZ_std_err\": 0.013618429325916425,\n",
      "      \"fXY\": 0.969606716625874,\n",
      "      \"fXY_std_err\": 0.0074857257601570895\n",
      "    },\n",
      "    \"22-23\": {\n",
      "      \"fCPHASE\": 0.4023870860880974,\n",
      "      \"fCPHASE_std_err\": 0.0,\n",
      "      \"fCZ\": 0.8643485749937498,\n",
      "      \"fCZ_std_err\": 0.012001615163542733,\n",
      "      \"fXY\": 0.8381206387329585,\n",
      "      \"fXY_std_err\": 0.011257098796679799\n",
      "    },\n",
      "    \"22-35\": {\n",
      "      \"fCPHASE\": 0.8196242619757357,\n",
      "      \"fCPHASE_std_err\": 0.015955726727578036,\n",
      "      \"fCZ\": 0.9775837103437713,\n",
      "      \"fCZ_std_err\": 0.015010996308964165\n",
      "    },\n",
      "    \"23-24\": {\n",
      "      \"fCPHASE\": 0.7477947402888779,\n",
      "      \"fCPHASE_std_err\": 0.015803083454781677,\n",
      "      \"fCZ\": 0.7994291760931569,\n",
      "      \"fCZ_std_err\": 0.013943891954425879,\n",
      "      \"fXY\": 0.8357740015929707,\n",
      "      \"fXY_std_err\": 0.01135875095839405\n",
      "    },\n",
      "    \"24-25\": {\n",
      "      \"fCPHASE\": 0.7911457577773754,\n",
      "      \"fCPHASE_std_err\": 0.012608205623260165,\n",
      "      \"fCZ\": 0.8715425363961239,\n",
      "      \"fCZ_std_err\": 0.007649794685344578,\n",
      "      \"fXY\": 0.8560274516816423,\n",
      "      \"fXY_std_err\": 0.007441739199417008\n",
      "    },\n",
      "    \"25-26\": {\n",
      "      \"fCPHASE\": 0.7949431745279214,\n",
      "      \"fCPHASE_std_err\": 0.010605604351823648,\n",
      "      \"fCZ\": 0.8211493263175224,\n",
      "      \"fCZ_std_err\": 0.012234924843666957\n",
      "    },\n",
      "    \"26-27\": {\n",
      "      \"fCPHASE\": 0.8790668438072887,\n",
      "      \"fCPHASE_std_err\": 0.00600454528284147,\n",
      "      \"fCZ\": 0.8224680935475698,\n",
      "      \"fCZ_std_err\": 0.010853025805640081,\n",
      "      \"fXY\": 0.979911853294465,\n",
      "      \"fXY_std_err\": 0.0034263417900048288\n",
      "    },\n",
      "    \"27-124\": {\n",
      "      \"fCPHASE\": 0.8488823484571064,\n",
      "      \"fCPHASE_std_err\": 0.01379114029754146,\n",
      "      \"fCZ\": 0.8503392025188461,\n",
      "      \"fCZ_std_err\": 0.013710966229980004,\n",
      "      \"fXY\": 0.8112032769229353,\n",
      "      \"fXY_std_err\": 0.011379992419121259\n",
      "    },\n",
      "    \"3-4\": {\n",
      "      \"fCPHASE\": 0.902595861877397,\n",
      "      \"fCPHASE_std_err\": 0.004704032410868528,\n",
      "      \"fCZ\": 0.9116723541670215,\n",
      "      \"fCZ_std_err\": 0.0037692219300292634,\n",
      "      \"fXY\": 0.9582552403036639,\n",
      "      \"fXY_std_err\": 0.0076428543821109906\n",
      "    },\n",
      "    \"30-133\": {\n",
      "      \"fXY\": 0.9706537557430696,\n",
      "      \"fXY_std_err\": 0.004940620313027245\n",
      "    },\n",
      "    \"30-31\": {\n",
      "      \"fCPHASE\": 0.8420700144416194,\n",
      "      \"fCPHASE_std_err\": 0.011087446582990235,\n",
      "      \"fCZ\": 0.9643024825795201,\n",
      "      \"fCZ_std_err\": 0.005502672513132036,\n",
      "      \"fXY\": 0.9799335311606134,\n",
      "      \"fXY_std_err\": 0.0034740780870390763\n",
      "    },\n",
      "    \"30-37\": {\n",
      "      \"fCPHASE\": 0.9851315428224313,\n",
      "      \"fCPHASE_std_err\": 0.008876266691075803,\n",
      "      \"fCZ\": 0.9909470311727853,\n",
      "      \"fCZ_std_err\": 0.0024275690534097997,\n",
      "      \"fXY\": 0.9808663662204445,\n",
      "      \"fXY_std_err\": 0.002722416369632401\n",
      "    },\n",
      "    \"31-32\": {\n",
      "      \"fCPHASE\": 0.9480763980825057,\n",
      "      \"fCPHASE_std_err\": 0.009697474267508355,\n",
      "      \"fCZ\": 0.9674867414146813,\n",
      "      \"fCZ_std_err\": 0.005071669880859819,\n",
      "      \"fXY\": 0.9551036660548426,\n",
      "      \"fXY_std_err\": 0.009672866759569717\n",
      "    },\n",
      "    \"31-46\": {\n",
      "      \"fCPHASE\": 0.7451324395811085,\n",
      "      \"fCPHASE_std_err\": 0.02410104673629651,\n",
      "      \"fCZ\": 0.8509327357950363,\n",
      "      \"fCZ_std_err\": 0.013878713620579736,\n",
      "      \"fXY\": 0.9551121081877012,\n",
      "      \"fXY_std_err\": 0.013058682222244069\n",
      "    },\n",
      "    \"32-33\": {\n",
      "      \"fCPHASE\": 0.9781105635889565,\n",
      "      \"fCPHASE_std_err\": 0.008255196320458536,\n",
      "      \"fCZ\": 0.9658340842195152,\n",
      "      \"fCZ_std_err\": 0.004724289736930658,\n",
      "      \"fXY\": 0.9673497666658963,\n",
      "      \"fXY_std_err\": 0.00617951290329932\n",
      "    },\n",
      "    \"32-45\": {\n",
      "      \"fCPHASE\": 0.6302950720341147,\n",
      "      \"fCPHASE_std_err\": 0.030661502427856056,\n",
      "      \"fCZ\": 0.8350918488327835,\n",
      "      \"fCZ_std_err\": 0.012302786121102456,\n",
      "      \"fXY\": 0.8607015775412117,\n",
      "      \"fXY_std_err\": 0.008131687268163504\n",
      "    },\n",
      "    \"33-34\": {\n",
      "      \"fCPHASE\": 0.9338040590513575,\n",
      "      \"fCPHASE_std_err\": 0.009073135971258946,\n",
      "      \"fCZ\": 0.975900239974149,\n",
      "      \"fCZ_std_err\": 0.0047682961332536165,\n",
      "      \"fXY\": 0.9775248656506237,\n",
      "      \"fXY_std_err\": 0.006284461419198775\n",
      "    },\n",
      "    \"34-35\": {\n",
      "      \"fCPHASE\": 0.9875578518405631,\n",
      "      \"fCPHASE_std_err\": 0.009886419447521675,\n",
      "      \"fCZ\": 0.9886935985681298,\n",
      "      \"fCZ_std_err\": 0.01154364217132941,\n",
      "      \"fXY\": 0.9613665443068069,\n",
      "      \"fXY_std_err\": 0.015429198484195878\n",
      "    },\n",
      "    \"35-36\": {\n",
      "      \"fCPHASE\": 0.929365835506107,\n",
      "      \"fCPHASE_std_err\": 0.011131707019955799,\n",
      "      \"fCZ\": 0.9805962566019667,\n",
      "      \"fCZ_std_err\": 0.009499459214322426,\n",
      "      \"fXY\": 0.9594587171237867,\n",
      "      \"fXY_std_err\": 0.011091056630799845\n",
      "    },\n",
      "    \"36-37\": {\n",
      "      \"fCPHASE\": 0.9560819924399411,\n",
      "      \"fCPHASE_std_err\": 0.008210913890871708,\n",
      "      \"fCZ\": 0.9793560750174874,\n",
      "      \"fCZ_std_err\": 0.0036218267718010305,\n",
      "      \"fXY\": 0.9586308965524304,\n",
      "      \"fXY_std_err\": 0.004880677396110861\n",
      "    },\n",
      "    \"37-134\": {\n",
      "      \"fXY\": 0.9578346939414081,\n",
      "      \"fXY_std_err\": 0.007116297728417431\n",
      "    },\n",
      "    \"4-5\": {\n",
      "      \"fCPHASE\": 0.8931743875481084,\n",
      "      \"fCPHASE_std_err\": 0.005081676792879648,\n",
      "      \"fCZ\": 0.9630948843587502,\n",
      "      \"fCZ_std_err\": 0.007454736016985157,\n",
      "      \"fXY\": 0.9619212239510604,\n",
      "      \"fXY_std_err\": 0.007758574190629133\n",
      "    },\n",
      "    \"40-143\": {\n",
      "      \"fCPHASE\": 0.825343350538141,\n",
      "      \"fCPHASE_std_err\": 0.014591369894923498,\n",
      "      \"fCZ\": 0.9687623990355501,\n",
      "      \"fCZ_std_err\": 0.00640694539918302,\n",
      "      \"fXY\": 0.8568796967461672,\n",
      "      \"fXY_std_err\": 0.006416869815159381\n",
      "    },\n",
      "    \"40-41\": {\n",
      "      \"fCPHASE\": 0.9602799746268945,\n",
      "      \"fCPHASE_std_err\": 0.009621123887036013,\n",
      "      \"fCZ\": 0.8768566501673017,\n",
      "      \"fCZ_std_err\": 0.008842465949255146,\n",
      "      \"fXY\": 0.9127083985195603,\n",
      "      \"fXY_std_err\": 0.0047391817740567105\n",
      "    },\n",
      "    \"40-47\": {\n",
      "      \"fXY\": 0.9469239863945675,\n",
      "      \"fXY_std_err\": 0.008413220729950733\n",
      "    },\n",
      "    \"41-42\": {\n",
      "      \"fCPHASE\": 0.9776846543459089,\n",
      "      \"fCPHASE_std_err\": 0.004413517518558728,\n",
      "      \"fCZ\": 0.982251401053911,\n",
      "      \"fCZ_std_err\": 0.002754159276908868,\n",
      "      \"fXY\": 0.9751134715740551,\n",
      "      \"fXY_std_err\": 0.0037014489304022942\n",
      "    },\n",
      "    \"42-43\": {\n",
      "      \"fCPHASE\": 0.8641025513884817,\n",
      "      \"fCPHASE_std_err\": 0.009138051792386694,\n",
      "      \"fCZ\": 0.831882378928914,\n",
      "      \"fCZ_std_err\": 0.013539860901882328,\n",
      "      \"fXY\": 0.9795666057049517,\n",
      "      \"fXY_std_err\": 0.004196647491441857\n",
      "    },\n",
      "    \"43-44\": {\n",
      "      \"fCPHASE\": 0.7742981476368755,\n",
      "      \"fCPHASE_std_err\": 0.013143406358383646,\n",
      "      \"fCZ\": 0.8153472583616549,\n",
      "      \"fCZ_std_err\": 0.01279944049610055,\n",
      "      \"fXY\": 0.8892096097002742,\n",
      "      \"fXY_std_err\": 0.004130235749113399\n",
      "    },\n",
      "    \"44-45\": {\n",
      "      \"fCPHASE\": 0.8048966733743887,\n",
      "      \"fCPHASE_std_err\": 0.009786666767178627,\n",
      "      \"fCZ\": 0.8782228424468496,\n",
      "      \"fCZ_std_err\": 0.005612486501756126,\n",
      "      \"fXY\": 0.8201901567150219,\n",
      "      \"fXY_std_err\": 0.007211893914191356\n",
      "    },\n",
      "    \"45-46\": {\n",
      "      \"fCPHASE\": 0.675614219464888,\n",
      "      \"fCPHASE_std_err\": 0.027350906408200915,\n",
      "      \"fCZ\": 0.8051587887308359,\n",
      "      \"fCZ_std_err\": 0.015183729269388622,\n",
      "      \"fXY\": 0.8101197188647066,\n",
      "      \"fXY_std_err\": 0.013345207263287216\n",
      "    },\n",
      "    \"46-47\": {\n",
      "      \"fXY\": 0.8302498925018698,\n",
      "      \"fXY_std_err\": 0.013988718693866418\n",
      "    },\n",
      "    \"47-144\": {\n",
      "      \"fCPHASE\": 0.7391513043090745,\n",
      "      \"fCPHASE_std_err\": 0.020526466426278887,\n",
      "      \"fCZ\": 0.8461780976711759,\n",
      "      \"fCZ_std_err\": 0.01210767901459508,\n",
      "      \"fXY\": 0.8452877863508061,\n",
      "      \"fXY_std_err\": 0.012620723321974623\n",
      "    },\n",
      "    \"5-6\": {\n",
      "      \"fCPHASE\": 0.9522506005247312,\n",
      "      \"fCPHASE_std_err\": 0.007094426903247956,\n",
      "      \"fCZ\": 0.9781775212863244,\n",
      "      \"fCZ_std_err\": 0.0035086935569318338,\n",
      "      \"fXY\": 0.7665539747974158,\n",
      "      \"fXY_std_err\": 0.00894151091076457\n",
      "    },\n",
      "    \"7-104\": {\n",
      "      \"fCPHASE\": 0.873964642657196,\n",
      "      \"fCPHASE_std_err\": 0.018491150891536638,\n",
      "      \"fCZ\": 0.949881163464861,\n",
      "      \"fCZ_std_err\": 0.01968192123996721,\n",
      "      \"fXY\": 0.9655286477606598,\n",
      "      \"fXY_std_err\": 0.008114810789553527\n",
      "    }\n",
      "  }\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "# the IonQ device\n",
    "device = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/ionq/Harmony\")\n",
    "\n",
    "# the Rigetti device\n",
    "device = AwsDevice(\"arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-3\")\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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