# 
<h2 align="center">
Open Quantum Design: Analog Emulator
</h2>
[](https://docs.openquantumdesign.org/open-quantum-design-analog-emulator)
[](https://pypi.org/project/oqd-analog-emulator)
[](https://github.com/OpenQuantumDesign/oqd-analog-emulator/actions/workflows/pytest.yml)
[](https://github.com/ambv/black)
[](https://opensource.org/licenses/Apache-2.0)
## What's here
- [Quick Start](#quickstart) <br/>
- [Installation](#installation) <br/>
## Installation <a name="installation"></a>
To install,
```bash
pip install oqd-analog-emulator
```
or
```bash
pip install git+https://github.com/OpenQuantumDesign/oqd-analog-emulator.git
```
To clone the repository locally for development:
```bash
git clone https://github.com/OpenQuantumDesign/oqd-analog-emulator.git
pip install .
```
This OQD repository depends on the [`oqd-core`](https://github.com/OpenQuantumDesign/oqd-core.git)
and [`oqd-compiler-infrastructure`](https://github.com/OpenQuantumDesign/oqd-compiler-infrastructure.git) packages, which should be installed with all other dependencies.
If needed, these can be manually installed via,
```bash
pip install oqd-compiler-infrastructure
pip install oqd-core
```
## Getting Started <a name="Getting Started"></a>
For example, to simulate a simple Rabi flopping experiment:
```python
import matplotlib.pyplot as plt
from oqd_core.interface.analog.operator import *
from oqd_core.interface.analog.operation import *
from oqd_core.backend.metric import *
from oqd_core.backend.task import Task, TaskArgsAnalog
from oqd_analog_emulator.qutip_backend import QutipBackend
X = PauliX()
Z = PauliZ()
circuit = AnalogCircuit()
circuit.evolve(duration=10, gate=AnalogGate(hamiltonian=X))
args = TaskArgsAnalog(
n_shots=100,
fock_cutoff=4,
metrics={"Z": Expectation(operator=Z)},
dt=1e-3,
)
task = Task(program=circuit, args=args)
backend = QutipBackend()
results = backend.run(task=task)
plt.plot(results.times, results.metrics["Z"], label=f"$\\langle Z \\rangle$")
```
### Where in the stack
```mermaid
block-beta
columns 3
block:Interface
columns 1
InterfaceTitle("<i><b>Interfaces</b><i/>")
InterfaceDigital["<b>Digital Interface</b>\nQuantum circuits with discrete gates"]
space
InterfaceAnalog["<b>Analog Interface</b>\n Continuous-time evolution with Hamiltonians"]
space
InterfaceAtomic["<b>Atomic Interface</b>\nLight-matter interactions between lasers and ions"]
space
end
block:IR
columns 1
IRTitle("<i><b>IRs</b><i/>")
IRDigital["Quantum circuit IR\nopenQASM, LLVM+QIR"]
space
IRAnalog["openQSIM"]
space
IRAtomic["openAPL"]
space
end
block:Emulator
columns 1
EmulatorsTitle("<i><b>Classical Emulators</b><i/>")
EmulatorDigital["Pennylane, Qiskit"]
space
EmulatorAnalog["QuTiP, QuantumOptics.jl"]
space
EmulatorAtomic["TrICal, QuantumIon.jl"]
space
end
space
block:RealTime
columns 1
RealTimeTitle("<i><b>Real-Time</b><i/>")
space
RTSoftware["ARTIQ, DAX, OQDAX"]
space
RTGateware["Sinara Real-Time Control"]
space
RTHardware["Lasers, Modulators, Photodetection, Ion Trap"]
space
RTApparatus["Trapped-Ion QPU (<sup>171</sup>Yt<sup>+</sup>, <sup>133</sup>Ba<sup>+</sup>)"]
space
end
space
InterfaceDigital --> IRDigital
InterfaceAnalog --> IRAnalog
InterfaceAtomic --> IRAtomic
IRDigital --> IRAnalog
IRAnalog --> IRAtomic
IRDigital --> EmulatorDigital
IRAnalog --> EmulatorAnalog
IRAtomic --> EmulatorAtomic
IRAtomic --> RealTimeTitle
RTSoftware --> RTGateware
RTGateware --> RTHardware
RTHardware --> RTApparatus
classDef title fill:#d6d4d4,stroke:#333,color:#333;
classDef digital fill:#E7E08B,stroke:#333,color:#333;
classDef analog fill:#E4E9B2,stroke:#333,color:#333;
classDef atomic fill:#D2E4C4,stroke:#333,color:#333;
classDef realtime fill:#B5CBB7,stroke:#333,color:#333;
classDef highlight fill:#f2bbbb,stroke:#333,color:#333,stroke-dasharray: 5 5;
class InterfaceTitle,IRTitle,EmulatorsTitle,RealTimeTitle title
class InterfaceDigital,IRDigital,EmulatorDigital digital
class InterfaceAnalog,IRAnalog,EmulatorAnalog analog
class InterfaceAtomic,IRAtomic,EmulatorAtomic atomic
class RTSoftware,RTGateware,RTHardware,RTApparatus realtime
class EmulatorAnalog highlight
```
The stack components highlighted in red are contained in this repository.
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"author": null,
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"description": "# \n\n<h2 align=\"center\">\n Open Quantum Design: Analog Emulator\n</h2>\n\n[](https://docs.openquantumdesign.org/open-quantum-design-analog-emulator)\n[](https://pypi.org/project/oqd-analog-emulator)\n[](https://github.com/OpenQuantumDesign/oqd-analog-emulator/actions/workflows/pytest.yml)\n\n[](https://github.com/ambv/black)\n[](https://opensource.org/licenses/Apache-2.0)\n\n\n\n## What's here\n\n- [Quick Start](#quickstart) <br/>\n- [Installation](#installation) <br/>\n\n## Installation <a name=\"installation\"></a>\n\nTo install,\n```bash\npip install oqd-analog-emulator\n```\nor\n```bash\npip install git+https://github.com/OpenQuantumDesign/oqd-analog-emulator.git\n```\n\nTo clone the repository locally for development:\n\n```bash\ngit clone https://github.com/OpenQuantumDesign/oqd-analog-emulator.git\npip install .\n```\n\nThis OQD repository depends on the [`oqd-core`](https://github.com/OpenQuantumDesign/oqd-core.git)\nand [`oqd-compiler-infrastructure`](https://github.com/OpenQuantumDesign/oqd-compiler-infrastructure.git) packages, which should be installed with all other dependencies. \nIf needed, these can be manually installed via,\n```bash\npip install oqd-compiler-infrastructure\npip install oqd-core\n```\n\n## Getting Started <a name=\"Getting Started\"></a>\n\nFor example, to simulate a simple Rabi flopping experiment:\n\n```python\nimport matplotlib.pyplot as plt\n\nfrom oqd_core.interface.analog.operator import *\nfrom oqd_core.interface.analog.operation import *\nfrom oqd_core.backend.metric import *\nfrom oqd_core.backend.task import Task, TaskArgsAnalog\nfrom oqd_analog_emulator.qutip_backend import QutipBackend\n\nX = PauliX()\nZ = PauliZ()\n\ncircuit = AnalogCircuit()\ncircuit.evolve(duration=10, gate=AnalogGate(hamiltonian=X))\n\nargs = TaskArgsAnalog(\n n_shots=100,\n fock_cutoff=4,\n metrics={\"Z\": Expectation(operator=Z)},\n dt=1e-3,\n)\n\ntask = Task(program=circuit, args=args)\n\nbackend = QutipBackend()\nresults = backend.run(task=task)\n\nplt.plot(results.times, results.metrics[\"Z\"], label=f\"$\\\\langle Z \\\\rangle$\")\n```\n\n### Where in the stack\n```mermaid\nblock-beta\n columns 3\n \n block:Interface\n columns 1\n InterfaceTitle(\"<i><b>Interfaces</b><i/>\")\n InterfaceDigital[\"<b>Digital Interface</b>\\nQuantum circuits with discrete gates\"] \n space\n InterfaceAnalog[\"<b>Analog Interface</b>\\n Continuous-time evolution with Hamiltonians\"] \n space\n InterfaceAtomic[\"<b>Atomic Interface</b>\\nLight-matter interactions between lasers and ions\"]\n space\n end\n \n block:IR\n columns 1\n IRTitle(\"<i><b>IRs</b><i/>\")\n IRDigital[\"Quantum circuit IR\\nopenQASM, LLVM+QIR\"] \n space\n IRAnalog[\"openQSIM\"]\n space\n IRAtomic[\"openAPL\"]\n space\n end\n \n block:Emulator\n columns 1\n EmulatorsTitle(\"<i><b>Classical Emulators</b><i/>\")\n \n EmulatorDigital[\"Pennylane, Qiskit\"] \n space\n EmulatorAnalog[\"QuTiP, QuantumOptics.jl\"]\n space\n EmulatorAtomic[\"TrICal, QuantumIon.jl\"]\n space\n end\n \n space\n block:RealTime\n columns 1\n RealTimeTitle(\"<i><b>Real-Time</b><i/>\")\n space\n RTSoftware[\"ARTIQ, DAX, OQDAX\"] \n space\n RTGateware[\"Sinara Real-Time Control\"]\n space\n RTHardware[\"Lasers, Modulators, Photodetection, Ion Trap\"]\n space\n RTApparatus[\"Trapped-Ion QPU (<sup>171</sup>Yt<sup>+</sup>, <sup>133</sup>Ba<sup>+</sup>)\"]\n space\n end\n space\n \n InterfaceDigital --> IRDigital\n InterfaceAnalog --> IRAnalog\n InterfaceAtomic --> IRAtomic\n \n IRDigital --> IRAnalog\n IRAnalog --> IRAtomic\n \n IRDigital --> EmulatorDigital\n IRAnalog --> EmulatorAnalog\n IRAtomic --> EmulatorAtomic\n \n IRAtomic --> RealTimeTitle\n \n RTSoftware --> RTGateware\n RTGateware --> RTHardware\n RTHardware --> RTApparatus\n \n classDef title fill:#d6d4d4,stroke:#333,color:#333;\n classDef digital fill:#E7E08B,stroke:#333,color:#333;\n classDef analog fill:#E4E9B2,stroke:#333,color:#333;\n classDef atomic fill:#D2E4C4,stroke:#333,color:#333;\n classDef realtime fill:#B5CBB7,stroke:#333,color:#333;\n\n classDef highlight fill:#f2bbbb,stroke:#333,color:#333,stroke-dasharray: 5 5;\n \n class InterfaceTitle,IRTitle,EmulatorsTitle,RealTimeTitle title\n class InterfaceDigital,IRDigital,EmulatorDigital digital\n class InterfaceAnalog,IRAnalog,EmulatorAnalog analog\n class InterfaceAtomic,IRAtomic,EmulatorAtomic atomic\n class RTSoftware,RTGateware,RTHardware,RTApparatus realtime\n \n class EmulatorAnalog highlight\n```\nThe stack components highlighted in red are contained in this repository.\n",
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