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haileytap |
This article introduces Q#, a programming language for developing and running quantum algorithms, and the structure of a Q# program. |
sonialopez |
10/24/2024 |
azure-quantum |
qdk |
overview |
|
Introduction to the Quantum Programming Language Q# |
microsoft.quantum.qsharp-overview |
Q# is a high-level, open-source programming language for developing and running quantum algorithms. Q# is included in the Quantum Development Kit (QDK). For more information, see Set up the Quantum Development Kit.
As a quantum programming language, Q# meets the following language, compiler, and runtime requirements:
- Hardware agnostic: Qubits in quantum algorithms aren't tied to a specific quantum hardware or layout. The Q# compiler and runtime handle the mapping from program qubits to physical qubits.
- Integrates quantum and classical computing: The ability to perform classical and quantum computations is essential in a universal quantum computer.
- Respects the laws of physics: Q# and quantum algorithms follow the rules of quantum physics. For example, you can't directly copy or access the qubit state in Q#.
Before you start writing quantum programs, it's important to understand their structure and components. Consider the following Q# program that creates a superposition state:
namespace Superposition {
@EntryPoint()
operation MeasureOneQubit() : Result {
// Allocate a qubit. By default, it's in the 0 state.
use q = Qubit();
// Apply the Hadamard operation, H, to the state.
// It now has a 50% chance of being measured as 0 or 1.
H(q);
// Measure the qubit in the Z-basis.
let result = M(q);
// Reset the qubit before releasing it.
Reset(q);
// Return the result of the measurement.
return result;
}
}
Based on the comments (//
), the Superposition
program first allocates a qubit, applies an operation to put the qubit in superposition, measures the qubit state, resets the qubit, and finally returns the result. Let's break this program down into its components.
Q# programs can optionally start with a user-defined namespace, such as:
namespace Superposition {
// Your code goes here.
}
Namespaces can help you organize related functionality. Each Q# program can have only one namespace
. If a namespace isn't specified, the Q# compiler uses the filename as the namespace. For example, the the Superposition
program could be written as:
@EntryPoint()
operation MeasureOneQubit() : Result {
// Allocate a qubit. By default, it's in the 0 state.
use q = Qubit();
// Apply the Hadamard operation, H, to the state.
// It now has a 50% chance of being measured as 0 or 1.
H(q);
// Measure the qubit in the Z-basis.
let result = M(q);
// Reset the qubit before releasing it.
Reset(q);
// Return the result of the measurement.
return result;
}
The Q# standard library has predefined namespaces that contain functions and operations you can use in quantum programs. For more information, see Built-in namespaces.
By default, the Q# compiler starts executing a program from the Main()
operation, if available, which can be located anywhere in the program. Optionally, you can use the @EntryPoint()
attribute to specify any operation in the program as the point of execution.
In the Superposition
program, the more descriptive MeasureOneQubit()
operation is the entry point of the program.
@EntryPoint()
operation MeasureOneQubit() : Result {
...
However, the program could also be written without the @EntryPoint()
attribute by renaming the MeasureOneQubit()
operation to Main()
:
// The Q# compiler automatically detects the Main() operation as the entry point.
operation Main() : Result {
// Allocate a qubit. By default, it's in the 0 state.
use q = Qubit();
// Apply the Hadamard operation, H, to the state.
// It now has a 50% chance of being measured as 0 or 1.
H(q);
// Measure the qubit in the Z-basis.
let result = M(q);
// Reset the qubit before releasing it.
Reset(q);
// Return the result of the measurement.
return result;
}
Q# provides built-in types that are common to most languages, including Int
, Double
, Bool
, and String
, and types that are specific to quantum computing. For example, the Result
type represents the result of a qubit measurement and can have one of two values: Zero
or One
.
In the Superposition
program, the MeasureOneQubit()
operation returns a Result
type, which corresponds to the return type of the M
operation. The measurement result is stored in a new variable that's defined using the let
statement:
// The operation definition returns a Result type.
operation MeasureOneQubit() : Result {
...
// Measure the qubit in the Z-basis, returning a Result type.
let result = M(q);
...
Q# also provides types that define ranges, arrays, and tuples. You can even define your own custom types.
In Q#, you allocate qubits using the use
keyword. Qubits are always allocated in the
The Superposition
program defines a single qubit:
// Allocate a qubit.
use q = Qubit();
You can also allocate multiple qubits and access each one through its index:
use qubits = Qubit[2]; // Allocate two qubits.
H(qubits[0]); // Apply H to the first qubit.
X(qubits[1]); // Apply X to the second qubit.
For more information, see Use statement.
After allocating a qubit, you can pass it to operations and functions, also known as callables. Operations are the basic building blocks of a Q# program. A Q# operation is a quantum subroutine, or a callable routine that contains quantum operations that change the state of the qubit register.
To define a Q# operation, you specify a name for the operation, its inputs, and its output. In the Superposition
program, the MeasureOneQubit()
operation is essentially the entire program. It takes no parameters and returns a Result
type:
operation MeasureOneQubit() : Result {
...
}
Here's a basic example that takes no parameters and expects no return value. The Unit
value is equivalent to NULL
in other languages:
operation SayHelloQ() : Unit {
Message("Hello quantum world!");
}
The Q# standard library also provides operations you can use in quantum programs, such as the Hadamard operation, H
, in the Superposition
program. Given a qubit in the Z-basis, H
puts the qubit into an even superposition, where it has a 50% chance of being measured as Zero
or One
.
While there are many types of quantum measurements, Q# focuses on projective measurements on single qubits, also known as Pauli measurements.
In Q#, the Measure
operation measures one or more qubits in the specified Pauli basis, which can be PauliX
, PauliY
, or PauliZ
. Measure
returns a Result
type of either Zero
or One
.
To implement a measurement in the computational basis M
operation, which measures a qubit in the Pauli Z-basis. This makes M
equivalent to Measure([PauliZ], [qubit])
.
The Superposition
program uses the M
operation:
// Measure the qubit in the Z-basis.
let result = M(q);
In Q#, qubits must be in the Reset
operation to reset each qubit to the
// Reset a qubit.
Reset(q);
The Q# standard library has built-in namespaces that contain functions and operations you can use in quantum programs. For example, the Microsoft.Quantum.Intrinsic
namespace contains commonly used operations and functions, such as M
to measure results and Message
to display user messages anywhere in the program.
To call a function or operation, you can specify the full namespace or use an import
statement, which makes all the functions and operations for that namespace available and makes your code more readable. The following examples call the same operation:
Microsoft.Quantum.Intrinsic.Message("Hello quantum world!");
// imports all functions and operations from the Microsoft.Quantum.Intrinsic namespace.
import Microsoft.Quantum.Intrinsic.*;
Message("Hello quantum world!");
// imports just the `Message` function from the Microsoft.Quantum.Intrinsic namespace.
import Microsoft.Quantum.Intrinsic.Message;
Message("Hello quantum world!");
// namespaces in the standard library may be imported using `Std` instead of `Microsoft.Quantum`.
import Std.Intrinsic.*;
Message("Hello quantum world!");
The Superposition
program doesn't have any import
statements or calls with full namespaces. That's because the Q# development environment automatically loads two namespaces: Microsoft.Quantum.Core
and Microsoft.Quantum.Intrinsic
, which contain commonly used functions and operations.
You can take advantage of the Microsoft.Quantum.Measurement
namespace by using the MResetZ
operation to optimize the Superposition
program. MResetZ
combines the measurement and reset operations into one step, as in the following example:
// Import the namespace for the MResetZ operation.
import Microsoft.Quantum.Measurement.*;
@EntryPoint()
operation MeasureOneQubit() : Result {
// Allocate a qubit. By default, it's in the 0 state.
use q = Qubit();
// Apply the Hadamard operation, H, to the state.
// It now has a 50% chance of being measured as 0 or 1.
H(q);
// Measure and reset the qubit, and then return the result value.
return MResetZ(q);
}
Q# and Azure Quantum are a powerful combination for developing and running quantum programs. With Q# and Azure Quantum, you can write quantum programs, simulate their behavior, estimate resource requirements, and run them on real quantum hardware. This integration allows you to explore the potential of quantum computing and develop innovative solutions for complex problems. Whether you are a beginner or an experienced quantum developer, Q# and Azure Quantum provide the tools and resources you need to unlock the power of quantum computing.
The following diagram shows the stages through which a quantum program passes when you develop it with Q# and Azure Quantum. Your program starts with the development environment and ends with the submission of the job to real quantum hardware.
:::image type="content" source="media/quantum-development-kit-flow-diagram.svg" alt-text="Diagram showing the workflow of quantum programming development.":::
Let's break down the steps in the diagram.
Run your quantum programs in your preferred development environment. You can use the online code editor in the Azure Quantum website, the hosted Jupyter Notebooks in your Azure Quantum workspace in the Azure portal, or a local development environment with Visual Studio Code. For more information, see Different ways to run Q# programs.
You can write quantum programs in Q# using the Quantum Development Kit (QDK). To get started, see Quickstart: Create your first Q# program.
Besides Q#, the QDK offers support for other languages for quantum computing, such as Qiskit and Cirq.
You can use Q# by itself or together with Python in various IDEs. For example, you can use a Q# project with a Python host program to call Q# operations. You can also integrate Q# with Python in Jupyter Notebooks. For more information, see Different ways to run Q# programs.
By default, Q# programs in Jupyter Notebooks use the ipykernel
Python package. To add Q# code to a notebook cell, use the %%qsharp
command, which is enabled with the qsharp
Python package, followed by your Q# code.
When using %%qsharp
, keep the following in mind:
- You must first run
import qsharp
to enable%%qsharp
. %%qsharp
scopes to the notebook cell in which it appears and changes the cell type from Python to Q#.- You can't put a Python statement before or after
%%qsharp
. - Q# code that follows
%%qsharp
must adhere to Q# syntax. For example, use//
instead of#
to denote comments and;
to end code lines.
Note
Azure notebooks in the Azure portal include the latest versions of the qsharp
and azure-quantum
Python packages, so you don't need to install anything. For more information, see Get started with Q# and Azure Quantum notebooks.
Before running on real quantum hardware, you’ll need to figure out whether your program can run on existing hardware, and how many resources it'll consume.
The Azure Quantum Resource Estimator allows you to assess architectural decisions, compare qubit technologies, and determine the resources needed to execute a given quantum algorithm. You can choose from pre-defined fault-tolerant protocols and specify assumptions of the underlying physical qubit model.
For more information, see Run your first resource estimate.
Note
The Azure Quantum Resources Estimator is free of charge and doesn't require an Azure account.
When you compile and run a quantum program, the QDK creates an instance of the quantum simulator and passes the Q# code to it. The simulator uses the Q# code to create qubits (simulations of quantum particles) and apply transformations to modify their state. The results of the quantum operations in the simulator are then returned to the program. Isolating the Q# code in the simulator ensures that the algorithms follow the laws of quantum physics and can run correctly on quantum computers.
You can submit your Q# programs (also known as jobs) to Azure Quantum through your preferred development environment, both locally and online. For more information, see how to submit Q# jobs. You can also run and submit quantum circuits written in Qiskit and Cirq languages.
Azure Quantum offers some of the most compelling and diverse quantum hardware available today from industry leaders. See Quantum computing providers for the current list of supported hardware providers.
Note
The cloud-based Quantinuum H-Series Emulator target is available without an Azure account. To submit a job to the rest of the Azure Quantum providers, you need an Azure account and quantum workspace. If you don't have a quantum workspace, see Create an Azure Quantum workspace.
The following diagram shows the basic workflow after you submit your job:
:::image type="content" source="~/media/azure-quantum-flow-diagram.png" alt-text="Diagram showing the workflow after a job submission to Azure Quantum.":::
- Different ways to run Q# programs
- Set up the Quantum Development Kit
- Quickstart: Create your first Q# program