Runtime
qiskit.providers.ibmq.runtime
Modules related to Qiskit Runtime Service.
The Qiskit Runtime service is not available to all providers. To check if your provider has access:
from qiskit import IBMQ
IBMQ.load_account()
provider = IBMQ.get_provider(...)
can_use_runtime = provider.has_service('runtime')
Not all backends support Qiskit Runtime. Refer to documentation in Qiskit-Partners/qiskit-runtime for more information.
This package is currently provided in beta form and heavy modifications to both functionality and API are likely to occur. Backward compatibility is not always guaranteed.
Qiskit Runtime is a new architecture offered by IBM Quantum that streamlines computations requiring many iterations. These experiments will execute significantly faster within its improved hybrid quantum/classical process.
The Qiskit Runtime Service allows authorized users to upload their Qiskit quantum programs. A Qiskit quantum program, also called a runtime program, is a piece of Python code and its metadata that takes certain inputs, performs quantum and maybe classical processing, and returns the results. The same or other authorized users can invoke these quantum programs by simply passing in parameters.
Qiskit-Partners/qiskit-runtime contains detailed tutorials on how to use Qiskit Runtime.
Listing runtime programs
To list all available runtime programs:
from qiskit import IBMQ
provider = IBMQ.load_account()
# List all available programs.
provider.runtime.pprint_programs()
# Get a single program.
program = provider.runtime.program('circuit-runner')
# Print program metadata.
print(program)
In the example above, provider.runtime
points to the runtime service class IBMRuntimeService
, which is the main entry point for using this service. The example prints the program metadata of all available runtime programs and of just the circuit-runner
program. A program metadata consists of the program’s ID, name, description, input parameters, return values, interim results, and other information that helps you to know more about the program.
Invoking a runtime program
You can use the IBMRuntimeService.run()
method to invoke a runtime program. For example:
from qiskit import IBMQ, QuantumCircuit
from qiskit.providers.ibmq import RunnerResult
provider = IBMQ.load_account()
backend = provider.backend.ibmq_qasm_simulator
# Create a circuit.
qc = QuantumCircuit(2, 2)
qc.h(0)
qc.cx(0, 1)
qc.measure_all()
# Set the "circuit-runner" program parameters
params = provider.runtime.program(program_id="circuit-runner").parameters()
params.circuits = qc
params.measurement_error_mitigation = True
# Configure backend options
options = {'backend_name': backend.name()}
# Execute the circuit using the "circuit-runner" program.
job = provider.runtime.run(program_id="circuit-runner",
options=options,
inputs=params)
# Get runtime job result.
result = job.result(decoder=RunnerResult)
The example above invokes the circuit-runner
program, which compiles, executes, and optionally applies measurement error mitigation to the circuit result.
Runtime Jobs
When you use the IBMRuntimeService.run()
method to invoke a runtime program, a RuntimeJob
instance is returned. This class has all the basic job methods, such as RuntimeJob.status()
, RuntimeJob.result()
, and RuntimeJob.cancel()
. Note that it does not have the same methods as regular circuit jobs, which are instances of IBMQJob
.
Interim results
Some runtime programs provide interim results that inform you about program progress. You can choose to stream the interim results when you run the program by passing in the callback
parameter, or at a later time using the RuntimeJob.stream_results()
method. For example:
from qiskit import IBMQ, QuantumCircuit
provider = IBMQ.load_account()
backend = provider.backend.ibmq_qasm_simulator
def interim_result_callback(job_id, interim_result):
print(interim_result)
# Stream interim results as soon as the job starts running.
job = provider.runtime.run(program_id="circuit-runner",
options=options,
inputs=program_inputs,
callback=interim_result_callback)
Uploading a program
Only authorized accounts can upload programs. Having access to the runtime service doesn’t imply access to upload programs.
Each runtime program has both data
and metadata
. Program data is the Python code to be executed. Program metadata provides usage information, such as program description, its inputs and outputs, and backend requirements. A detailed program metadata helps the consumers of the program to know what is needed to run the program.
Each program data needs to have a main(backend, user_messenger, **kwargs)
method, which serves as the entry point to the program. The backend
parameter is a ProgramBackend
instance whose ProgramBackend.run()
method can be used to submit circuits. The user_messenger
is a UserMessenger
instance whose UserMessenger.publish()
method can be used to publish interim and final results. See qiskit/providers/ibmq/runtime/program/program_template.py for a program data template file.
Each program metadata must include at least the program name, description, and maximum execution time. You can find description of each metadata field in the IBMRuntimeService.upload_program()
method. Instead of passing in the metadata fields individually, you can pass in a JSON file or a dictionary to IBMRuntimeService.upload_program()
via the metadata
parameter. qiskit/providers/ibmq/runtime/program/program_metadata_sample.json is a sample file of program metadata.
You can use the IBMRuntimeService.upload_program()
to upload a program. For example:
from qiskit import IBMQ
provider = IBMQ.load_account()
program_id = provider.runtime.upload_program(
data="my_vqe.py",
metadata="my_vqe_metadata.json"
)
In the example above, the file my_vqe.py
contains the program data, and my_vqe_metadata.json
contains the program metadata.
Method IBMRuntimeService.delete_program()
allows you to delete a program.
Files related to writing a runtime program are in the qiskit/providers/ibmq/runtime/program
directory.
Classes
IBMRuntimeService (provider) | Class for interacting with the Qiskit Runtime service. |
RuntimeJob (backend, api_client, credentials, ...) | Representation of a runtime program execution. |
RuntimeProgram (program_name, program_id, ...) | Class representing program metadata. |
UserMessenger () | Base class for handling communication with program users. |
ProgramBackend (configuration[, provider]) | Base class for a program backend. |
ResultDecoder () | Runtime job result decoder. |
RuntimeEncoder (*[, skipkeys, ensure_ascii, ...]) | JSON Encoder used by runtime service. |
RuntimeDecoder (*args, **kwargs) | JSON Decoder used by runtime service. |
ParameterNamespace (parameters) | A namespace for program parameters with validation. |
RuntimeOptions ([backend_name, image, log_level]) | Class for representing runtime execution options. |