Execution modes using REST API
You can run your Qiskit primitive workloads using REST APIs in one of three execution modes, depending on your needs: job, session, and batch. This topic explains these modes.
This documentation utilizes the Python requests
module to demonstrate the Qiskit Runtime REST API. However, this workflow can be executed using any language or framework that supports working with REST APIs. Refer to the API reference documentation for details.
Job mode with REST API
In job mode, a single primitive request of the Estimator or the Sampler is made without a context manager. See how to run a quantum circuit using Estimator and Sampler for some examples.
Session mode with REST API
A session is a Qiskit Runtime feature that lets you efficiently run multi-job iterative workloads on quantum computers. Using sessions helps avoid delays caused by queuing each job separately, which can be particularly useful for iterative tasks that require frequent communication between classical and quantum resources. More details about Sessions can be found in the documentation.
Start a session
Begin with creating a session and obtaining a session ID.
import json
sessionsUrl = "https://api.quantum-computing.ibm.com/runtime/sessions"
headersList = {
"Accept": "application/json",
'x-access-token':auth_id,
"Content-Type": "application/json"
}
payload = json.dumps({
"backend": backend,
"instance": "hub1/group1/project1",
})
response = requests.request("POST", sessionsUrl, data=payload, headers=headersList)
sessionId = response.json()['id']
print(response.json())
Output
{'id': 'crw9s7cdbt40008jxesg'}
Close a session
It is good practice to close a Session
when all jobs are done. This will reduce wait time for subsequent users.
closureURL="https://api.quantum-computing.ibm.com/runtime/sessions/"+sessionId+"/close"
headersList = {
"Accept": "application/json",
'x-access-token':auth_id,
}
closure_response = requests.request(
"DELETE",
closureURL,
headers=headersList)
print("Session closure response ok?:",closure_response.ok,closure_response.text)
Output
Session closure response ok?: True
Batch mode with REST API
Alternatively, you can submit a batch job by specifying the mode
in the request payload. Batch mode can help shorten processing time if all jobs can be provided at the outset. More details about batch mode can be found in the documentation.
import json
sessionsUrl = "https://api.quantum-computing.ibm.com/runtime/sessions"
headersList = {
"Accept": "application/json",
'x-access-token':auth_id,
"Content-Type": "application/json"
}
payload = json.dumps({
"backend": backend,
"instance": "hub1/group1/project1",
"mode": "batch"
})
response = requests.request("POST", sessionsUrl, data=payload, headers=headersList)
sessionId = response.json()['id']
Examples of jobs submitted in a session
Once a session is set up, one or more Sampler or Estimator jobs can be submitted to the same session by specifying the session ID.
The <parameter values>
in a PUB
can either be a single parameter or a list of parameters. It also supports numpy
broadcasting.
Estimator jobs in session mode
job_input = {
'program_id': 'estimator',
"backend": backend,
"hub": "hub1",
"group": "group1",
"project": "project1",
"session_id": sessionId, # This specifies the previously created Session
"params": {
"pubs": [[resulting_qasm, [obs1, obs2, obs3, obs4]]], #primitive unified blocs (PUBs) containing one circuit each. c.f. https://docs.quantum.ibm.com/migration-guides/v2-primitives
"version": 2, #this defines the version of the Qiskit Runtime Primitive to use, c.f. https://docs.quantum.ibm.com/migration-guides/v2-primitives
"options":{
"transpilation":{"optimization_level": 1},
"twirling": {"enable_gates": True,"enable_measure": True}, #c.f. documentation at https://docs.quantum.ibm.com/run/configure-error-mitigation#custom-error-settings-v2-primitives
# "dynamical_decoupling": {"enable": True, "sequence_type": "XpXm"}, #(optional)
},
}
}
job_input = {
'program_id': 'estimator',
"backend": backend,
"hub": "hub1",
"group": "group1",
"project": "project1",
"session_id": sessionId, # This specifies the previously created Session
"params": {
"pubs": [[resulting_qasm, [[obs1], [obs2], [obs3], [obs4]], [[vals1], [vals2]]]], #primitive unified blocs (PUBs) containing one circuit each. c.f. https://docs.quantum.ibm.com/migration-guides/v2-primitives
"version": 2, #this defines the version of the Qiskit Runtime Primitive to use, c.f. https://docs.quantum.ibm.com/migration-guides/v2-primitives
"options":{
"transpilation":{"optimization_level": 1},
"twirling": {"enable_gates": True,"enable_measure": True}, #c.f. documentation at https://docs.quantum.ibm.com/run/configure-error-mitigation#custom-error-settings-v2-primitives
# "dynamical_decoupling": {"enable": True, "sequence_type": "XpXm"}, #(optional)
},
}
}
job_input = {
'program_id': 'estimator',
"backend": backend,
"hub": "hub1",
"group": "group1",
"project": "project1",
"session_id": sessionId, # This specifies the previously created Session
"params": {
"pubs": [[resulting_qasm, obs1],[resulting_qasm, obs2]], #primitive unified blocs (PUBs) containing one circuit each. c.f. https://docs.quantum.ibm.com/migration-guides/v2-primitives
"version": 2, #this defines the version of the Qiskit Runtime Primitive to use, c.f. https://docs.quantum.ibm.com/migration-guides/v2-primitives
"options":{
"transpilation":{"optimization_level": 1},
"twirling": {"enable_gates": True,"enable_measure": True}, #c.f. documentation at https://docs.quantum.ibm.com/run/configure-error-mitigation#custom-error-settings-v2-primitives
# "dynamical_decoupling": {"enable": True, "sequence_type": "XpXm"}, #(optional)
},
}
}
Sampler jobs in session mode
job_input = {
'program_id': 'sampler',
"backend": backend,
"hub": "hub1",
"group": "group1",
"project": "project1",
"session_id": sessionId, # This specifies the previously created Session
"params": {
"pubs": [[resulting_qasm]], #primitive unified blocs (PUBs) containing one circuit each. c.f. https://docs.quantum.ibm.com/migration-guides/v2-primitives
"version": 2, #this defines the version of the Qiskit Runtime Primitive to use, c.f. https://docs.quantum.ibm.com/migration-guides/v2-primitives
"options":{
"transpilation":{"optimization_level": 1},
"twirling": {"enable_gates": True,"enable_measure": True}, #c.f. documentation at https://docs.quantum.ibm.com/run/configure-error-mitigation#custom-error-settings-v2-primitives
# "dynamical_decoupling": {"enable": True, "sequence_type": "XpXm"}, #(optional)
},
}
}
job_input = {
'program_id': 'sampler',
"backend": backend,
"hub": "hub1",
"group": "group1",
"project": "project1",
"session_id": sessionId, # This specifies the previously created Session
"params": {
"pubs": [[resulting_qasm, [vals1, vals2, vals3]]], #primitive unified blocs (PUBs) containing one circuit each. c.f. https://docs.quantum.ibm.com/migration-guides/v2-primitives
"version": 2, #this defines the version of the Qiskit Runtime Primitive to use, c.f. https://docs.quantum.ibm.com/migration-guides/v2-primitives
"options":{
"transpilation":{"optimization_level": 1},
"twirling": {"enable_gates": True,"enable_measure": True}, #c.f. documentation at https://docs.quantum.ibm.com/run/configure-error-mitigation#custom-error-settings-v2-primitives
# "dynamical_decoupling": {"enable": True, "sequence_type": "XpXm"}, #(optional)
},
}
}
job_input = {
'program_id': 'sampler',
"backend": backend,
"hub": "hub1",
"group": "group1",
"project": "project1",
"session_id": sessionId, # This specifies the previously created Session
"params": {
"pubs": [[resulting_qasm, [val1]],[resulting_qasm,None,100]], #primitive unified blocs (PUBs) containing one circuit each. c.f. https://docs.quantum.ibm.com/migration-guides/v2-primitives
"version": 2, #this defines the version of the Qiskit Runtime Primitive to use, c.f. https://docs.quantum.ibm.com/migration-guides/v2-primitives
"options":{
"transpilation":{"optimization_level": 1},
"twirling": {"enable_gates": True,"enable_measure": True}, #c.f. documentation at https://docs.quantum.ibm.com/run/configure-error-mitigation#custom-error-settings-v2-primitives
# "dynamical_decoupling": {"enable": True, "sequence_type": "XpXm"}, #(optional)
},
}
}
Next steps
- Review detailed Sampler and Estimator primitives examples using REST API.
- Learn how to transpile circuits using REST API.
- Read Migrate to V2 primitives.
- Practice with primitives by working through the Cost function lesson in IBM Quantumâ„¢ Learning.
- Learn how to transpile locally in the Transpile section.