def test_filter_config_callable(self, qe_token, qe_url):
"""Test filtering by lambda function on configuration properties"""
IBMQ.enable_account(qe_token, qe_url)
filtered_backends = IBMQ.backends(
filters=lambda x: (not x.configuration().simulator and x.
configuration().n_qubits >= 5))
self.assertTrue(filtered_backends)
def test_filter_config_properties(self, qe_token, qe_url):
"""Test filtering by configuration properties"""
n_qubits = 20 if self.using_ibmq_credentials else 5
IBMQ.enable_account(qe_token, qe_url)
filtered_backends = IBMQ.backends(n_qubits=n_qubits, local=False)
self.assertTrue(filtered_backends)
def test_retrieve_job_uses_appropriate_backend(self, qe_token, qe_url):
"""Test that retrieved jobs come from their appropriate backend."""
IBMQ.enable_account(qe_token, qe_url)
simulator_backend = IBMQ.get_backend('ibmq_qasm_simulator')
backends = IBMQ.backends(simulator=False)
real_backend = least_busy(backends)
qobj_sim = compile(self._qc, simulator_backend)
job_sim = simulator_backend.run(qobj_sim)
qobj_real = compile(self._qc, real_backend)
job_real = real_backend.run(qobj_real)
# test a retrieved job's backend is the same as the queried backend
self.assertEqual(simulator_backend.retrieve_job(job_sim.job_id()).backend().name(),
simulator_backend.name())
self.assertEqual(real_backend.retrieve_job(job_real.job_id()).backend().name(),
real_backend.name())
# test retrieve requests for jobs that exist on other backends throw errors
with self.assertWarns(Warning) as context_manager:
self.assertRaises(IBMQBackendError,
simulator_backend.retrieve_job, job_real.job_id())
self.assertIn('belongs to', str(context_manager.warning))
with self.assertWarns(Warning) as context_manager:
self.assertRaises(IBMQBackendError,
real_backend.retrieve_job, job_sim.job_id())
self.assertIn('belongs to', str(context_manager.warning))
def test_run_device(self, qe_token, qe_url):
"""Test running in a real device."""
IBMQ.enable_account(qe_token, qe_url)
backends = IBMQ.backends(simulator=False)
self.log.info('devices: %s', [b.name() for b in backends])
backend = least_busy(backends)
self.log.info('using backend: %s', backend.name())
qobj = compile(self._qc, backend)
shots = qobj.config.shots
job = backend.run(qobj)
while not job.status() is JobStatus.DONE:
self.log.info(job.status())
time.sleep(4)
self.log.info(job.status)
result = job.result()
counts_qx = result.get_counts(0)
counts_ex = {'00': shots / 2, '11': shots / 2}
states = counts_qx.keys() | counts_ex.keys()
# contingency table
ctable = numpy.array([[counts_qx.get(key, 0) for key in states],
[counts_ex.get(key, 0) for key in states]])
self.log.info('states: %s', str(states))
self.log.info('ctable: %s', str(ctable))
contingency = chi2_contingency(ctable)
self.log.info('chi2_contingency: %s', str(contingency))
self.assertDictAlmostEqual(counts_qx, counts_ex, shots * 0.1)
def test_retrieve_job_error(self, qe_token, qe_url):
"""Test retrieving an invalid job."""
IBMQ.enable_account(qe_token, qe_url)
backends = IBMQ.backends(simulator=False)
backend = least_busy(backends)
self.assertRaises(IBMQBackendError, backend.retrieve_job, 'BAD_JOB_ID')
def test_backend_monitor(self, qe_token, qe_url):
"""Test backend_monitor"""
IBMQ.enable_account(qe_token, qe_url)
for back in IBMQ.backends():
if not back.configuration().simulator:
backend = back
break
backend_monitor(backend)
def test_running_job_properties(self, qe_token, qe_url):
"""Test fetching properties of a running job."""
IBMQ.enable_account(qe_token, qe_url)
backend = least_busy(IBMQ.backends(simulator=False))
qobj = assemble(transpile(self._qc, backend=backend), backend=backend)
job = backend.run(qobj)
_ = job.properties()
def test_remote_backend_properties(self, qe_token, qe_url):
"""Test backend properties."""
IBMQ.enable_account(qe_token, qe_url)
remotes = IBMQ.backends(simulator=False)
for backend in remotes:
properties = backend.properties()
if backend.configuration().simulator:
self.assertEqual(properties, None)
def test_filter_status_dict(self, qe_token, qe_url):
"""Test filtering by dictionary of mixed status/configuration properties"""
IBMQ.enable_account(qe_token, qe_url)
filtered_backends = IBMQ.backends(
operational=True, # from status
local=False,
simulator=True) # from configuration
self.assertTrue(filtered_backends)
def _get_backends(self, qe_token, qe_url):
sim_backend = BasicAer.get_backend('qasm_simulator')
try:
IBMQ.enable_account(qe_token, qe_url)
real_backends = IBMQ.backends(simulator=False)
real_backend = least_busy(real_backends)
except QiskitError:
real_backend = None
return sim_backend, real_backend
def test_get_jobs_filter_job_status(self, qe_token, qe_url):
"""Test retrieving jobs from a backend filtered by status."""
IBMQ.enable_account(qe_token, qe_url)
backends = IBMQ.backends(simulator=False)
backend = least_busy(backends)
job_list = backend.jobs(limit=5, skip=0, status=JobStatus.DONE)
self.log.info('found %s matching jobs', len(job_list))
for job in job_list:
self.assertTrue(job.status() is JobStatus.DONE)
def test_get_jobs_filter_date(self, qe_token, qe_url):
"""Test retrieving jobs from a backend filtered by date."""
IBMQ.enable_account(qe_token, qe_url)
backends = IBMQ.backends(simulator=False)
backend = least_busy(backends)
my_filter = {'creationDate': {'lt': '2017-01-01T00:00:00.00'}}
job_list = backend.jobs(limit=5, db_filter=my_filter)
self.log.info('found %s matching jobs', len(job_list))
for i, job in enumerate(job_list):
self.log.info('match #%d: %s', i, job.creation_date)
self.assertTrue(job.creation_date < '2017-01-01T00:00:00.00')
def test_get_jobs_from_backend(self, qe_token, qe_url):
"""Test retrieving jobs from a backend."""
IBMQ.enable_account(qe_token, qe_url)
backend = least_busy(IBMQ.backends())
start_time = time.time()
job_list = backend.jobs(limit=5, skip=0)
self.log.info('time to get jobs: %0.3f s', time.time() - start_time)
self.log.info('found %s jobs on backend %s', len(job_list), backend.name())
for job in job_list:
self.log.info('status: %s', job.status())
self.assertTrue(isinstance(job.job_id(), str))
self.log.info('time to get job statuses: %0.3f s', time.time() - start_time)
def test_compile_remote(self, qe_token, qe_url):
"""Test Compiler remote."""
IBMQ.enable_account(qe_token, qe_url)
backend = least_busy(IBMQ.backends())
qubit_reg = QuantumRegister(2, name='q')
clbit_reg = ClassicalRegister(2, name='c')
qc = QuantumCircuit(qubit_reg, clbit_reg, name="bell")
qc.h(qubit_reg[0])
qc.cx(qubit_reg[0], qubit_reg[1])
qc.measure(qubit_reg, clbit_reg)
circuits = transpile(qc, backend)
self.assertIsInstance(circuits, QuantumCircuit)
def test_websockets_device(self, qe_token, qe_url):
"""Test checking status of a job via websockets for a device."""
IBMQ.enable_account(qe_token, qe_url)
backend = least_busy(IBMQ.backends(simulator=False))
qc = transpile(self._qc1, backend=backend)
qobj = assemble(qc, backend=backend)
job = backend.run(qobj)
# Manually disable the non-websocket pooling.
job._wait_for_final_status = None
result = job.result()
self.assertEqual(result.status, 'COMPLETED')
def test_run_async_device(self, qe_token, qe_url):
"""Test running in a real device asynchronously."""
IBMQ.enable_account(qe_token, qe_url)
backends = IBMQ.backends(simulator=False)
backend = least_busy(backends)
self.log.info('submitting to backend %s', backend.name())
num_qubits = 5
qr = QuantumRegister(num_qubits, 'qr')
cr = ClassicalRegister(num_qubits, 'cr')
qc = QuantumCircuit(qr, cr)
for i in range(num_qubits - 1):
qc.cx(qr[i], qr[i + 1])
qc.measure(qr, cr)
qobj = assemble(transpile(qc, backend=backend), backend=backend)
num_jobs = 3
job_array = [backend.run(qobj) for _ in range(num_jobs)]
time.sleep(3) # give time for jobs to start (better way?)
job_status = [job.status() for job in job_array]
num_init = sum(
[status is JobStatus.INITIALIZING for status in job_status])
num_queued = sum([status is JobStatus.QUEUED for status in job_status])
num_running = sum(
[status is JobStatus.RUNNING for status in job_status])
num_done = sum([status is JobStatus.DONE for status in job_status])
num_error = sum([status is JobStatus.ERROR for status in job_status])
self.log.info('number of currently initializing jobs: %d/%d',
num_init, num_jobs)
self.log.info('number of currently queued jobs: %d/%d',
num_queued, num_jobs)
self.log.info('number of currently running jobs: %d/%d',
num_running, num_jobs)
self.log.info('number of currently done jobs: %d/%d',
num_done, num_jobs)
self.log.info('number of errored jobs: %d/%d',
num_error, num_jobs)
self.assertTrue(num_jobs - num_error - num_done > 0)
# Wait for all the results.
result_array = [job.result() for job in job_array]
# Ensure all jobs have finished.
self.assertTrue(
all([job.status() is JobStatus.DONE for job in job_array]))
self.assertTrue(all([result.success for result in result_array]))
# Ensure job ids are unique.
job_ids = [job.job_id() for job in job_array]
self.assertEqual(sorted(job_ids), sorted(list(set(job_ids))))
def test_get_jobs_filter_job_status(self, qe_token, qe_url):
"""Test retrieving jobs from a backend filtered by status."""
IBMQ.enable_account(qe_token, qe_url)
backends = IBMQ.backends(simulator=False)
backend = least_busy(backends)
with warnings.catch_warnings():
# Disable warnings from pre-qobj jobs.
warnings.filterwarnings('ignore',
category=DeprecationWarning,
module='qiskit.providers.ibmq.ibmqbackend')
job_list = backend.jobs(limit=5, skip=0, status=JobStatus.DONE)
for job in job_list:
self.assertTrue(job.status() is JobStatus.DONE)
def test_run_device(self, qe_token, qe_url):
"""Test running in a real device."""
IBMQ.enable_account(qe_token, qe_url)
backend = least_busy(IBMQ.backends(simulator=False))
qobj = compile(self._qc, backend)
shots = qobj.config.shots
job = backend.run(qobj)
while not job.status() is JobStatus.DONE:
time.sleep(4)
result = job.result()
counts_qx = result.get_counts(0)
counts_ex = {'00': shots/2, '11': shots/2}
self.assertDictAlmostEqual(counts_qx, counts_ex, shots*0.1)
# Test fetching the job properties, as this is a real backend and is
# guaranteed to have them.
_ = job.properties()
def get_unique_backends():
"""Gets the unique backends that are available.
Returns:
list: Unique available backends.
Raises:
QiskitError: No backends available.
"""
backends = IBMQ.backends()
unique_hardware_backends = []
unique_names = []
for back in backends:
if back.name(
) not in unique_names and not back.configuration().simulator:
unique_hardware_backends.append(back)
unique_names.append(back.name())
if not unique_hardware_backends:
raise QiskitError('No backends available.')
return unique_hardware_backends
def test_qobj_headers_in_result_devices(self, qe_token, qe_url):
"""Test that the qobj headers are passed onto the results for devices."""
IBMQ.enable_account(qe_token, qe_url)
backends = IBMQ.backends(simulator=False)
custom_qobj_header = {'x': 1, 'y': [1, 2, 3], 'z': {'a': 4}}
for backend in backends:
with self.subTest(backend=backend):
qobj = compile(self.qc1, backend)
# Update the Qobj header.
qobj.header = QobjHeader.from_dict(custom_qobj_header)
# Update the Qobj.experiment header.
qobj.experiments[0].header.some_field = 'extra info'
result = backend.run(qobj).result()
self.assertEqual(result.header.to_dict(), custom_qobj_header)
self.assertEqual(result.results[0].header.some_field,
'extra info')
def _build_job_history(tabs, backend):
backends = IBMQ.backends(backend.name())
past_year_date = datetime.datetime.now() - datetime.timedelta(days=365)
date_filter = {'creationDate': {'gt': past_year_date.isoformat()}}
jobs = []
for back in backends:
jobs.extend(back.jobs(limit=None, db_filter=date_filter))
with tabs.children[1]:
month_plot = plot_job_history(jobs, interval='month')
display(month_plot)
plt.close(month_plot)
with tabs.children[0]:
year_plot = plot_job_history(jobs, interval='year')
display(year_plot)
plt.close(year_plot)
with tabs.children[2]:
week_plot = plot_job_history(jobs, interval='week')
display(week_plot)
plt.close(week_plot)
def test_remote_backend_status(self, qe_token, qe_url):
"""Test backend_status."""
IBMQ.enable_account(qe_token, qe_url)
for backend in IBMQ.backends():
_ = backend.status()
print(qft5)
###############################################################
# Set up the API and execute the program.
###############################################################
try:
IBMQ.load_accounts()
except:
print("""WARNING: There's no connection with the API for remote backends.
Have you initialized a file with your personal token?
For now, there's only access to local simulator backends...""")
print('Qasm simulator')
sim_backend = BasicAer.get_backend('qasm_simulator')
job = execute([qft3, qft4, qft5], sim_backend, shots=1024)
result = job.result()
print(result.get_counts(qft3))
print(result.get_counts(qft4))
print(result.get_counts(qft5))
# Second version: real device
least_busy_device = least_busy(IBMQ.backends(simulator=False,
filters=lambda x: x.configuration().n_qubits > 4))
print("Running on current least busy device: ", least_busy_device)
job = execute([qft3, qft4, qft5], least_busy_device, shots=1024)
result = job.result()
print(result.get_counts(qft3))
print(result.get_counts(qft4))
print(result.get_counts(qft5))
def get_backends(self, qe_token=None, qe_url=None):
"""Return all available remote backends."""
IBMQ.enable_account(qe_token, qe_url)
return IBMQ.backends()
def test_remote_backend_defaults(self, qe_token, qe_url):
"""Test backend pulse defaults."""
IBMQ.enable_account(qe_token, qe_url)
remotes = IBMQ.backends(simulator=False)
for backend in remotes:
_ = backend.defaults()
def test_filter_least_busy(self, qe_token, qe_url):
"""Test filtering by least busy function"""
IBMQ.enable_account(qe_token, qe_url)
backends = IBMQ.backends()
filtered_backends = least_busy(backends)
self.assertTrue(filtered_backends)
print(qft5)
###############################################################
# Set up the API and execute the program.
###############################################################
try:
IBMQ.load_accounts()
except:
print("""WARNING: There's no connection with the API for remote backends.
Have you initialized a file with your personal token?
For now, there's only access to local simulator backends...""")
print('Qasm simulator')
sim_backend = BasicAer.get_backend('qasm_simulator')
job = execute([qft3, qft4, qft5], sim_backend, shots=1024)
result = job.result()
print(result.get_counts(qft3))
print(result.get_counts(qft4))
print(result.get_counts(qft5))
# Second version: real device
least_busy_device = least_busy(
IBMQ.backends(simulator=False,
filters=lambda x: x.configuration().n_qubits > 4))
print("Running on current least busy device: ", least_busy_device)
job = execute([qft3, qft4, qft5], least_busy_device, shots=1024)
result = job.result()
print(result.get_counts(qft3))
print(result.get_counts(qft4))
print(result.get_counts(qft5))
def test_remote_backends_exist(self, qe_token, qe_url):
"""Test if there are remote backends."""
IBMQ.enable_account(qe_token, qe_url)
remotes = IBMQ.backends()
self.assertTrue(len(remotes) > 0)
def test_remote_backend_configuration(self, qe_token, qe_url):
"""Test backend configuration."""
IBMQ.enable_account(qe_token, qe_url)
remotes = IBMQ.backends()
for backend in remotes:
_ = backend.configuration()
def test_remote_backends_exist_simulator(self, qe_token, qe_url):
"""Test if there are remote backends that are simulators."""
IBMQ.enable_account(qe_token, qe_url)
remotes = IBMQ.backends(simulator=True)
self.assertTrue(remotes)
