def test_immediate_polling_with_local_clock_unsynced(self):
"""First poll happens with minimal delay if local clock is way off from
the remote/server clock."""
# each thread can have its instance of a session because
# the mocked responses are stateless
def create_mock_session(client):
badnow = datetime_in_future(100)
session = mock.Mock()
session.post = lambda path, _: choose_reply(
path, {'problems/': '[%s]' % continue_reply('1', 'abc123')},
date=badnow)
session.get = lambda path: choose_reply(path, {
'problems/?id=1':
'[%s]' % complete_no_answer_reply('1', 'abc123'),
'problems/1/':
complete_reply('1', 'abc123')
},
date=badnow)
return session
with mock.patch.object(Client, 'create_session', create_mock_session):
with Client('endpoint', 'token') as client:
solver = Solver(client, solver_data('abc123'))
def assert_no_delay(s):
s and self.assertTrue(
abs(s - client._POLL_BACKOFF_MIN) <
client._POLL_BACKOFF_MIN / 10.0)
with mock.patch('time.sleep', assert_no_delay):
future = solver.sample_qubo({})
future.result()
def test_eta_min_is_ignored_on_first_poll(self):
"eta_min/earliest_estimated_completion should not be used anymore"
with Client('endpoint', 'token') as client:
now = datetime_in_future(0)
eta_min, eta_max = datetime_in_future(10), datetime_in_future(30)
client.session = mock.Mock()
client.session.post = lambda path, _: choose_reply(path, {
'endpoint/problems/':
'[%s]' % continue_reply(
'1', 'abc123', eta_min=eta_min, eta_max=eta_max, now=now)
},
date=now)
client.session.get = lambda path: choose_reply(path, {
'endpoint/problems/?id=1':
'[%s]' % complete_no_answer_reply('1', 'abc123'),
'endpoint/problems/1/':
complete_reply('1', 'abc123')
},
date=now)
solver = Solver(client, solver_data('abc123'))
def assert_no_delay(s):
s and self.assertTrue(
abs(s - client._POLL_BACKOFF_MIN) <
client._POLL_BACKOFF_MIN / 10.0)
with mock.patch('time.sleep', assert_no_delay):
future = solver.sample_qubo({})
future.result()
def test_immediate_polling_with_local_clock_unsynced(self):
"""First poll happens with minimal delay if local clock is way off from
the remote/server clock."""
with Client('endpoint', 'token') as client:
badnow = datetime_in_future(100)
client.session = mock.Mock()
client.session.post = lambda path, _: choose_reply(
path,
{'endpoint/problems/': '[%s]' % continue_reply('1', 'abc123')},
date=badnow)
client.session.get = lambda path: choose_reply(path, {
'endpoint/problems/?id=1':
'[%s]' % complete_no_answer_reply('1', 'abc123'),
'endpoint/problems/1/':
complete_reply('1', 'abc123')
},
date=badnow)
solver = Solver(client, solver_data('abc123'))
def assert_no_delay(s):
s and self.assertTrue(
abs(s - client._POLL_BACKOFF_MIN) <
client._POLL_BACKOFF_MIN / 10.0)
with mock.patch('time.sleep', assert_no_delay):
future = solver.sample_qubo({})
future.result()
def test_immediate_polling_without_eta_min(self):
"First poll happens with minimal delay if eta_min missing"
# each thread can have its instance of a session because
# responses are stateless
def create_mock_session(client):
now = datetime_in_future(0)
session = mock.Mock()
session.post = lambda path, _: choose_reply(
path, {'problems/': '[%s]' % continue_reply('1', 'abc123')},
date=now)
session.get = lambda path: choose_reply(path, {
'problems/?id=1':
'[%s]' % complete_no_answer_reply('1', 'abc123'),
'problems/1/':
complete_reply('1', 'abc123')
},
date=now)
return session
with mock.patch.object(Client, 'create_session', create_mock_session):
with Client('endpoint', 'token') as client:
solver = Solver(client, solver_data('abc123'))
def assert_no_delay(s):
s and self.assertTrue(
abs(s - client.poll_backoff_min) <
client._DEFAULT_POLL_BACKOFF_MIN)
with mock.patch('time.sleep', assert_no_delay):
future = solver.sample_qubo({})
future.result()
def test_eta_min_is_ignored_on_first_poll(self):
"eta_min/earliest_estimated_completion should not be used anymore"
# each thread can have its instance of a session because
# the mocked responses are stateless
def create_mock_session(client):
now = datetime_in_future(0)
eta_min, eta_max = datetime_in_future(10), datetime_in_future(30)
session = mock.Mock()
session.post = lambda path, _: choose_reply(path, {
'problems/': '[%s]' % continue_reply(
'1', 'abc123', eta_min=eta_min, eta_max=eta_max, now=now)
}, date=now)
session.get = lambda path: choose_reply(path, {
'problems/?id=1': '[%s]' % complete_no_answer_reply(
'1', 'abc123'),
'problems/1/': complete_reply(
'1', 'abc123')
}, date=now)
return session
with mock.patch.object(Client, 'create_session', create_mock_session):
with Client('endpoint', 'token') as client:
solver = Solver(client, solver_data('abc123'))
def assert_no_delay(s):
s and self.assertTrue(
abs(s - client.poll_backoff_min) < client.DEFAULTS['poll_backoff_min'])
with mock.patch('time.sleep', assert_no_delay):
future = solver.sample_qubo({})
future.result()
def test_submit_bqm_qubo_ok_reply(self):
"""Handle a normal query and response."""
qubo_msg_diff = dict(type="qubo")
qubo_answer_diff = {
'energies': 'AAAAAAAAAAA=',
'solutions': 'AA==',
'active_variables': 'AAAAAAQAAAA='
}
# each thread can have its instance of a session because
# the mocked responses are stateless
def create_mock_session(client):
session = mock.Mock()
session.post = lambda a, _: choose_reply(a, {
'problems/': '[%s]' % complete_no_answer_reply(
'123', 'abc123')})
session.get = lambda a: choose_reply(a, {
'problems/123/': complete_reply(
'123', 'abc123', answer=qubo_answer_diff, msg=qubo_msg_diff)})
return session
with mock.patch.object(Client, 'create_session', create_mock_session):
with Client('endpoint', 'token') as client:
solver = Solver(client, solver_data('abc123'))
qubo = {(0, 0): 4.0, (0, 4): -4, (4, 4): 4.0}
offset = -2.0
params = dict(num_reads=100)
results = solver.sample_qubo(qubo, offset, **params)
# make sure energies are correct in raw results
for energy, sample in zip(results.energies, results.samples):
self.assertEqual(energy, evaluate_ising({}, qubo, sample, offset=offset))
def test_polling_recovery_after_5xx(self):
"Polling shouldn't be aborted on 5xx responses."
# we need a "global session", because mocked responses are stateful
def global_mock_session():
session = mock.Mock()
# on submit, return status pending
session.post = lambda path, _: choose_reply(
path, {'problems/': '[%s]' % continue_reply('123', 'abc123')})
# on first and second status poll, fail with 503 and 504
# on third status poll, return completed
statuses = iter([503, 504])
def continue_then_complete(path, state={'count': 0}):
state['count'] += 1
if state['count'] < 3:
return choose_reply(path,
replies={
'problems/?id=123':
'[%s]' %
continue_reply('123', 'abc123'),
'problems/123/':
continue_reply('123', 'abc123')
},
statuses={
'problems/?id=123': statuses,
'problems/123/': statuses
})
else:
return choose_reply(
path, {
'problems/?id=123':
'[%s]' % complete_no_answer_reply('123', 'abc123'),
'problems/123/':
complete_reply('123', 'abc123')
})
session.get = continue_then_complete
return session
session = global_mock_session()
with mock.patch.object(Client, 'create_session', lambda self: session):
with Client('endpoint', 'token') as client:
solver = Solver(client, solver_data('abc123'))
future = solver.sample_qubo({})
future.result()
# after third poll, back-off interval should be 4 x initial back-off
self.assertEqual(future._poll_backoff,
Client._POLL_BACKOFF_MIN * 2**2)
def test_exponential_backoff_polling(self):
"After each poll, back-off should double"
# we need a "global session", because mocked responses are stateful
def global_mock_session():
session = mock.Mock()
# on submit, return status pending
session.post = lambda path, _: choose_reply(
path, {'problems/': '[%s]' % continue_reply('123', 'abc123')})
# on first and second status poll, return pending
# on third status poll, return completed
def continue_then_complete(path, state={'count': 0}):
state['count'] += 1
if state['count'] < 3:
return choose_reply(
path, {
'problems/?id=123':
'[%s]' % continue_reply('123', 'abc123'),
'problems/123/':
continue_reply('123', 'abc123')
})
else:
return choose_reply(
path, {
'problems/?id=123':
'[%s]' % complete_no_answer_reply('123', 'abc123'),
'problems/123/':
complete_reply('123', 'abc123')
})
session.get = continue_then_complete
return session
session = global_mock_session()
with mock.patch.object(Client, 'create_session', lambda self: session):
with Client('endpoint', 'token') as client:
solver = Solver(client, solver_data('abc123'))
future = solver.sample_qubo({})
future.result()
# after third poll, back-off interval should be 4 x initial back-off
self.assertEqual(future._poll_backoff,
client.poll_backoff_min * 2**2)
def test_exponential_backoff_polling(self):
"After each poll, back-off should double"
with Client('endpoint', 'token') as client:
client.session = mock.Mock()
# on submit, return status pending
client.session.post = lambda path, _: choose_reply(
path, {
'endpoint/problems/': '[%s]' % continue_reply(
'123', 'abc123')
})
# on first and second status poll, return pending
# on third status poll, return completed
def continue_then_complete(path, state={'count': 0}):
state['count'] += 1
if state['count'] < 3:
return choose_reply(
path, {
'endpoint/problems/?id=123':
'[%s]' % continue_reply('123', 'abc123'),
'endpoint/problems/123/':
continue_reply('123', 'abc123')
})
else:
return choose_reply(
path, {
'endpoint/problems/?id=123':
'[%s]' % complete_no_answer_reply('123', 'abc123'),
'endpoint/problems/123/':
complete_reply('123', 'abc123')
})
client.session.get = continue_then_complete
solver = Solver(client, solver_data('abc123'))
future = solver.sample_qubo({})
future.result()
# after third poll, back-off interval should be 4 x initial back-off
self.assertEqual(future._poll_backoff,
Client._POLL_BACKOFF_MIN * 2**2)
