def test_get_agent():
name = 'test_get_agent'
(inputs, outputs, rules) = default_agent()
fuzzyio.setup(API_KEY)
a1 = fuzzyio.Agent(name=name, inputs=inputs, outputs=outputs, rules=rules)
a1.save()
a2 = fuzzyio.Agent(id=a1.id)
a2.get()
assert a2.inputs['input1']['low'][0] == a1.inputs['input1']['low'][0]
def test_update_agent():
name = 'test_update_agent'
(inputs, outputs, rules) = default_agent()
fuzzyio.setup(API_KEY)
a1 = fuzzyio.Agent(name=name, inputs=inputs, outputs=outputs, rules=rules)
a1.save()
a1.inputs['input2'] = {'low': [0, 1], 'medium': [0, 1, 2], 'high': [1, 2]}
a1.save()
a2 = fuzzyio.Agent(id=a1.id)
a2.get()
assert 'input2' in a2.inputs
def test_save_new_agent():
name = 'test_save_new_agent'
(inputs, outputs, rules) = default_agent()
fuzzyio.setup(API_KEY)
a = fuzzyio.Agent(name=name, inputs=inputs, outputs=outputs, rules=rules)
a.save()
assert type(a.id) is UnicodeType
def test_agent_keyword_constructor():
name = 'test_agent_keyword_constructor'
(inputs, outputs, rules) = default_agent()
a = fuzzyio.Agent(name=name, inputs=inputs, outputs=outputs, rules=rules)
assert a.inputs == inputs
assert a.outputs == outputs
assert a.rules == rules
def test_delete_agent():
name = 'test_delete_agent'
(inputs, outputs, rules) = default_agent()
fuzzyio.setup(API_KEY)
a1 = fuzzyio.Agent(name=name, inputs=inputs, outputs=outputs, rules=rules)
a1.save()
a1.delete()
# We shouldn't be able to get a deleted agent
try:
a2 = fuzzyio.Agent(id=a1.id)
a2.get()
assert False
except fuzzyio.DeletedAgentError:
assert True
except:
assert False
def test_evaluation():
name = 'test_evaluation'
(inputs, outputs, rules) = default_agent()
fuzzyio.setup(API_KEY)
a = fuzzyio.Agent(name=name, inputs=inputs, outputs=outputs, rules=rules)
a.save()
(results, evid) = fuzzyio.evaluate_with_id(a.id, {'input1': 0.5})
e = fuzzyio.Evaluation(evid)
assert e.id == evid
a.delete()
def test_feedback():
name = 'test_feedback'
(inputs, outputs, rules) = default_agent()
fuzzyio.setup(API_KEY)
a = fuzzyio.Agent(name=name, inputs=inputs, outputs=outputs, rules=rules)
a.save()
(results, evid) = a.evaluate_with_id({'input1': 0.5})
fb = fuzzyio.Feedback(evid, performance=8.1)
assert fb.evid == evid
assert fb.properties['performance'] == 8.1
a.delete()
def test_server_feedback():
name = 'test_server_evaluate_with_id'
(inputs, outputs, rules) = default_agent()
fuzzyio.setup(API_KEY)
a = fuzzyio.Agent(name=name, inputs=inputs, outputs=outputs, rules=rules)
a.save()
(results, evid) = fuzzyio.evaluate_with_id(a.id, {'input1': 0.5})
fb = fuzzyio.feedback(evid, performance=8.1)
assert type(fb.id) == UnicodeType
assert type(fb.createdAt) == UnicodeType
a.delete()
def test_server_evaluate():
name = 'test_evaluate_agent'
(inputs, outputs, rules) = default_agent()
fuzzyio.setup(API_KEY)
a = fuzzyio.Agent(name=name, inputs=inputs, outputs=outputs, rules=rules)
a.save()
results = fuzzyio.evaluate(a.id, {'input1': 0.5})
assert type(results) is DictionaryType
assert 'output1' in results
assert type(results['output1']) is FloatType
a.delete()
def test_get_nonexistent_agent():
name = 'test_get_nonexistent_agent'
(inputs, outputs, rules) = default_agent()
fuzzyio.setup(API_KEY)
a1 = fuzzyio.Agent(id='***NONEXISTENT***')
try:
a1.get()
assert False
except fuzzyio.NoSuchAgentError:
assert True
except:
assert False
def test_agent_evaluate_with_id():
name = 'test_agent_evaluate_with_id'
(inputs, outputs, rules) = default_agent()
fuzzyio.setup(API_KEY)
a = fuzzyio.Agent(name=name, inputs=inputs, outputs=outputs, rules=rules)
a.save()
(results, evid) = a.evaluate_with_id({'input1': 1.5})
assert type(evid) is StringType
assert type(results) is DictionaryType
assert 'output1' in results
assert type(results['output1']) is FloatType
a.delete()
def test_get_feedback():
name = 'test_get_feedback'
(inputs, outputs, rules) = default_agent()
fuzzyio.setup(API_KEY)
a = fuzzyio.Agent(name=name, inputs=inputs, outputs=outputs, rules=rules)
a.save()
(results, evid) = a.evaluate_with_id({'input1': 0.5})
fb = fuzzyio.Feedback(evid, performance=8.1)
fb.save()
e = fuzzyio.Evaluation(evid)
fbs = e.feedback()
assert type(fbs) == ListType
assert len(fbs) == 1
assert fbs[0]['id'] == fb.id
a.delete()
def test_get_evaluation():
name = 'test_get_evaluation'
(inputs, outputs, rules) = default_agent()
fuzzyio.setup(API_KEY)
a = fuzzyio.Agent(name=name, inputs=inputs, outputs=outputs, rules=rules)
a.save()
(results, evid) = fuzzyio.evaluate_with_id(a.id, {'input1': 0.5})
e = fuzzyio.Evaluation(evid)
e.get()
assert type(e.id) == StringType
assert type(e.input) == DictionaryType
assert type(e.fuzzified) == DictionaryType
assert type(e.rules) == ListType
assert type(e.inferred) == DictionaryType
assert type(e.clipped) == DictionaryType
assert type(e.combined) == DictionaryType
assert type(e.centroid) == DictionaryType
assert type(e.crisp) == DictionaryType
assert type(e.createdAt) == UnicodeType
a.delete()
def test_save_method():
a = fuzzyio.Agent(AGENT_ID)
assert type(a.save) is MethodType
def test_agent_constructor():
a = fuzzyio.Agent(AGENT_ID)
assert type(a) is InstanceType
assert type(a.id) is StringType
assert a.id == AGENT_ID
