AutoRestTest-TrackA / tools /morest /fuzzer /fuzzer_huawei.py
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feat: initial upload for AutoRestTest Track A datasets
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import json
import time
import uuid
from datetime import datetime
import numpy as np
import requests
from model.operation_dependency_graph import OperationDependencyGraph
from validator.validator_huawei import validate
from .huawei_converter import HuaWeiConverter
from .runtime_dictionary import RuntimeDictionary
class APIFuzzer:
def __init__(self, apis=[], specification={}, odg: OperationDependencyGraph = OperationDependencyGraph(),
time_budget=10):
self.runtime_dict = RuntimeDictionary()
self.apis = apis
self.base_path = specification.get("basePath", "")
self.server_address = "https://10.162.187.212:32018"
self.protocol = "HTTPS"
self.sequences = odg.generate_sequence()
self.specification = specification
self.start_time = time.time()
# for test case limit time
self.time_limit = 2000
self.end_time = self.start_time + time_budget
self.seed_id = uuid.uuid4().__str__()
self.sequence_id = uuid.uuid4().__str__()
self.iteration_id = 0
self.request_count = 0
self.response_count = 0
self.violations = set()
self.error_sequence = []
self.pending_request = {}
self.pending_sequence = {}
self.pending_add_sequence = set()
self.pending_remove_sequence = set()
self.pending_test_sequence_to_remove = set()
self.status_code_status = {}
self.time_budget = 300
self.send_msg_count = 0
self.receive_msg_count = 0
self.success_sequence_count = 0
self.success_apis = set()
self.error_apis = set()
self.total_apis = set()
self.success_sequence = set()
self.begin = time.time()
self.success_sequence_output = []
self.api_curve = [{
"time": 0,
'count': 0
}]
def send_testcase(self, seq):
request_api = "http://apitestgenexe.cd-cloud-test.gamma-y.dragon.tools.huawei.com/v1/request_flow"
resp = requests.post(request_api, json=seq)
# mandatory check for service
assert resp.status_code == 200
def run(self):
init_listener()
# Collect All API
for api in self.apis:
for method in api.methods:
self.total_apis.add(method)
huawei_converter = HuaWeiConverter(self.runtime_dict)
self.begin = time.time()
begin = self.begin
time_budget = self.time_budget
while time.time() - begin < time_budget:
for sequence in self.sequences:
seq = huawei_converter.convert_sequence(self, sequence)
self.send_testcase(seq)
self.request_count += len(seq["sceneApis"])
sequence_id = seq["sequenceID"]
self.pending_request[sequence_id] = seq
self.pending_sequence[sequence_id] = sequence
self.send_msg_count += 1
# self.process_response()
self.iteration_id += 1
# remove test sequence
self.sequences = self.sequences.difference(self.pending_test_sequence_to_remove)
self.pending_test_sequence_to_remove = set()
# remove sequences
self.sequences = self.sequences.difference(self.pending_remove_sequence)
self.success_sequence = self.success_sequence.union(self.pending_remove_sequence)
self.pending_remove_sequence = set()
# add sequences
self.sequences = self.sequences.union(self.pending_add_sequence)
self.pending_add_sequence = set()
# analyze dependency to add
self.analyze_dependency_to_add()
break
print('current seq')
for seq in self.sequences:
print(seq.to_str())
# print('\n runtime dictionary')
# for signature in self.runtime_dict.signature_to_value.keys():
# print(signature)
# FIXME: consuming current response
while self.response_count != self.request_count:
self.process_response()
break
self.write_result()
terminate_listener()
def write_result(self):
with open('errors.json', 'w') as data:
json.dump({"result": self.error_sequence}, data)
with open('success_resource_merging.json', 'w') as data:
json.dump({"result": self.success_sequence_output}, data)
with open('runtime.json', 'w') as data:
json.dump({
'keys': list(self.runtime_dict.signature_to_value.keys())
}, data)
def analyze_dependency_to_add(self):
res = set()
if len(self.sequences) > len(self.apis):
return
success_sequences = list(self.success_sequence)
np.random.shuffle(success_sequences)
for sequence in self.sequences:
if len(sequence) > 1:
continue
request_nominal_parameters = sequence.get_request_parameter_by_index(0)
response_nominal_runtime_parameters = self.runtime_dict.signature_to_value.keys()
matched_methods = {}
request_parameter_to_methods = {}
method_recorded_response = {}
method_to_request = {}
for request_parameter in request_nominal_parameters:
chunked_token = request_parameter.lower().split('.')[-1]
for response in response_nominal_runtime_parameters:
method_name, response_parameter = response.split('-')
chunked_response_token = response_parameter.lower().split('.')[-1]
if chunked_token != chunked_response_token:
continue
matched_parameters = matched_methods.get(method_name, set())
matched_parameters.add(response_parameter)
matched_methods[method_name] = matched_parameters
request_parameter_to_meth = request_parameter_to_methods.get(request_parameter, set())
request_parameter_to_meth.add(method_name)
request_parameter_to_methods[request_parameter] = request_parameter_to_meth
method_to_response = method_recorded_response.get(method_name, set())
method_to_response.add(response_parameter)
method_to_req = method_to_request.get(method_name, set())
method_to_req.add((request_parameter, response_parameter))
method_to_request[method_name] = method_to_req
# for success_sequence in self.success_sequence:
# if np.random.random() < 0.5:
# break
# if not success_sequence.has_method(method_name):
# continue
# new_seq = success_sequence.slice_by_method_name(method_name)
# new_seq.add_def(len(new_seq) - 1, response_parameter)
# new_seq.add_method(sequence.requests[0])
# new_seq.add_ref(len(new_seq) - 1, request_parameter, response_parameter)
# res.add(new_seq)
# print('add ref in sequence', sequence.requests[0].method_name, "to", method_name,
# f'via {response_parameter} -> {request_parameter}', "new sequence",
# len(new_seq))
for method in method_recorded_response:
matched_seq = None
for success_seq in success_sequences:
if success_seq.has_method(method):
matched_seq = success_seq
break
if matched_seq:
request_parameters = method_to_request[method]
response_parameters = method_recorded_response[method]
new_seq = success_seq.slice_by_method_name(method)
for response_parameter in response_parameters:
new_seq.add_def(len(new_seq) - 1, response_parameter)
new_seq.add_method(sequence.requests[0])
for req, res in request_parameters:
new_seq.add_ref(len(new_seq) - 1, req, res)
res.add(new_seq)
print('add ref in sequence', sequence.requests[0].method_name, "to", method,
f'via {request_parameters}', "new sequence",
len(new_seq))
# print('request_parameter_to_methods')
# print(request_parameter_to_methods)
# print('matched_methods')
# print(matched_methods)
# time.sleep(20)
self.sequences = self.sequences.union(res)
def process_response(self):
while len(ResponseReader.message_queue) > 0:
ResponseReader.lock.acquire()
resp = ResponseReader.message_queue.pop()
response_sequence_id = resp["sequenceID"]
if not self.pending_request.__contains__(response_sequence_id):
print('mix request', response_sequence_id)
continue
violations = validate(resp, self.apis)
has_error = False
# FIXME: temp: check 500
for response in resp["result"]:
status_code = str(response["statusCode"])
self.runtime_dict.parse(response)
if int(status_code) > 499 and int(status_code) < 600 and not has_error:
self.error_sequence.append({
"sequence": self.pending_request[response_sequence_id],
"response": resp
})
has_error = True
result_count = self.status_code_status.get(str(status_code), 0)
self.status_code_status[status_code] = result_count + 1
# analyze sequence
self.analysis_sequence(resp['result'], self.pending_sequence[response_sequence_id])
# traverse violation
for violation in violations:
signature = violation.signature()
self.violations.add(signature)
# try to get success and error api status
is_all_success = True
for response in resp["result"]:
status_code = response["statusCode"]
if status_code > 299:
is_all_success = False
if status_code > 199 and status_code < 300:
if not self.success_apis.__contains__(response['apiName']):
self.api_curve.append({
"time": time.time() - self.begin,
'count': len(self.success_apis) + 1
})
self.success_apis.add(response["apiName"])
if status_code == 0:
print(resp)
time.sleep(10)
if status_code > 499 and status_code < 600:
self.error_apis.add(response['apiName'])
if is_all_success:
self.success_sequence_count += 1
self.success_sequence_output.append({
"sequence": self.pending_request[response_sequence_id],
"response": resp
})
self.receive_msg_count += 1
self.response_count += len(resp["result"])
del self.pending_request[response_sequence_id]
del self.pending_sequence[response_sequence_id]
self.overall_status()
ResponseReader.lock.release()
def has_success_api(self, responses):
for resp in responses:
status_code = resp["statusCode"]
if status_code < 300 and status_code > 199:
return True
return False
def chunk_responses(self, responses):
success_sequence = []
fail_sequence = []
current_fail_sequence = []
current_success_sequence = []
# handle whole error status
if not self.has_success_api(responses):
for i in range(len(responses)):
fail_sequence.append([i])
return success_sequence, fail_sequence
for index in range(len(responses)):
status_code = responses[index]["statusCode"]
if status_code < 300 and status_code > 199:
current_success_sequence.append(index)
if len(current_fail_sequence) > 0:
fail_sequence.append(current_fail_sequence)
current_fail_sequence = []
else:
current_fail_sequence.append(index)
if len(current_success_sequence) > 0:
success_sequence.append(current_success_sequence)
current_success_sequence = []
if len(current_success_sequence) > 0:
success_sequence.append(current_success_sequence)
else:
fail_sequence.append(current_fail_sequence)
return success_sequence, fail_sequence
def analysis_sequence(self, responses, test_sequence):
success_converted_sequences = []
failed_converted_sequences = []
success_sequences, fail_sequences = self.chunk_responses(responses)
# convert sequence
for seq in success_sequences:
success_converted_sequences.append(test_sequence.sub_sequence(seq))
for seq in fail_sequences:
failed_converted_sequences.append(test_sequence.sub_sequence(seq))
self.pending_add_sequence = self.pending_add_sequence.union(failed_converted_sequences)
self.pending_remove_sequence = self.pending_remove_sequence.union(success_converted_sequences)
self.pending_test_sequence_to_remove.add(test_sequence)
def overall_status(self):
status_stat = ""
elapsed = time.time() - self.begin
for status_code in self.status_code_status.keys():
status_stat += f'{status_code}:{self.status_code_status[status_code]},' \
f'{float(self.status_code_status[status_code]) / self.response_count} '
print(
f'{datetime.now().strftime("%Y/%m/%d %H:%M:%S")}, Fuzzing Time: {elapsed}s, Send Msg Count: {self.send_msg_count}, '
f'Receive Msg Count: {self.receive_msg_count}, Success Response Sequence Count: {self.success_sequence_count}, '
f'Success Sequence Rate: {float(self.success_sequence_count) / self.receive_msg_count}, '
f'Success API: {float(len(self.success_apis)) / len(self.total_apis)}'
f' ({len(self.success_apis)}/{len(self.total_apis)}),'
f'Error API: {float(len(self.error_apis)) / len(self.total_apis)}'
f' ({len(self.error_apis)}/{len(self.total_apis)}),'
f' Tested Error and Success Unique API: {float(len(set.union(self.success_apis, self.error_apis))) / len(self.total_apis)}'
f' ({len(set.union(self.success_apis, self.error_apis))}/{len(self.total_apis)}),'
f' Request Count: {self.request_count}, '
f'Response Count: {self.response_count}, Response / Request: {float(self.response_count) / self.request_count}, '
f'Request(QPS): {float(self.request_count) / elapsed}, Response(QPS):'
f' {float(self.response_count) / elapsed}, Violation Count: {len(self.violations)}'
f' Remain Sequence Count: {len(self.sequences)}'
f' Success Sequence: {len(self.success_sequence)}')
print('success')
print(self.success_apis)
print('errors')
print(self.error_apis)
print(self.api_curve)
print(self.runtime_dict.signature_to_value.keys())
print(status_stat)