| 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() |
| |
| 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) |
| |
| assert resp.status_code == 200 |
|
|
| def run(self): |
| init_listener() |
| |
| 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.iteration_id += 1 |
| |
| self.sequences = self.sequences.difference(self.pending_test_sequence_to_remove) |
| self.pending_test_sequence_to_remove = set() |
|
|
| |
| 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() |
|
|
| |
| self.sequences = self.sequences.union(self.pending_add_sequence) |
| self.pending_add_sequence = set() |
|
|
| |
| self.analyze_dependency_to_add() |
| break |
| print('current seq') |
| for seq in self.sequences: |
| print(seq.to_str()) |
| |
| |
| |
|
|
| |
| 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 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)) |
|
|
| |
| |
| |
| |
| |
| 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 |
| |
| 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 |
| |
| self.analysis_sequence(resp['result'], self.pending_sequence[response_sequence_id]) |
|
|
| |
| for violation in violations: |
| signature = violation.signature() |
| self.violations.add(signature) |
|
|
| |
| 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 = [] |
|
|
| |
| 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) |
| |
| 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) |
|
|