import random import string from typing import Dict, List from specification_parser import ParameterProperties, ItemProperties class RandomizedSelector: def __init__(self, parameters: dict, request_body: dict): self.generate_accurate = random.randint(1, 10) <= 5 self.dropout_ratio = 0.05 self.randomized_weight = 0.8 self.max_arr_length = 2**16 self.randomization_max_val = 100 self.generators = {"integer": self.randomize_integer, "float": self.randomize_float, "number": self.randomize_float, "boolean": self.randomize_boolean, "string" : self.randomize_string, "array" : self.randomize_array, "object" : self.randomize_object, "null": self.randomize_null} self.parameters: Dict[str, ParameterProperties] = parameters self.request_body: Dict[str, ItemProperties] = request_body def use_primitive_generator(self, item_properties: ItemProperties): if item_properties is None: return None generator = self.generators.get(item_properties.type) if self.should_generate_accurately(): return generator() if generator else None else: return random.choice(list(self.generators.values()))() def generate_randomized_object(self, item_properties: ItemProperties) -> Dict: if not item_properties.properties: return self.generators["object"]() randomized_object = {} for item_name, item_values in item_properties.properties.items(): if self.generate_accurate or not self.is_dropped(): randomized_object[item_name] = self.randomize_item(item_values) return randomized_object def generate_randomized_array(self, item_properties: ItemProperties) -> List: if not item_properties.items: return self.generators["array"]() array_length = self.randomized_array_length() return [self.randomize_item(item_properties.items) for _ in range(array_length)] def randomize_item(self, item_properties: ItemProperties): if item_properties is None: return None if item_properties.type in ["object", "array"] and self.should_generate_accurately(): composite_method = self.generate_randomized_object if item_properties.type == "object" else self.generate_randomized_array return composite_method(item_properties) else: return self.use_primitive_generator(item_properties) def randomize_parameters(self) -> Dict[str, any]: query_parameters = {} for parameter_name, parameter_properties in self.parameters.items(): if self.is_dropped(): continue randomized_value = self.randomize_item(parameter_properties.schema) query_parameters[parameter_name] = randomized_value return query_parameters def randomize_request_body(self): if self.is_dropped(): return [] if isinstance(self.request_body, list): return [self.randomize_item(item) for item in self.request_body] elif isinstance(self.request_body, ItemProperties): return self.randomize_item(self.request_body) else: error_msg = "Error parsing request body" #print(error_msg) raise ValueError(error_msg) def should_generate_accurately(self): return self.generate_accurate or not self.randomize_type() def randomize_type(self): return random.randint(1, self.randomization_max_val) < self.randomized_weight * self.randomization_max_val # return accurate def is_dropped(self): return random.randint(0, self.randomization_max_val) < self.dropout_ratio * self.randomization_max_val if not self.generate_accurate else False def randomize_boolean(self): return random.choice([True, False]) def randomize_null(self): return None def randomize_integer(self): if random.randint(1, 100) <= 70: return random.randint(0, 1000) else: return random.randint(-(2 ** 10), (2 ** 10)) def randomize_float(self): if random.randint(1, 100) <= 70: return random.uniform(0, 1000) else: return random.uniform(-(2 ** 10), (2 ** 10)) def randomize_string(self): if random.randint(1, 100) <= 90: length = random.randint(4, 16) else: length = random.randint(1, 100) return ''.join(random.choices(string.ascii_letters + string.digits, k=length)) def randomize_array(self): if random.randint(1, 100) <= 90: length = random.randint(4, 10) else: length = random.randint(0, 50) return [random.randint(-9999, 9999) for _ in range(length)] def randomize_object(self): if random.randint(1, 100) <= 90: length = random.randint(4, 10) else: length = random.randint(0, 50) return {random.choice(string.ascii_letters): random.randint(-9999, 9999) for _ in range(length)} def randomized_array_length(self): if random.randint(0,100) <= 90: return random.randint(4, 10) else: return random.randint(0, 50)