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venv | ||
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__pycache__ |
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class Config: | ||
def __init__(self): | ||
self.min_inital_vars = 1 | ||
self.max_initial_vars = 5 | ||
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self.min_var_initial_value = 0 | ||
self.max_var_initial_value = 10 | ||
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self.min_number_of_statements = 1 | ||
self.max_number_of_statements = 5 | ||
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self.max_depth = 2 | ||
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self.prob = { | ||
'variable': 30, | ||
'while_loop': 50, | ||
'operation': 90, | ||
'if_statement': 100 | ||
} | ||
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self.operations = ['+', '-', '*', '/'] | ||
self.conditions = ['<', '>', '==', '!='] |
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import random | ||
from config import Config | ||
from state import State | ||
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class TinyGPGenerator: | ||
def __init__(self, config=Config(), state=State()): | ||
self.config = config | ||
self.state = state | ||
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def _generate_expression(self, depth=0): | ||
return self.state.choose_random_variable() | ||
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if depth < 2 and random.random() < 0.5: | ||
# Choose random variable | ||
return self.choose_variable() | ||
else: | ||
# Generate an arithmetic expression | ||
left = self.generate_expression(depth + 1) | ||
operation = random.choice(self.operations) | ||
right = self.generate_expression(depth + 1) | ||
return f'({left} {operation} {right})' | ||
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def _generate_condition(self): | ||
left = self._generate_expression() | ||
condition = random.choice(self.config.conditions) | ||
right = self._generate_expression() | ||
self.state.save_expression(condition, left, right) | ||
return f'{left} {condition} {right}' | ||
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# Create random number of variables with random values from the range | ||
def _generate_initial_variables(self): | ||
for _ in range(random.randint(self.config.min_inital_vars, self.config.max_initial_vars)): | ||
self.state.create_variable_with_initial_value(self.config.min_var_initial_value, self.config.max_var_initial_value) | ||
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def _print_config_probabilities(self): | ||
prev = 0 | ||
for key, value in self.config.prob.items(): | ||
prob = value - prev | ||
prev = value | ||
print(f'{key}: {prob}') | ||
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def _generate_content(self, depth=0): | ||
content = '' | ||
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if depth > self.config.max_depth: | ||
return content | ||
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number_of_statements = random.randint(self.config.min_number_of_statements, self.config.max_number_of_statements) | ||
print('number_of_statements: ', number_of_statements) | ||
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for _ in range(number_of_statements): | ||
random_number = random.randint(1, 100) | ||
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# Generate variable declaration | ||
if random_number < self.config.prob['variable']: | ||
variable, init_value = self.state.create_variable_with_initial_value(self.config.min_var_initial_value, self.config.max_var_initial_value) | ||
content += f'int {variable} = {init_value};\n' | ||
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# Generate while loop | ||
elif random_number < self.config.prob['while_loop']: | ||
self.state.save_while_loop() | ||
condition = self._generate_condition() | ||
self.state.save_open_expression() | ||
content += f'while ({condition}) {{\n' | ||
content += self._generate_content(depth + 1) | ||
content += '}\n' | ||
self.state.save_close_expression() | ||
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elif random_number < self.config.prob['operation']: | ||
content += '' | ||
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# Generate if statement | ||
elif random_number < self.config.prob['if_statement']: | ||
self.state.save_if_statement() | ||
condition = self._generate_condition() | ||
self.state.save_open_expression() | ||
content += f'if ({condition}) {{\n' | ||
content += self._generate_content(depth + 1) | ||
content += '}\n' | ||
self.state.save_close_expression() | ||
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return content | ||
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def _generate_program(self): | ||
self._generate_initial_variables() | ||
program = '' | ||
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for var in self.state.variables: | ||
program += f'int {var} = {self.state.values[var]};\n' | ||
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content = self._generate_content() | ||
program += content | ||
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return program | ||
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def run(self): | ||
self._print_config_probabilities() | ||
program = self._generate_program() | ||
print("program: ", self.state.program) | ||
return program | ||
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if __name__ == "__main__": | ||
generator = TinyGPGenerator() | ||
generated_program = generator.run() | ||
print("\n") | ||
print("GENERATED PROGRAM: \n") | ||
print(generated_program) |
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import random | ||
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class State: | ||
def __init__(self): | ||
self.variables = [] | ||
# it holds values of variables | ||
self.values = {} | ||
self.program = [] | ||
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def create_variable_with_initial_value(self, min_value, max_value): | ||
variable = f'var{len(self.variables)}' | ||
init_value = random.randint(min_value, max_value) | ||
self.variables.append(variable) | ||
self.values[variable] = init_value | ||
self.program.append(variable) | ||
self.program.append(init_value) | ||
return (variable, init_value) | ||
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def get_var_value(self, var): | ||
return self.values[var] | ||
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def choose_random_variable(self): | ||
return random.choice(self.variables) | ||
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def save_if_statement(self): | ||
self.program.append('if') | ||
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def save_while_loop(self): | ||
self.program.append('while') | ||
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def save_open_expression(self): | ||
self.program.append('{') | ||
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def save_close_expression(self): | ||
self.program.append('}') | ||
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def save_expression(self, condition, left, right): | ||
self.program.append(condition) | ||
self.program.append(left) | ||
self.program.append(right) |