How to get new Python module random seeded instance per object

Hi I am creating genetic algorithm for solving snake game. I have Game class, it has implemented all snake game logic. I use it to evaluate every Snake in population.

I am generating random snacks for snake in game. But I need a way to generate the same random snacks positions for every new Game instance, so each snake in population will be evaluated in the same environment.

class Game:
    def __init__(self, width, height, phenotype, seed, game_representation_strategy,
             snake_length=5, snack_eaten_points=1, moved_toward_snack_points=0.1,
             moved_away_from_snack_points=-0.2):
        self.width = width
        self.height = height
        self.phenotype = phenotype
        self.seed = seed
        self.game_representation_strategy = game_representation_strategy
        self.snack_perspective = None
        self.snack_eaten_points = snack_eaten_points
        self.moved_toward_snack_points = moved_toward_snack_points
        self.moved_away_from_snack_points = moved_away_from_snack_points

        self.status = GameStatus.INITIALIZED
        self.snack = None
        self.snake = []
        self.score = 0
        self.direction = Direction.LEFT
        self.last_snack_distance = 0

        self.initialize_snake(snake_length)
        self.initialize_snack()
        self.initialize_last_snack_distance()