We use the following 3 datasets for training, validation and testing which were created based on a bullet simulation. It shows a manipulation task where the gripper tries to physically separate one object from the others (singulation). We trained the gripper agent with a sparse reward function (+1 if target object has >10cm distance to all other objects, else 0) and A3C.