TetrisRL/network.py

18 lines
648 B
Python

import torch
import torch.nn as nn
import torch.nn.functional as F
class TetrisRLModel(nn.Module):
def __init__(self) -> None:
super().__init__()
self.fc1 = nn.Linear(in_features=209, out_features=512)
self.fc2 = nn.Linear(in_features=512, out_features=32)
self.fc3 = nn.Linear(in_features=32, out_features=10)
def forward(self, observation):
observation = observation.to(dtype=torch.float32)
observation = torch.relu(self.fc1(observation))
observation = torch.relu(self.fc2(observation))
observation = F.softmax(self.fc3(observation), dim=0)
return observation