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InteractionImitation/config/networks.json5
2021-08-05 18:32:46 +02:00

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{
ego_encoder: {
input_dim: 5, // number of state vars
hidden_n: 0,
hidden_dim: 5,
output_dim: 5
},
deepsets: {
input_dim: 6, // number of relative state vars for others
phi: {
hidden_n: 2,
hidden_dim: 20,
},
latent_dim: 20,
rho: {
hidden_n: 2,
hidden_dim: 10,
},
output_dim: 10
},
path_encoder: {
input_dim: 40, // 2 * path length for (x,y) coordinates
hidden_n: 0,
hidden_dim: 20,
output_dim: 10,
},
head: {
input_dim: 0, // computed in policy constructor
hidden_n: 3,
hidden_dim: 50,
output_dim: 1, // number of outputs e.g. number of actions, or just one
final_activation: 'sigmoid',
},
optim: {
optimizer: 'adam',
lr: 1e-3,
weight_decay: 0.1,
},
train_epochs: 200,
train_batch_size: 32,
loss: 'huber',
}