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config.yaml
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1D_cae_data:
data_path: "./dataset/sod.npy" # ./dataset/sod.npy
batch_size: 10
time_size: 531 # The numbers of the snapshots, 531 for sod
multiple: 1 # 1
1D_cae_optimizer:
lr: 0.001
weight_decay: 0.000001
epochs: 4400
save_ckpt_interval: 400
summary_dir: "./summary2" # The directory where the training process files are saved
1D_cae_model:
data_dimension: [256, 128, 64, 32, 16, 8] # change free parater
conv_kernel_size: 3
maxpool_kernel_size: 2
maxpool_stride: 2
encoder_channels: [1, 40, 30, 20, 10, 5, 1]
decoder_channels: [1, 1, 5, 10, 20, 30, 40, 1]
1D_lstm_data:
batch_size: 4 # 4 for sod
time_size: 531 # 531 for sod
latent_size: 4 # 4 for sod
time_window: 70 # 70 for sod
gaussian_filter_sigma: 3
1D_lstm_optimizer:
lr: 0.001
weight_decay: 0.000001
epochs: 4400
save_ckpt_interval: 400
summary_dir: "./summary2"
1D_lstm_model:
latent_size: 4 # The input size of LSTM, 4 for sod
hidden_size: 200
num_layers: 2 # 2 for sod
1D_prediction:
cae_ckpt_path: "./summary2/ckpt/cae_4400.ckpt"
lstm_ckpt_path: "./summary2/ckpt/lstm_4400.ckpt"
prediction_result_dir: "./prediction2_result"