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config.yaml
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config.yaml
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data:
data_path: "./dataset/2D_cylinder_flow.npy"
pred_len: 1
seq_len: 12
label_len: 12
padding: 0
batch_size: 32
time_size: 401
latent_size: 20
input_dim: 256
train_ratio: 0.8
optimizer:
lr: 0.05
weight_decay: 0.01
epochs: 100
save_ckpt_interval: 10
eval_interval: 10
summary_dir: "./summary"
cae_transformer:
enc_in: 20
dec_in: 20
c_out: 20
pred_len: 1
label_len: 12
data_dimension: [256, 128, 64, 32, 16, 8]
conv_kernel: 3
maxpool_kernel: 2
maxpool_stride: 2
channels_encoder: [1, 30, 25, 20, 10, 5, 1]
channels_decoder: [1, 1, 5, 10, 20, 25, 30, 1]
channels_dense: [16, 30, 25, 20]
prediction:
encoder_data_split: 4 # Split the dataset to reduce memory
encoder_time_spilt: [0, 500, 1000, 1500, 1785]
decoder_data_split: 4
decoder_time_spilt: [0, 500, 1000, 1500, 1785]
model_ckpt_path: "./summary/ckpt/model_30.ckpt"
prediction_result_dir: "./prediction_result"