75 lines
1.3 KiB
YAML
75 lines
1.3 KiB
YAML
use_gpu: True
|
|
seed: 10
|
|
device: 0
|
|
early_stop:
|
|
patience: 60
|
|
federate:
|
|
mode: standalone
|
|
total_round_num: 70
|
|
client_num: 10
|
|
data:
|
|
root: data/trafficflow/PeMS03
|
|
type: trafficflow
|
|
splitter: trafficflowprediction
|
|
num_nodes: 358
|
|
lag: 12
|
|
horizon: 12
|
|
val_ratio: 0.2
|
|
test_ratio: 0.2
|
|
tod: False
|
|
normalizer: std
|
|
column_wise: False
|
|
default_graph: True
|
|
add_time_in_day: True
|
|
add_day_in_week: True
|
|
steps_per_day: 288
|
|
days_per_week: 7
|
|
dataloader:
|
|
type: trafficflow
|
|
batch_size: 64
|
|
drop_last: True
|
|
model:
|
|
type: FedDGCN
|
|
task: TrafficFlowPrediction
|
|
dropout: 0.1
|
|
horizon: 12
|
|
num_nodes: 0
|
|
input_dim: 1
|
|
output_dim: 1
|
|
embed_dim: 10
|
|
rnn_units: 64
|
|
num_layers: 1
|
|
cheb_order: 2
|
|
use_day: True
|
|
use_week: True
|
|
use_minigraph: False
|
|
minigraph_size: 10
|
|
train:
|
|
batch_or_epoch: 'epoch'
|
|
local_update_steps: 1
|
|
optimizer:
|
|
type: 'Adam'
|
|
lr: 0.003
|
|
weight_decay: 0.0
|
|
batch_size: 64
|
|
epochs: 300
|
|
lr_init: 0.003
|
|
weight_decay: 0
|
|
lr_decay: False
|
|
lr_decay_rate: 0.3
|
|
lr_decay_step: 5,20,40,70
|
|
early_stop: False
|
|
early_stop_patience: 15
|
|
grad_norm: True
|
|
max_grad_norm: 5
|
|
real_value: True
|
|
criterion:
|
|
type: L1Loss
|
|
trainer:
|
|
type: trafficflowtrainer
|
|
log_dir: ./
|
|
grad:
|
|
grad_clip: 5.0
|
|
eval:
|
|
metrics: ['avg_loss']
|
|
|