418 lines
7.0 KiB
YAML
418 lines
7.0 KiB
YAML
aggregator:
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BFT_args: {}
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byzantine_node_num: 0
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inside_weight: 1.0
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num_agg_groups: 1
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num_agg_topk: []
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outside_weight: 0.0
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robust_rule: fedavg
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asyn:
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use: false
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attack:
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alpha_TV: 0.001
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alpha_prop_loss: 0
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attack_method: ''
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attacker_id: -1
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classifier_PIA: randomforest
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edge_num: 100
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edge_path: edge_data/
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freq: 10
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info_diff_type: l2
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inject_round: 0
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insert_round: 100000
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label_type: dirty
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max_ite: 400
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mean:
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- 0.9637
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mia_is_simulate_in: false
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mia_simulate_in_round: 20
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pgd_eps: 2
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pgd_lr: 0.1
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pgd_poisoning: false
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poison_ratio: 0.5
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reconstruct_lr: 0.01
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reconstruct_optim: Adam
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scale_para: 1.0
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scale_poisoning: false
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self_epoch: 6
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self_lr: 0.05
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self_opt: false
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setting: fix
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std:
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- 0.1592
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target_label_ind: -1
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trigger_path: trigger/
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trigger_type: edge
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backend: torch
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cfg_file: ''
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check_completeness: false
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criterion:
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type: L1Loss
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data:
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add_day_in_week: true
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add_time_in_day: true
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args: []
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batch_size: 64
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cSBM_phi:
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- 0.5
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- 0.5
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- 0.5
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cache_dir: ''
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column_wise: false
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consistent_label_distribution: true
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days_per_week: 7
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default_graph: true
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drop_last: false
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file_path: ''
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hetero_data_name: []
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hetero_synth_batch_size: 32
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hetero_synth_feat_dim: 128
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hetero_synth_prim_weight: 0.5
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horizon: 12
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is_debug: false
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lag: 12
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loader: ''
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max_query_len: 128
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max_seq_len: 384
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max_tgt_len: 128
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normalizer: std
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num_contrast: 0
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num_nodes: 170
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num_of_client_for_data: []
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num_steps: 30
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num_workers: 0
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pre_transform: []
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quadratic:
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dim: 1
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max_curv: 12.5
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min_curv: 0.02
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root: data/trafficflow/PeMS08
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save_data: false
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scaler:
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- 229.8431355598314
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- 145.62553066568907
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server_holds_all: false
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shuffle: true
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sizes:
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- 10
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- 5
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splits:
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- 0.8
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- 0.1
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- 0.1
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splitter: trafficflowprediction
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splitter_args: []
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steps_per_day: 288
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subsample: 1.0
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target_transform: []
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test_pre_transform: []
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test_ratio: 0.2
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test_target_transform: []
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test_transform: []
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tod: false
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transform: []
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trunc_stride: 128
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type: trafficflow
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val_pre_transform: []
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val_ratio: 0.2
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val_target_transform: []
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val_transform: []
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walk_length: 2
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dataloader:
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batch_size: 64
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drop_last: true
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num_steps: 30
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num_workers: 0
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pin_memory: false
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shuffle: true
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sizes:
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- 10
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- 5
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theta: -1
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type: trafficflow
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walk_length: 2
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device: 0
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distribute:
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use: false
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early_stop:
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delta: 0.0
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improve_indicator_mode: best
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patience: 15
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eval:
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best_res_update_round_wise_key: val_loss
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count_flops: true
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freq: 1
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metrics:
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- avg_loss
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monitoring: []
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report:
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- weighted_avg
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- avg
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- fairness
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- raw
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split:
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- test
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- val
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expname: FedAvg_DDGCRN_on_trafficflow_lr0.01_lstep1
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expname_tag: ''
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feat_engr:
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num_bins: 5
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scenario: hfl
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secure:
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dp: {}
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encrypt:
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type: dummy
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key_size: 3072
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type: encrypt
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selec_threshold: 0.05
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selec_woe_binning: quantile
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type: ''
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federate:
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atc_load_from: ''
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atc_vanilla: false
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client_num: 10
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data_weighted_aggr: false
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ignore_weight: false
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join_in_info: []
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make_global_eval: false
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master_addr: 127.0.0.1
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master_port: 29500
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merge_test_data: false
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merge_val_data: false
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method: FedAvg
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mode: standalone
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online_aggr: false
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process_num: 1
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resource_info_file: ''
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restore_from: ''
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sample_client_num: 10
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sample_client_rate: -1.0
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sampler: uniform
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save_to: ''
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share_local_model: false
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total_round_num: 100
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unseen_clients_rate: 0.0
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use_diff: false
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use_ss: false
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fedopt:
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use: false
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fedprox:
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use: false
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fedsageplus:
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a: 1.0
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b: 1.0
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c: 1.0
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fedgen_epoch: 200
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gen_hidden: 128
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hide_portion: 0.5
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loc_epoch: 1
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num_pred: 5
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fedswa:
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use: false
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finetune:
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batch_or_epoch: epoch
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before_eval: false
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epoch_linear: 10
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freeze_param: ''
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local_param: []
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local_update_steps: 1
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lr_linear: 0.005
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optimizer:
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lr: 0.1
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type: SGD
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scheduler:
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type: ''
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warmup_ratio: 0.0
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simple_tuning: false
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weight_decay: 0.0
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flitplus:
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factor_ema: 0.8
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lambdavat: 0.5
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tmpFed: 0.5
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weightReg: 1.0
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gcflplus:
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EPS_1: 0.05
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EPS_2: 0.1
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seq_length: 5
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standardize: false
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grad:
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grad_accum_count: 1
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grad_clip: 5.0
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hpo:
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fedex:
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cutoff: 0.0
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diff: false
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eta0: -1.0
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flatten_ss: true
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gamma: 0.0
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pi_lr: 0.01
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psn: false
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sched: auto
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ss: ''
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use: false
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fts:
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M: 100
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M_target: 200
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allow_load_existing_info: true
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diff: false
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fed_bo_max_iter: 50
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g_var: 1.0e-06
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gp_opt_schedule: 1
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local_bo_epochs: 50
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local_bo_max_iter: 50
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ls: 1.0
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obs_noise: 1.0e-06
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ss: ''
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target_clients: []
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use: false
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v_kernel: 1.0
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var: 0.1
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init_cand_num: 16
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larger_better: false
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metric: client_summarized_weighted_avg.val_loss
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num_workers: 0
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pbt:
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max_stage: 5
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perf_threshold: 0.1
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pfedhpo:
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discrete: false
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ss: ''
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target_fl_total_round: 1000
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train_anchor: false
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train_fl: false
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use: false
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scheduler: rs
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sha:
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budgets: []
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elim_rate: 3
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iter: 0
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ss: ''
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table:
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eps: 0.1
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idx: 0
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num: 27
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trial_index: 0
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working_folder: hpo
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model:
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cheb_order: 2
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contrast_temp: 1.0
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contrast_topk: 100
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downstream_tasks: []
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dropout: 0.1
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embed_dim: 10
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embed_size: 8
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gamma: 0
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graph_pooling: mean
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hidden: 256
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horizon: 12
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in_channels: 0
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input_dim: 1
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input_shape: []
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label_smoothing: 0.1
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lambda_: 0.1
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layer: 2
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length_penalty: 2.0
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max_answer_len: 30
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max_length: 200
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max_tree_depth: 3
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min_length: 1
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model_num_per_trainer: 1
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model_type: google/bert_uncased_L-2_H-128_A-2
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n_best_size: 20
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no_repeat_ngram_size: 3
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null_score_diff_threshold: 0.0
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num_beams: 5
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num_item: 0
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num_labels: 1
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num_layers: 1
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num_nodes: 17
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num_of_trees: 10
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num_user: 0
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out_channels: 1
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output_dim: 1
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pretrain_tasks: []
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rnn_units: 64
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stage: ''
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task: TrafficFlowPrediction
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type: DDGCRN
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use_bias: true
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use_contrastive_loss: false
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use_day: true
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use_week: true
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nbafl:
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use: false
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outdir: exp/FedAvg_DDGCRN_on_trafficflow_lr0.01_lstep1/sub_exp_20241014110136
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personalization:
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K: 5
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beta: 1.0
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epoch_feature: 1
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epoch_linear: 2
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local_param: []
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local_update_steps: 1
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lr: 0.01
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lr_feature: 0.1
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lr_linear: 0.1
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regular_weight: 0.1
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share_non_trainable_para: false
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weight_decay: 0.0
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print_decimal_digits: 6
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quantization:
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method: none
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nbits: 8
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regularizer:
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mu: 0.0
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type: ''
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seed: 10
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sgdmf:
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use: false
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train:
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batch_or_epoch: epoch
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batch_size: 64
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data_para_dids: []
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early_stop: false
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early_stop_patience: 15
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epochs: 300
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grad_norm: true
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local_update_steps: 1
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loss_func: mae
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lr_decay: false
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lr_decay_rate: 0.3
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lr_decay_step:
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- 5
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- 20
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- 40
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- 70
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lr_init: 0.003
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max_grad_norm: 5
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optimizer:
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lr: 0.01
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type: Adam
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weight_decay: 0.0
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real_value: true
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scheduler:
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type: ''
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warmup_ratio: 0.0
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seed: 10
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weight_decay: 0
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trainer:
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disp_freq: 50
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local_entropy:
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alpha: 0.75
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eps: 0.0001
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gamma: 0.03
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inc_factor: 1.0
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log_dir: ./
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sam:
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adaptive: false
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eta: 0.0
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rho: 1.0
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type: trafficflowtrainer
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val_freq: 100000000
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use_gpu: true
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verbose: 1
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vertical:
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use: false
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wandb:
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use: false
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