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dataset_main_path: ./datasets
dataset_annotation_path: ./datasets/annotations
dataset_precomputed_path: ./datasets/processed
resume_training: false
device: cuda
load: false
load_path: ''
output_log_path: ./trained_models/hmp/amass/autoencoder
batch_size: 64
batch_size_eval: 512
if_run_validation: False
eval_frequency: 25
num_epochs: 300
num_iteration_eval: 10
num_workers: 4
seed: 52345
use_lr_scheduler: true
lr_scheduler_kwargs:
lr_scheduler_type: ExponentialLRSchedulerWarmup
warmup_duration: 10
update_every: 1
min_lr: 0.0001
gamma_decay: 0.98
loss_pose_type: l1
lr: 0.005
latent_size: 96
output_size: 3
z_activation: tanh
num_iter_perepoch: 580
obs_length: 30
prediction_horizon_train: 120
prediction_horizon_eval: 120
prediction_horizon: 120
pred_length: 120
prediction_horizon_train_min: 10
prediction_horizon_train_min_from_epoch: 200
curriculum_it: 10
random_prediction_horizon: true
if_consider_hip: false
history_sec: 0.5
prediction_horizon_sec: 2
motion_repr_type: SkeletonRescalePose
pose_box_size: 1.2
seq_centering: 0
task_name: hmp
num_joints: 22
fps: 60
multimodal_threshold: 0.4
dataset_type: AMASSDataset
dataset_name: amass
precomputed_folder: ./datasets/processed/AMASS/hmp
annotations_folder: ./datasets/annotations/AMASS/hmp
dtype: float32
data_loader_train:
stride: 60
augmentation: 30
shuffle: true
datasets:
- ACCAD
- BMLhandball
- BMLmovi
- BMLrub
- EKUT
- CMU
- EyesJapanDataset
- KIT
- PosePrior
- TCDHands
- TotalCapture
da_mirroring: 0.5
da_rotations: 1.0
drop_last: true
if_load_mmgt: false
data_loader_train_eval:
stride: 30
augmentation: 0
shuffle: false
datasets:
- ACCAD
- BMLhandball
- BMLmovi
- BMLrub
- EKUT
- CMU
- EyesJapanDataset
- KIT
- PosePrior
- TCDHands
- TotalCapture
da_mirroring: 0.0
da_rotations: 0.0
drop_last: false
if_load_mmgt: false
data_loader_valid:
stride: 30
augmentation: 0
shuffle: false
datasets:
- HumanEva
- HDM05
- SFU
- MoSh
file_idces: all
drop_last: false
if_load_mmgt: false
autoenc_arch:
enc_num_layers: 2
encoder_hidden_size: 96
decoder_hidden_size: 96
arch: AutoEncoder
recurrent_arch_enc: StaticGraphGRU
recurrent_arch_decoder: StaticGraphGRU
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