MotionLCM / configs /vae.yaml
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FOLDER: './experiments_recons'
TEST_FOLDER: './experiments_recons_test'
NAME: 'vae_humanml'
SEED_VALUE: 1234
TRAIN:
BATCH_SIZE: 128
SPLIT: 'train'
NUM_WORKERS: 8
PERSISTENT_WORKERS: true
PRETRAINED: ''
validation_steps: -1
validation_epochs: 100
checkpointing_steps: -1
checkpointing_epochs: 100
max_train_steps: -1
max_train_epochs: 6000
learning_rate: 2e-4
lr_scheduler: "cosine"
lr_warmup_steps: 1000
adam_beta1: 0.9
adam_beta2: 0.999
adam_weight_decay: 0.0
adam_epsilon: 1e-08
max_grad_norm: 1.0
VAL:
BATCH_SIZE: 32
SPLIT: 'test'
NUM_WORKERS: 12
PERSISTENT_WORKERS: true
TEST:
BATCH_SIZE: 32
SPLIT: 'test'
NUM_WORKERS: 12
PERSISTENT_WORKERS: true
CHECKPOINTS: 'experiments_recons/vae_humanml/vae_humanml.ckpt'
# Testing Args
REPLICATION_TIMES: 20
DIVERSITY_TIMES: 300
DO_MM_TEST: false
DATASET:
NAME: 'humanml3d'
SMPL_PATH: './deps/smpl'
WORD_VERTILIZER_PATH: './deps/glove/'
HUMANML3D:
FRAME_RATE: 20.0
UNIT_LEN: 4
ROOT: './datasets/humanml3d'
CONTROL_ARGS:
CONTROL: false
TEMPORAL: false
TRAIN_JOINTS: [0]
TEST_JOINTS: [0]
TRAIN_DENSITY: 'random'
TEST_DESITY: 100
MEAN_STD_PATH: './datasets/humanml_spatial_norm'
SAMPLER:
MAX_LEN: 200
MIN_LEN: 40
MAX_TEXT_LEN: 20
PADDING_TO_MAX: true
WINDOW_SIZE: 64
METRIC:
DIST_SYNC_ON_STEP: true
TYPE: ['TM2TMetrics', "PosMetrics"]
model:
target: ['motion_vae']
latent_dim: [16, 32]
# VAE Args
rec_feats_ratio: 1.0
rec_joints_ratio: 1.0
rec_velocity_ratio: 0.0
kl_ratio: 1e-4
rec_feats_loss: 'l1_smooth'
rec_joints_loss: 'l1_smooth'
rec_velocity_loss: 'l1_smooth'
mask_loss: true
t2m_textencoder:
dim_word: 300
dim_pos_ohot: 15
dim_text_hidden: 512
dim_coemb_hidden: 512
t2m_motionencoder:
dim_move_hidden: 512
dim_move_latent: 512
dim_motion_hidden: 1024
dim_motion_latent: 512
t2m_path: './deps/t2m/'