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| FOLDER: './experiments_control/temporal' | |
| TEST_FOLDER: './experiments_control_test/temporal' | |
| NAME: 'motionlcm_humanml' | |
| SEED_VALUE: 1234 | |
| TRAIN: | |
| DATASET: 'humanml3d' | |
| BATCH_SIZE: 128 | |
| SPLIT: 'train' | |
| NUM_WORKERS: 8 | |
| PERSISTENT_WORKERS: true | |
| PRETRAINED: 'experiments_t2m/motionlcm_humanml/motionlcm_humanml_v1.ckpt' | |
| validation_steps: -1 | |
| validation_epochs: 50 | |
| checkpointing_steps: -1 | |
| checkpointing_epochs: 50 | |
| max_train_steps: -1 | |
| max_train_epochs: 1000 | |
| learning_rate: 1e-4 | |
| learning_rate_spatial: 1e-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: | |
| DATASET: 'humanml3d' | |
| BATCH_SIZE: 32 | |
| SPLIT: 'test' | |
| NUM_WORKERS: 12 | |
| PERSISTENT_WORKERS: true | |
| TEST: | |
| DATASET: 'humanml3d' | |
| BATCH_SIZE: 32 | |
| SPLIT: 'test' | |
| NUM_WORKERS: 12 | |
| PERSISTENT_WORKERS: true | |
| CHECKPOINTS: 'experiments_control/temporal/motionlcm_humanml/motionlcm_humanml_t_v1.ckpt' | |
| # Testing Args | |
| REPLICATION_TIMES: 20 | |
| MM_NUM_SAMPLES: 100 | |
| MM_NUM_REPEATS: 30 | |
| MM_NUM_TIMES: 10 | |
| 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: true | |
| TEMPORAL: true | |
| TRAIN_JOINTS: [0, 10, 11, 15, 20, 21] | |
| TEST_JOINTS: [0, 10, 11, 15, 20, 21] | |
| TRAIN_DENSITY: [25, 25] | |
| TEST_DENSITY: 25 | |
| MEAN_STD_PATH: './datasets/humanml_spatial_norm' | |
| SAMPLER: | |
| MAX_LEN: 200 | |
| MIN_LEN: 40 | |
| MAX_TEXT_LEN: 20 | |
| PADDING_TO_MAX: false | |
| WINDOW_SIZE: null | |
| METRIC: | |
| DIST_SYNC_ON_STEP: true | |
| TYPE: ['TM2TMetrics', 'ControlMetrics'] | |
| model: | |
| target: ['motion_vae', 'text_encoder', 'denoiser', 'scheduler_lcm', 'traj_encoder'] | |
| latent_dim: [1, 256] | |
| guidance_scale: 7.5 | |
| # ControlNet Args | |
| is_controlnet: true | |
| vaeloss: true | |
| vaeloss_type: 'sum' | |
| cond_ratio: 1.0 | |
| control_loss_func: 'l2' | |
| use_3d: false | |
| lcm_w_min_nax: null | |
| lcm_num_ddim_timesteps: null | |
| 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 | |
| bert_path: './deps/distilbert-base-uncased' | |
| clip_path: './deps/clip-vit-large-patch14' | |
| t5_path: './deps/sentence-t5-large' | |
| t2m_path: './deps/t2m/' | |