model_id_with_origin_paths: Wan-AI/Wan2.1-T2V-1.3B:diffusion_pytorch_model*.safetensors,Wan-AI/Wan2.1-T2V-1.3B:Wan2.1_VAE.pth
use_helios_dit: true
helios_repo_root: /mnt/hdd/wjy/czy/DVD/Helios-main
helios_transformer_path: BestWishYsh/Helios-Distilled
helios_transformer_subfolder: transformer
helios_attention_backend: null
use_helios_history_memory: true
helios_latent_window_size: 9
helios_history_sizes:
- 16
- 2
- 1
use_helios_section_rollout: true
helios_section_rollout_mode: depth_history
helios_depth_history_train_mode: burn_in_predicted
helios_depth_history_burn_in_chunks: 2
helios_section_stride_latent: 9
helios_zero_history_timestep: true
helios_train_history_patches: true
trainable_models: dit
remove_prefix_in_ckpt: pipe.dit
mode: regression
denoise_step: 0.5
training_target: x
lora_base_model: dit
lora_rank: 512
grad_loss: true
grad_co: 0.5
use_latent_flow: true
resume: true
training_state_dir: /mnt/hdd/wjy/czy/DVD/output/checkpoint-step-4000/
load_optimizer: false
output_path: /mnt/hdd/wjy/czy/DVD/output_self_forcing/
global_step: 4000
num_epochs: 1000000
gradient_accumulation_steps: 16
validate_step: 100
init_validate: true
clip_grad_norm: true
learning_rate: 2.0e-05
use_gradient_checkpointing: true
log_step: 10
debug_hang: true
debug_hang_start_step: 2300
debug_hang_end_step: 2400
debug_hang_every: 1
debug_hang_tensor_stats: false
debug_dataset1_io: true
debug_dataset2_io: true
no_extra_frame: true
warmup_steps: 0
mixed_precision: bf16
train_all: false
denoise_strength: 1
validation_scheduler_timesteps: 1
dataloader_num_workers: 2
train_ratio: 1
train_microsteps_per_epoch: 100000
video_dataset_repeat_safety: 1.25
prob:
- 9
- 1
- 40
- 10
batch_size: 1
train_data_dir_hypersim: /mnt/hdd/wjy/datasets/hypersim/hypersim_filtered/
resolution_hypersim:
- 480
- 640
random_flip: true
norm_type: trunc_disparity
truncnorm_min: 0.02
align_cam_normal: false
train_data_dir_vkitti: /mnt/hdd/wjy/datasets/vkitti/
max_num_frame: 69
min_num_frame: 69
max_sample_stride: 1
min_sample_stride: 1
train_data_dir_ttr_vid: /mnt/hdd/wjy/datasets/ttr/
train_data_dir_vkitti_vid: /mnt/hdd/wjy/datasets/vkitti/
test_batch_size: 1
test_max_num_frame: 69
test_min_num_frame: 69
test_max_sample_stride: 1
test_min_sample_stride: 1
kitti_vid_test_data_root: /mnt/hdd/wjy/datasets/kitti_depth/
scannet_vid_test_data_root: /mnt/hdd/wjy/datasets/scannet/scannetoutput/
scannet_split_ls: configs/scannetv1_test.txt
nyuv2_test_data_root: /mnt/hdd/wjy/datasets/nyuv2/
scheduler_training_weight_type: equal
training_schedule_mode: default
training_scheduler_timesteps: 1