DreamCraft3D/configs/dreamcraft3d-coarse-neus.yaml

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2023-12-12 16:17:53 +00:00
name: "dreamcraft3d-coarse-neus"
tag: "${rmspace:${system.prompt_processor.prompt},_}"
exp_root_dir: "outputs"
seed: 0
data_type: "single-image-datamodule"
data:
image_path: ./load/images/hamburger_rgba.png
height: 256
width: 256
default_elevation_deg: 0.0
default_azimuth_deg: 0.0
default_camera_distance: 3.8
default_fovy_deg: 20.0
requires_depth: true
requires_normal: ${cmaxgt0:${system.loss.lambda_normal}}
random_camera:
height: 256
width: 256
batch_size: 1
eval_height: 512
eval_width: 512
eval_batch_size: 1
elevation_range: [-10, 45]
azimuth_range: [-180, 180]
camera_distance_range: [3.8, 3.8]
fovy_range: [20.0, 20.0] # Zero123 has fixed fovy
progressive_until: 0
camera_perturb: 0.0
center_perturb: 0.0
up_perturb: 0.0
eval_elevation_deg: ${data.default_elevation_deg}
eval_camera_distance: ${data.default_camera_distance}
eval_fovy_deg: ${data.default_fovy_deg}
batch_uniform_azimuth: false
n_val_views: 40
n_test_views: 120
system_type: "dreamcraft3d-system"
system:
stage: coarse
geometry_type: "implicit-sdf"
geometry:
radius: 2.0
normal_type: "finite_difference"
sdf_bias: sphere
sdf_bias_params: 0.5
# coarse to fine hash grid encoding
pos_encoding_config:
otype: HashGrid
n_levels: 16
n_features_per_level: 2
log2_hashmap_size: 19
base_resolution: 16
per_level_scale: 1.447269237440378 # max resolution 4096
start_level: 8 # resolution ~200
start_step: 2000
update_steps: 500
material_type: "no-material"
material:
requires_normal: true
background_type: "solid-color-background"
renderer_type: "neus-volume-renderer"
renderer:
radius: ${system.geometry.radius}
num_samples_per_ray: 512
cos_anneal_end_steps: ${trainer.max_steps}
eval_chunk_size: 8192
prompt_processor_type: "deep-floyd-prompt-processor"
prompt_processor:
pretrained_model_name_or_path: "DeepFloyd/IF-I-XL-v1.0"
prompt: ???
use_perp_neg: true
guidance_type: "deep-floyd-guidance"
guidance:
pretrained_model_name_or_path: "DeepFloyd/IF-I-XL-v1.0"
guidance_scale: 20
min_step_percent: 0.2
max_step_percent: 0.5
guidance_3d_type: "stable-zero123-guidance"
guidance_3d:
pretrained_model_name_or_path: "./load/zero123/stable_zero123.ckpt"
pretrained_config: "./load/zero123/sd-objaverse-finetune-c_concat-256.yaml"
cond_image_path: ${data.image_path}
cond_elevation_deg: ${data.default_elevation_deg}
cond_azimuth_deg: ${data.default_azimuth_deg}
cond_camera_distance: ${data.default_camera_distance}
guidance_scale: 5.0
min_step_percent: 0.2
max_step_percent: 0.5
freq:
n_ref: 2
ref_only_steps: 0
ref_or_guidance: "alternate"
no_diff_steps: 0
guidance_eval: 0
loggers:
wandb:
enable: false
project: "threestudio"
loss:
lambda_sd: 0.1
lambda_3d_sd: 0.1
lambda_rgb: 1000.0
lambda_mask: 100.0
lambda_mask_binary: 0.0
lambda_depth: 0.0
lambda_depth_rel: 0.05
lambda_normal: 0.0
lambda_normal_smooth: 0.0
lambda_3d_normal_smooth: 0.0
lambda_orient: 10.0
lambda_sparsity: 0.1
lambda_opaque: 0.1
lambda_clip: 0.0
lambda_eikonal: 0.0
optimizer:
name: Adam
args:
betas: [0.9, 0.99]
eps: 1.e-15
params:
geometry.encoding:
lr: 0.01
geometry.sdf_network:
lr: 0.001
geometry.feature_network:
lr: 0.001
renderer:
lr: 0.001
trainer:
max_steps: 5000
log_every_n_steps: 1
num_sanity_val_steps: 0
val_check_interval: 200
enable_progress_bar: true
precision: 16-mixed
checkpoint:
save_last: true
save_top_k: -1
every_n_train_steps: ${trainer.max_steps}