nbv_reconstruction/configs/local/train_config.yaml
2024-10-28 19:15:48 +00:00

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runner:
general:
seed: 1
device: cuda
cuda_visible_devices: "0,1,2,3,4,5,6,7"
parallel: False
experiment:
name: debug
root_dir: "experiments"
use_checkpoint: False
epoch: 600 # -1 stands for last epoch
max_epochs: 5000
save_checkpoint_interval: 1
test_first: True
train:
optimizer:
type: Adam
lr: 0.0001
losses:
- gf_loss
dataset: OmniObject3d_train
test:
frequency: 3 # test frequency
dataset_list:
- OmniObject3d_test
pipeline: nbv_reconstruction_pipeline
dataset:
OmniObject3d_train:
root_dir: "/media/hofee/data/project/python/nbv_reconstruction/sample_for_training/scenes"
model_dir: "/media/hofee/data/data/scaled_object_meshes"
source: nbv_reconstruction_dataset
split_file: "/media/hofee/data/project/python/nbv_reconstruction/sample_for_training/OmniObject3d_train.txt"
type: train
ratio: 1
batch_size: 1
num_workers: 12
pts_num: 4096
load_from_preprocess: True
OmniObject3d_test:
root_dir: "/media/hofee/data/project/python/nbv_reconstruction/sample_for_training/scenes"
model_dir: "/media/hofee/data/data/scaled_object_meshes"
source: nbv_reconstruction_dataset
split_file: "/media/hofee/data/project/python/nbv_reconstruction/sample_for_training/OmniObject3d_train.txt"
type: test
filter_degree: 75
eval_list:
- pose_diff
- coverage_rate_increase
ratio: 0.1
batch_size: 1
num_workers: 12
pts_num: 4096
load_from_preprocess: True
pipeline:
nbv_reconstruction_pipeline:
pts_encoder: pointnet_encoder
seq_encoder: transformer_seq_encoder
pose_encoder: pose_encoder
view_finder: gf_view_finder
module:
pointnet_encoder:
in_dim: 3
out_dim: 1024
global_feat: True
feature_transform: False
transformer_seq_encoder:
pts_embed_dim: 1024
pose_embed_dim: 256
num_heads: 4
ffn_dim: 256
num_layers: 3
output_dim: 2048
gf_view_finder:
t_feat_dim: 128
pose_feat_dim: 256
main_feat_dim: 3072
regression_head: Rx_Ry_and_T
pose_mode: rot_matrix
per_point_feature: False
sample_mode: ode
sampling_steps: 500
sde_mode: ve
pose_encoder:
pose_dim: 9
out_dim: 256
loss_function:
gf_loss:
evaluation_method:
pose_diff:
coverage_rate_increase:
renderer_path: "/media/hofee/data/project/python/nbv_reconstruction/blender/data_renderer.py"