NerfSynthetic hilbert_exp1

nerfsynthetic_hparam_20251113_133803/chair/configs/min2_no20_hid4-8_tgr0p125.yaml

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+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.125
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 4
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/configs/min2_no20_hid4-8_tgr0p2.yaml

@@ -0,0 +1,40 @@
+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.2
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 4
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/configs/min2_no20_hid4-8_tgr0p25.yaml

@@ -0,0 +1,40 @@
+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.25
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 4
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/configs/min2_no20_hid4-8_tgr0p33.yaml

@@ -0,0 +1,40 @@
+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.33
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 4
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/configs/min2_no20_hid8-8_tgr0p125.yaml

@@ -0,0 +1,40 @@
+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.125
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 8
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/configs/min2_no20_hid8-8_tgr0p2.yaml

@@ -0,0 +1,40 @@
+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.2
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 8
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/configs/min2_no20_hid8-8_tgr0p25.yaml

@@ -0,0 +1,40 @@
+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.25
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 8
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/configs/min2_no20_hid8-8_tgr0p33.yaml

@@ -0,0 +1,40 @@
+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.33
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 8
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/configs/min2_no20_hid8_tgr0p125.yaml

@@ -0,0 +1,39 @@
+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.125
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/configs/min2_no20_hid8_tgr0p2.yaml

@@ -0,0 +1,39 @@
+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.2
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/configs/min2_no20_hid8_tgr0p25.yaml

@@ -0,0 +1,39 @@
+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.25
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/configs/min2_no20_hid8_tgr0p33.yaml

@@ -0,0 +1,39 @@
+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.33
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125/cfg_args

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+Namespace(sh_degree=3, feat_dim=32, feature_from_checkpoint=True, n_offsets=10, voxel_size=0.001, update_depth=3, update_init_factor=16, update_hierachy_factor=4, use_feat_bank=False, source_path='/home/work/workspace/gs-finetuner/Scaffold-GS/data/nerf_synthetic/chair', model_path='output/mipnerf360_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125', pretrained_path='/home/work/shared-embeddedai-datasets-01/users/hushell/gs-baselines/2DGS/nerf_synthetic_black_bg/chair', images='images', resolution=-1, white_background=False, data_device='cuda', eval=True, lod=0, appearance_dim=32, lowpoly=False, ds=1, ratio=1, undistorted=False, add_opacity_dist=False, add_cov_dist=False, add_color_dist=False)

nerfsynthetic_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125/chkpnt1000.pth

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nerfsynthetic_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125/chkpnt10000.pth

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nerfsynthetic_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125/chkpnt15000.pth

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nerfsynthetic_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125/chkpnt20000.pth

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nerfsynthetic_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125/chkpnt25000.pth

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nerfsynthetic_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125/chkpnt3000.pth

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nerfsynthetic_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125/chkpnt30000.pth

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nerfsynthetic_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125/chkpnt7000.pth

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nerfsynthetic_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125/config.yaml

@@ -0,0 +1,40 @@
+model:
+  octree:
+    feature_type: P
+    depth: 13
+    full_depth: 1
+  backbone:
+    name: octsegformer_tiny
+    in_channels: 3
+    out_channels: 128
+    nempty: true
+    interp: linear
+  head:
+    min_offsets: 2
+    n_offsets: 20
+    target_group_ratio: 0.125
+    type1_start_depth: 1
+    lambda_min_offsets: 0.75
+    inputs:
+    - xyz
+    offset_encoding_freq: 1
+    encoding_dim: 1
+    feature_dim: 32
+    feature_from_checkpoint: true
+    hidden_dim:
+    - 4
+    - 8
+    norm_type: layernorm
+    weights_from_checkpoint: false
+    position_dim: 3
+    rotation_dim: 4
+    color_dim: 3
+    opacity_dim: 1
+    scaling_dim: 2
+    per_octant_mlp: true
+    mlp_depth: 1
+    offset_init_coeff: 1.0
+    radius_init_coeff: 1.0
+    limit_offsets: false
+scene:
+  load_iteration: 10000

nerfsynthetic_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125/events.out.tfevents.1763041102.main1.205873.0

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+size 32402194

nerfsynthetic_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125/outputs.log

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+2025-11-13 13:38:17,222 - INFO: args: Namespace(sh_degree=3, feat_dim=32, feature_from_checkpoint=True, n_offsets=10, voxel_size=0.001, update_depth=3, update_init_factor=16, update_hierachy_factor=4, use_feat_bank=False, source_path='data/nerf_synthetic/chair', model_path='output/mipnerf360_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125', pretrained_path='/home/work/shared-embeddedai-datasets-01/users/hushell/gs-baselines/2DGS/nerf_synthetic_black_bg/chair', images='images', resolution=-1, white_background=False, data_device='cuda', eval=True, lod=0, appearance_dim=32, lowpoly=False, ds=1, ratio=1, undistorted=False, add_opacity_dist=False, add_cov_dist=False, add_color_dist=False, iterations=30000, position_lr_init=0.0, position_lr_final=0.0, position_lr_delay_mult=0.01, position_lr_max_steps=30000, offset_lr_init=0.01, offset_lr_final=0.0001, offset_lr_delay_mult=0.01, offset_lr_max_steps=30000, feature_lr=0.0075, opacity_lr=0.02, scaling_lr=0.007, rotation_lr=0.002, mlp_opacity_lr_init=0.002, mlp_opacity_lr_final=2e-05, mlp_opacity_lr_delay_mult=0.01, mlp_opacity_lr_max_steps=30000, mlp_cov_lr_init=0.004, mlp_cov_lr_final=0.004, mlp_cov_lr_delay_mult=0.01, mlp_cov_lr_max_steps=30000, mlp_color_lr_init=0.008, mlp_color_lr_final=5e-05, mlp_color_lr_delay_mult=0.01, mlp_color_lr_max_steps=30000, percent_dense=0.01, lambda_dssim=0.2, start_stat=500, update_from=1500, update_interval=100, update_until=15000, min_opacity=0.005, success_threshold=0.8, densify_grad_threshold=0.0002, revision_config='output/mipnerf360_hparam_20251113_133803/chair/configs/min2_no20_hid4-8_tgr0p125.yaml', convert_SHs_python=False, compute_cov3D_python=False, debug=False, ip='127.0.0.1', port=6216, debug_from=-1, detect_anomaly=False, warmup=False, use_wandb=False, test_iterations=[1000, 3000, 7000, 10000, 15000, 20000, 25000, 30000, 40000, 50000, 60000], save_iterations=[1000, 3000, 7000, 10000, 15000, 20000, 25000, 30000, 40000, 50000, 60000, 30000], snapshot_iterations=[1], quiet=False, checkpoint_iterations=[1000, 3000, 7000, 10000, 15000, 20000, 25000, 30000, 40000, 50000, 60000], start_checkpoint=None, gpu='7')
+2025-11-13 13:38:17,241 - INFO: using GPU 7
+2025-11-13 13:38:17,242 - INFO: save code failed~
+2025-11-13 13:38:17,242 - INFO: Optimizing output/mipnerf360_hparam_20251113_133803/chair/min2_no20_hid4-8_tgr0p125
+2025-11-13 13:38:45,391 - INFO: 
+============================================================
+2025-11-13 13:38:45,391 - INFO: Hilbert Curve Anchor Selection
+2025-11-13 13:38:45,391 - INFO: ============================================================
+2025-11-13 13:38:45,391 - INFO: Total points: 136623
+2025-11-13 13:38:45,391 - INFO: Min offsets: 2, Max offsets: 20
+2025-11-13 13:38:45,391 - INFO: Target group ratio: 12.5%
+2025-11-13 13:38:45,391 - INFO: Simple mode: False
+2025-11-13 13:38:45,391 - INFO: 
+Step 1: Computing Hilbert curve distances...
+2025-11-13 13:38:48,471 - INFO:   Sorted 136623 points by Hilbert curve
+2025-11-13 13:38:48,471 - INFO: 
+Step 2: Determining adaptive jump threshold...
+2025-11-13 13:38:48,486 - INFO:   Target groups: ~17077 (12% of 136623 points)
+2025-11-13 13:38:48,486 - INFO:   Distance stats: mean=0.010204, std=0.012717
+2025-11-13 13:38:48,803 - INFO:   Selected threshold: 0.016572
+2025-11-13 13:38:48,804 - INFO:   Detected jumps at this threshold: 18572
+2025-11-13 13:38:48,804 - INFO:   Simulated groups (accounting for ignored jumps): 16764
+2025-11-13 13:38:48,804 - INFO:   Threshold is at 86.4th percentile
+2025-11-13 13:38:48,804 - INFO: 
+Step 3: Streaming grouping along Hilbert curve...
+2025-11-13 13:38:49,366 - INFO:   Created 16764 anchors
+2025-11-13 13:38:49,367 - INFO:     - Jumps detected: 18433
+2025-11-13 13:38:49,367 - INFO:     - Jumps ignored (not enough points): 4386
+2025-11-13 13:38:49,367 - INFO:     - Max offset splits: 2716
+2025-11-13 13:38:49,367 - INFO:     - Actual ratio: 12.3% (target: 12.5%)
+2025-11-13 13:38:49,367 - INFO:     - Deviation from target: 1.8%
+2025-11-13 13:38:49,367 - INFO: 
+Step 4: Mapping points to anchors...
+2025-11-13 13:38:49,968 - INFO:   Assigned 136623 / 136623 points to anchors
+2025-11-13 13:38:49,971 - INFO:   ✓ All 136623 points assigned!
+2025-11-13 13:38:49,971 - INFO: 
+Step 5: Computing anchor positions...
+2025-11-13 13:38:55,090 - INFO: 
+Step 6: Computing average offset vectors...
+2025-11-13 13:38:56,421 - INFO: 
+============================================================
+2025-11-13 13:38:56,422 - INFO: Anchor Statistics:
+2025-11-13 13:38:56,422 - INFO: ============================================================
+2025-11-13 13:38:56,441 - INFO: Anchors: 16764
+2025-11-13 13:38:56,446 - INFO:   Points per anchor - Avg: 8.15, Min: 2, Max: 20, Median: 5.00
+2025-11-13 13:38:56,446 - INFO: 
+Total time: 11.06 seconds
+2025-11-13 13:38:56,446 - INFO: ============================================================
+
+2025-11-13 13:38:57,421 - INFO: ============================================================
+2025-11-13 13:38:57,421 - INFO: Calculating storage sizes for adaptive anchor setup...
+2025-11-13 13:38:57,422 - INFO: ============================================================
+2025-11-13 13:38:57,427 - INFO: 
+============================================================
+2025-11-13 13:38:57,427 - INFO: Storage Size Analysis:
+2025-11-13 13:38:57,427 - INFO: ============================================================
+2025-11-13 13:38:57,428 - INFO: Number of anchors: 16764
+2025-11-13 13:38:57,428 - INFO: 
+MLP Model: 3,101,364 params, 11.83 MB
+2025-11-13 13:38:57,428 - INFO:   Cells: 16764, Dims: 6→[4, 8]→13, Avg/cell: 185 params
+2025-11-13 13:38:57,428 - INFO: 
+Anchor Positions: (16764, 3), 0.1918 MB (196.45 KB)
+2025-11-13 13:38:57,428 - INFO: 
+Anchor Scales: (16764, 2), 0.1279 MB (130.97 KB)
+2025-11-13 13:38:57,428 - INFO: 
+Average Offsets: torch.Size([16764, 3]), 0.1918 MB (196.45 KB)
+2025-11-13 13:38:57,428 - INFO: 
+Anchor Types: torch.Size([16764]), 0.0160 MB (16.37 KB)
+2025-11-13 13:38:57,428 - INFO: 
+Offsets Per Anchor: torch.Size([16764]), 0.1279 MB (130.97 KB)
+2025-11-13 13:38:57,429 - INFO:   Total: 136,623, Avg: 8.15, Median: 5.00, Range: [2, 20]
+2025-11-13 13:38:57,429 - INFO: 
+------------------------------------------------------------
+2025-11-13 13:38:57,429 - INFO: TOTAL STORAGE: 12.49 MB (0.0122 GB)
+2025-11-13 13:38:57,429 - INFO: ============================================================
+
+2025-11-13 13:38:57,429 - INFO: Breakdown (%):
+2025-11-13 13:38:57,429 - INFO:   MLP: 94.75%
+2025-11-13 13:38:57,429 - INFO:   Positions: 1.54%
+2025-11-13 13:38:57,429 - INFO:   Scales: 1.02%
+2025-11-13 13:38:57,429 - INFO:   Avg Offsets: 1.54%
+2025-11-13 13:38:57,429 - INFO:   Types: 0.13%
+2025-11-13 13:38:57,429 - INFO:   Offset Counts: 1.02%
+2025-11-13 13:38:57,429 - INFO: ============================================================
+
+2025-11-13 13:39:31,607 - INFO: 
+[ITER 1000] Evaluating test: L1 0.008147664411226288 PSNR 31.06358066558838 SSIM 0.9643144819140435 LPIPS 0.04050691550597549
+2025-11-13 13:39:33,682 - INFO: 
+[ITER 1000] Evaluating train: L1 0.00683873426169157 PSNR 32.61112632751465 SSIM 0.9709548711776734 LPIPS 0.034151726961135866
+2025-11-13 13:39:35,000 - INFO: 
+[ITER 1000] Saving Gaussians
+2025-11-13 13:39:35,002 - INFO: 
+[ITER 1000] Saving Checkpoint
+2025-11-13 13:40:27,293 - INFO: 
+[ITER 3000] Evaluating test: L1 0.006642555037979037 PSNR 32.66336639404297 SSIM 0.97328786611557 LPIPS 0.03022391109261662
+2025-11-13 13:40:28,601 - INFO: 
+[ITER 3000] Evaluating train: L1 0.005336900334805251 PSNR 34.61323165893555 SSIM 0.9795934081077576 LPIPS 0.02462426945567131
+2025-11-13 13:40:31,351 - INFO: 
+[ITER 3000] Saving Gaussians
+2025-11-13 13:40:31,353 - INFO: 
+[ITER 3000] Saving Checkpoint
+2025-11-13 13:42:10,543 - INFO: 
+[ITER 7000] Evaluating test: L1 0.005962688190629706 PSNR 33.5152178478241 SSIM 0.9775487634539605 LPIPS 0.024792750063352288
+2025-11-13 13:42:11,850 - INFO: 
+[ITER 7000] Evaluating train: L1 0.004774829838424921 PSNR 35.57247543334961 SSIM 0.9833540797233582 LPIPS 0.020066444389522077
+2025-11-13 13:42:14,360 - INFO: 
+[ITER 7000] Saving Gaussians
+2025-11-13 13:42:14,362 - INFO: 
+[ITER 7000] Saving Checkpoint
+2025-11-13 13:43:29,868 - INFO: 
+[ITER 10000] Evaluating test: L1 0.005711601834045723 PSNR 33.900390729904174 SSIM 0.9791369262337685 LPIPS 0.02264631090220064
+2025-11-13 13:43:31,174 - INFO: 
+[ITER 10000] Evaluating train: L1 0.004504254506900907 PSNR 36.11250457763672 SSIM 0.9847714066505433 LPIPS 0.01820672880858183
+2025-11-13 13:43:33,523 - INFO: 
+[ITER 10000] Saving Gaussians
+2025-11-13 13:43:33,525 - INFO: 
+[ITER 10000] Saving Checkpoint
+2025-11-13 13:45:35,852 - INFO: 
+[ITER 15000] Evaluating test: L1 0.0054099101352039726 PSNR 34.25055095672607 SSIM 0.9806565463542939 LPIPS 0.020562223019078375
+2025-11-13 13:45:37,145 - INFO: 
+[ITER 15000] Evaluating train: L1 0.004147207178175449 PSNR 36.751441192626956 SSIM 0.9864627957344055 LPIPS 0.016185463033616544
+2025-11-13 13:45:39,579 - INFO: 
+[ITER 15000] Saving Gaussians
+2025-11-13 13:45:39,581 - INFO: 
+[ITER 15000] Saving Checkpoint
+2025-11-13 13:47:41,892 - INFO: 
+[ITER 20000] Evaluating test: L1 0.005169248831807636 PSNR 34.54046991348267 SSIM 0.9818888437747956 LPIPS 0.019364917150232943
+2025-11-13 13:47:43,202 - INFO: 
+[ITER 20000] Evaluating train: L1 0.003892547264695168 PSNR 37.26076583862305 SSIM 0.9877403020858765 LPIPS 0.014941431023180485
+2025-11-13 13:47:45,543 - INFO: 
+[ITER 20000] Saving Gaussians
+2025-11-13 13:47:45,545 - INFO: 
+[ITER 20000] Saving Checkpoint
+2025-11-13 13:49:47,983 - INFO: 
+[ITER 25000] Evaluating test: L1 0.0051222330378368494 PSNR 34.62050641059876 SSIM 0.9821747219562531 LPIPS 0.01873208287637681
+2025-11-13 13:49:49,274 - INFO: 
+[ITER 25000] Evaluating train: L1 0.0037900238763540987 PSNR 37.412664794921874 SSIM 0.9882267713546753 LPIPS 0.014201514422893524
+2025-11-13 13:49:49,279 - INFO: 
+[ITER 25000] Saving Gaussians
+2025-11-13 13:49:49,281 - INFO: 
+[ITER 25000] Saving Checkpoint
+2025-11-13 13:51:50,073 - INFO: 
+[ITER 30000] Evaluating test: L1 0.005056388576049358 PSNR 34.691553106307985 SSIM 0.9825782150030137 LPIPS 0.018109315405599773
+2025-11-13 13:51:51,379 - INFO: 
+[ITER 30000] Evaluating train: L1 0.003693618206307292 PSNR 37.615238189697266 SSIM 0.9888313055038452 LPIPS 0.013554788194596767
+2025-11-13 13:51:52,336 - INFO: 
+[ITER 30000] Saving Gaussians
+2025-11-13 13:51:52,336 - INFO: 
+[ITER 30000] Saving Checkpoint
+2025-11-13 13:51:52,347 - INFO: 
+==================================================
+2025-11-13 13:51:52,347 - INFO: Training Statistics:
+2025-11-13 13:51:52,347 - INFO: Total Training Time: 809.71 seconds (13.50 minutes)
+2025-11-13 13:51:52,347 - INFO: Peak GPU Memory Usage: 5019.08 MB (4.90 GB)
+2025-11-13 13:51:52,347 - INFO: ==================================================
+2025-11-13 13:51:52,347 - INFO: 
+Training complete.

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