Mip360 hilbert_exp1

mipnerf360_hparam_20251113_121332/bicycle/configs/min2_no20_hid4-8_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:
+    - 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

mipnerf360_hparam_20251113_121332/bicycle/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

mipnerf360_hparam_20251113_121332/bicycle/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

mipnerf360_hparam_20251113_121332/bicycle/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

mipnerf360_hparam_20251113_121332/bicycle/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

mipnerf360_hparam_20251113_121332/bicycle/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

mipnerf360_hparam_20251113_121332/bicycle/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

mipnerf360_hparam_20251113_121332/bicycle/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

mipnerf360_hparam_20251113_121332/bicycle/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

mipnerf360_hparam_20251113_121332/bicycle/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

mipnerf360_hparam_20251113_121332/bicycle/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

mipnerf360_hparam_20251113_121332/bicycle/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

mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125/cfg_args

@@ -0,0 +1 @@
+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/mipnerf360/bicycle', model_path='output/mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125', pretrained_path='/home/work/shared-embeddedai-datasets-01/users/hushell/gs-baselines/2DGS/mipnerf360/bicycle', images='images_4', 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)

mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125/chkpnt1000.pth

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mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125/chkpnt10000.pth

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mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125/chkpnt15000.pth

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mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125/chkpnt20000.pth

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mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125/chkpnt25000.pth

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mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125/chkpnt3000.pth

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mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125/chkpnt30000.pth

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mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125/chkpnt7000.pth

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mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125/config.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

mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125/events.out.tfevents.1763036028.main1.79305.0

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mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125/outputs.log

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+2025-11-13 12:13:46,499 - 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/mipnerf360/bicycle', model_path='output/mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125', pretrained_path='/home/work/shared-embeddedai-datasets-01/users/hushell/gs-baselines/2DGS/mipnerf360/bicycle', images='images_4', 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_121332/bicycle/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 12:13:46,518 - INFO: using GPU 7
+2025-11-13 12:13:46,519 - INFO: save code failed~
+2025-11-13 12:13:46,519 - INFO: Optimizing output/mipnerf360_hparam_20251113_121332/bicycle/min2_no20_hid4-8_tgr0p125
+2025-11-13 12:14:05,857 - INFO: 
+============================================================
+2025-11-13 12:14:05,858 - INFO: Hilbert Curve Anchor Selection
+2025-11-13 12:14:05,858 - INFO: ============================================================
+2025-11-13 12:14:05,858 - INFO: Total points: 2518863
+2025-11-13 12:14:05,858 - INFO: Min offsets: 2, Max offsets: 20
+2025-11-13 12:14:05,858 - INFO: Target group ratio: 12.5%
+2025-11-13 12:14:05,858 - INFO: Simple mode: False
+2025-11-13 12:14:05,858 - INFO: 
+Step 1: Computing Hilbert curve distances...
+2025-11-13 12:15:03,466 - INFO:   Sorted 2518863 points by Hilbert curve
+2025-11-13 12:15:03,466 - INFO: 
+Step 2: Determining adaptive jump threshold...
+2025-11-13 12:15:03,479 - INFO:   Target groups: ~314857 (12% of 2518863 points)
+2025-11-13 12:15:03,480 - INFO:   Distance stats: mean=0.061275, std=0.190006
+2025-11-13 12:15:03,878 - INFO:   Selected threshold: 0.090466
+2025-11-13 12:15:03,878 - INFO:   Detected jumps at this threshold: 385701
+2025-11-13 12:15:03,878 - INFO:   Simulated groups (accounting for ignored jumps): 327182
+2025-11-13 12:15:03,879 - INFO:   Threshold is at 84.7th percentile
+2025-11-13 12:15:03,879 - INFO: 
+Step 3: Streaming grouping along Hilbert curve...
+2025-11-13 12:15:06,496 - INFO:   Created 327182 anchors
+2025-11-13 12:15:06,496 - INFO:     - Jumps detected: 383600
+2025-11-13 12:15:06,496 - INFO:     - Jumps ignored (not enough points): 115404
+2025-11-13 12:15:06,497 - INFO:     - Max offset splits: 58985
+2025-11-13 12:15:06,497 - INFO:     - Actual ratio: 13.0% (target: 12.5%)
+2025-11-13 12:15:06,497 - INFO:     - Deviation from target: 3.9%
+2025-11-13 12:15:06,497 - INFO: 
+Step 4: Mapping points to anchors...
+2025-11-13 12:15:18,538 - INFO:   Assigned 2518863 / 2518863 points to anchors
+2025-11-13 12:15:18,541 - INFO:   ✓ All 2518863 points assigned!
+2025-11-13 12:15:18,541 - INFO: 
+Step 5: Computing anchor positions...
+2025-11-13 12:17:13,746 - INFO: 
+Step 6: Computing average offset vectors...
+2025-11-13 12:17:39,562 - INFO: 
+============================================================
+2025-11-13 12:17:39,563 - INFO: Anchor Statistics:
+2025-11-13 12:17:39,563 - INFO: ============================================================
+2025-11-13 12:17:39,967 - INFO: Anchors: 327182
+2025-11-13 12:17:40,052 - INFO:   Points per anchor - Avg: 7.70, Min: 2, Max: 20, Median: 4.00
+2025-11-13 12:17:40,052 - INFO: 
+Total time: 214.19 seconds
+2025-11-13 12:17:40,052 - INFO: ============================================================
+
+2025-11-13 12:17:41,955 - INFO: ============================================================
+2025-11-13 12:17:41,955 - INFO: Calculating storage sizes for adaptive anchor setup...
+2025-11-13 12:17:41,955 - INFO: ============================================================
+2025-11-13 12:17:41,962 - INFO: 
+============================================================
+2025-11-13 12:17:41,962 - INFO: Storage Size Analysis:
+2025-11-13 12:17:41,962 - INFO: ============================================================
+2025-11-13 12:17:41,963 - INFO: Number of anchors: 327182
+2025-11-13 12:17:41,963 - INFO: 
+MLP Model: 60,528,694 params, 230.90 MB
+2025-11-13 12:17:41,963 - INFO:   Cells: 327182, Dims: 6→[4, 8]→13, Avg/cell: 185 params
+2025-11-13 12:17:41,963 - INFO: 
+Anchor Positions: (327182, 3), 3.7443 MB (3834.16 KB)
+2025-11-13 12:17:41,963 - INFO: 
+Anchor Scales: (327182, 2), 2.4962 MB (2556.11 KB)
+2025-11-13 12:17:41,963 - INFO: 
+Average Offsets: torch.Size([327182, 3]), 3.7443 MB (3834.16 KB)
+2025-11-13 12:17:41,963 - INFO: 
+Anchor Types: torch.Size([327182]), 0.3120 MB (319.51 KB)
+2025-11-13 12:17:41,963 - INFO: 
+Offsets Per Anchor: torch.Size([327182]), 2.4962 MB (2556.11 KB)
+2025-11-13 12:17:41,967 - INFO:   Total: 2,518,863, Avg: 7.70, Median: 4.00, Range: [2, 20]
+2025-11-13 12:17:41,967 - INFO: 
+------------------------------------------------------------
+2025-11-13 12:17:41,967 - INFO: TOTAL STORAGE: 243.69 MB (0.2380 GB)
+2025-11-13 12:17:41,967 - INFO: ============================================================
+
+2025-11-13 12:17:41,967 - INFO: Breakdown (%):
+2025-11-13 12:17:41,967 - INFO:   MLP: 94.75%
+2025-11-13 12:17:41,967 - INFO:   Positions: 1.54%
+2025-11-13 12:17:41,967 - INFO:   Scales: 1.02%
+2025-11-13 12:17:41,967 - INFO:   Avg Offsets: 1.54%
+2025-11-13 12:17:41,967 - INFO:   Types: 0.13%
+2025-11-13 12:17:41,967 - INFO:   Offset Counts: 1.02%
+2025-11-13 12:17:41,967 - INFO: ============================================================
+
+2025-11-13 12:18:59,388 - INFO: 
+[ITER 1000] Evaluating test: L1 0.058191955387592316 PSNR 21.41181221008301 SSIM 0.5174632143974305 LPIPS 0.48208704352378845
+2025-11-13 12:19:09,204 - INFO: 
+[ITER 1000] Evaluating train: L1 0.07534175515174867 PSNR 18.371437072753906 SSIM 0.5536751031875611 LPIPS 0.42383047938346863
+2025-11-13 12:19:10,124 - INFO: 
+[ITER 1000] Saving Gaussians
+2025-11-13 12:19:10,130 - INFO: 
+[ITER 1000] Saving Checkpoint
+2025-11-13 12:21:32,097 - INFO: 
+[ITER 3000] Evaluating test: L1 0.052500803470611576 PSNR 22.39797134399414 SSIM 0.5740006673336029 LPIPS 0.4354691457748413
+2025-11-13 12:21:39,742 - INFO: 
+[ITER 3000] Evaluating train: L1 0.06965325251221657 PSNR 18.8269401550293 SSIM 0.5925934076309204 LPIPS 0.3835209965705872
+2025-11-13 12:21:41,328 - INFO: 
+[ITER 3000] Saving Gaussians
+2025-11-13 12:21:41,330 - INFO: 
+[ITER 3000] Saving Checkpoint
+2025-11-13 12:26:21,015 - INFO: 
+[ITER 7000] Evaluating test: L1 0.04799691915512085 PSNR 23.161786346435548 SSIM 0.6151451361179352 LPIPS 0.40366663455963137
+2025-11-13 12:26:27,706 - INFO: 
+[ITER 7000] Evaluating train: L1 0.05934320017695427 PSNR 20.00626678466797 SSIM 0.6407252430915833 LPIPS 0.3505823969841004
+2025-11-13 12:26:28,524 - INFO: 
+[ITER 7000] Saving Gaussians
+2025-11-13 12:26:28,527 - INFO: 
+[ITER 7000] Saving Checkpoint
+2025-11-13 12:30:01,804 - INFO: 
+[ITER 10000] Evaluating test: L1 0.046891760826110844 PSNR 23.387239074707033 SSIM 0.6301535034179687 LPIPS 0.3911100971698761
+2025-11-13 12:30:09,220 - INFO: 
+[ITER 10000] Evaluating train: L1 0.05569277778267861 PSNR 20.48927879333496 SSIM 0.6525764107704163 LPIPS 0.34196049571037296
+2025-11-13 12:30:09,819 - INFO: 
+[ITER 10000] Saving Gaussians
+2025-11-13 12:30:09,821 - INFO: 
+[ITER 10000] Saving Checkpoint
+2025-11-13 12:35:59,408 - INFO: 
+[ITER 15000] Evaluating test: L1 0.04556717410683632 PSNR 23.69244415283203 SSIM 0.6464486503601075 LPIPS 0.37750871777534484
+2025-11-13 12:36:06,210 - INFO: 
+[ITER 15000] Evaluating train: L1 0.051680777221918106 PSNR 21.086994552612307 SSIM 0.6846420288085938 LPIPS 0.3243237376213074
+2025-11-13 12:36:08,492 - INFO: 
+[ITER 15000] Saving Gaussians
+2025-11-13 12:36:08,494 - INFO: 
+[ITER 15000] Saving Checkpoint
+2025-11-13 12:41:57,216 - INFO: 
+[ITER 20000] Evaluating test: L1 0.04516872376203537 PSNR 23.741034317016602 SSIM 0.6538077664375306 LPIPS 0.3697220730781555
+2025-11-13 12:42:03,970 - INFO: 
+[ITER 20000] Evaluating train: L1 0.04963476806879044 PSNR 21.3037052154541 SSIM 0.6911145448684692 LPIPS 0.31877783834934237
+2025-11-13 12:42:03,975 - INFO: 
+[ITER 20000] Saving Gaussians
+2025-11-13 12:42:03,976 - INFO: 
+[ITER 20000] Saving Checkpoint
+2025-11-13 12:47:57,211 - INFO: 
+[ITER 25000] Evaluating test: L1 0.04404806204140187 PSNR 23.999013442993164 SSIM 0.661286416053772 LPIPS 0.36284934520721435
+2025-11-13 12:48:03,952 - INFO: 
+[ITER 25000] Evaluating train: L1 0.04763030260801315 PSNR 21.664731216430667 SSIM 0.7045958042144775 LPIPS 0.3099055588245392
+2025-11-13 12:48:05,975 - INFO: 
+[ITER 25000] Saving Gaussians
+2025-11-13 12:48:05,978 - INFO: 
+[ITER 25000] Saving Checkpoint
+2025-11-13 12:54:00,473 - INFO: 
+[ITER 30000] Evaluating test: L1 0.04354447774589062 PSNR 24.07778274536133 SSIM 0.6675118446350098 LPIPS 0.3581936800479889
+2025-11-13 12:54:07,212 - INFO: 
+[ITER 30000] Evaluating train: L1 0.0465187169611454 PSNR 21.860339355468753 SSIM 0.7126317858695984 LPIPS 0.30400065779685975
+2025-11-13 12:54:07,536 - INFO: 
+[ITER 30000] Saving Gaussians
+2025-11-13 12:54:07,536 - INFO: 
+[ITER 30000] Saving Checkpoint
+2025-11-13 12:54:07,567 - INFO: 
+==================================================
+2025-11-13 12:54:07,567 - INFO: Training Statistics:
+2025-11-13 12:54:07,567 - INFO: Total Training Time: 2418.94 seconds (40.32 minutes)
+2025-11-13 12:54:07,567 - INFO: Peak GPU Memory Usage: 9395.93 MB (9.18 GB)
+2025-11-13 12:54:07,567 - INFO: ==================================================
+2025-11-13 12:54:07,567 - INFO: 
+Training complete.

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