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external assumed crashed Oct 9, 14:09 Started 21d 13h ago Python 3.11.7
train_joint.py --config /cluster/home/drothenpiele/models/stable_diffusion_mari/mari/.euler-launches/euler_launch_d9693910-637b-433f-9d82-48f0ea8a84d5/joint_vkitti.yaml --resume /cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-cradio-2026-10-08-20-21-52-0580/checkpoint-18lr 4e-5batch 24epochs 200precision fp16model stable-diffusion-2-1 seed 42wd 0grad accum 1warmup 0.1000ema nograd clip 1
ID 16649560
mari/runs/2026-10-09_14-09-04_0cc0Metrics 330/330
camera.train 1
camera_valid_fraction
depth.train 61
diag 51
depth_abs_rel
depth_delta1
depth_edge_smoothness
depth_head_abs_rel
depth_head_delta1
depth_head_hf_energy
depth_head_mae
depth_hf_energy
depth_mae
depth_road_hsmooth
depth_tv
rgb_depth_edge_consistency
rgb_depth_edge_consistency_missing
rgb_depth_edge_consistency_missing_coverage
rgb_depth_edge_consistency_output
vae_decode_abs_rel
vae_decode_delta1
vae_decode_hf_energy
vae_decode_mae
valset_muses_absrel
valset_muses_absrel_robust_images
valset_muses_absrel_robust_unavailable_samples
valset_muses_delta1
valset_muses_delta2
valset_muses_delta3
valset_muses_mae
valset_muses_no_sky_absrel
valset_muses_no_sky_absrel_robust_images
valset_muses_no_sky_absrel_robust_unavailable_samples
valset_muses_no_sky_delta1
valset_muses_no_sky_delta2
valset_muses_no_sky_delta3
valset_muses_no_sky_mae
valset_muses_no_sky_num_samples
valset_muses_no_sky_rmse
valset_muses_no_sky_rmse_log
valset_muses_no_sky_silog
valset_muses_no_sky_sqrel
valset_muses_no_sky_valid_pixels
valset_muses_num_samples
valset_muses_projected_pixels
valset_muses_rmse
valset_muses_rmse_log
valset_muses_scope_euler_eval_major
valset_muses_scope_euler_eval_minor
valset_muses_scope_euler_eval_patch
valset_muses_silog
valset_muses_sky_labelled_samples
valset_muses_sky_unlabelled_samples
valset_muses_sqrel
valset_muses_valid_pixels
loss 10
depth
depth_gradient
depth_head
depth_tv
edge_smoothness
gt_edge_smoothness
head_regularization
multiscale_smoothness
prediction_l2
smoothness_aux
rgb.train 16
diag 2
image_psnr
image_ssim
loss 8
dehaze
prediction_l2
preserve
total
visibility
visibility_aux
visibility_rank
visibility_tv
stat 6
feature_contribution_ratio
feature_conv_f_weight_norm
feature_map_mean
feature_map_std
visibility_mean
visibility_std
segmentation.train 8
loss 7
bce
dice
direct
head_total
prediction_l2
sdf
total
stat 1
sdf_mean
sys.train 6
gpu_mem_total_gb
gpu_mem_used_gb
gpu_mem_util_pct
gpu_util_pct
lr
visibility_aux_scale
Legacy 238
data/camera 3
enabled/any/source
fields/emitted
rays/emitted
train 12
timestep 11
histogram/bin 10
00
01
02
03
04
05
06
07
08
09
fraction/last
camera/valid/fraction
val 223
sky 116
boundary/f 3
score@1px
score@2px
score@4px
by/resolution 87
384x768 29
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
sky 2
precision
recall
threshold 16
0 15
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
sky 2
precision
recall
dice/f1
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
nonfinite/samples
scored/samples
skipped/unlabelled/samples
threshold
threshold
dice/f1
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
scored/samples
skipped/unlabelled/samples
384x768+center 58
bottom 29
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
sky 2
precision
recall
threshold 16
0 15
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
sky 2
precision
recall
dice/f1
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
nonfinite/samples
scored/samples
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threshold
threshold
dice/f1
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
scored/samples
skipped/unlabelled/samples
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
sky 2
precision
recall
threshold 16
0 15
boundary/f 3
score@1px
score@2px
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no/sky 2
false/positive/rate
samples
sky 2
precision
recall
dice/f1
false/sky/rate/on/valid/foreground
labelled/samples
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threshold
threshold
dice/f1
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
scored/samples
skipped/unlabelled/samples
no/sky 2
false/positive/rate
samples
sky 2
precision
recall
threshold 16
0 15
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
sky 2
precision
recall
dice/f1
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
nonfinite/samples
scored/samples
skipped/unlabelled/samples
threshold
threshold
dice/f1
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
scored/samples
skipped/unlabelled/samples
valset/muses/sky 106
boundary/f 3
score@1px
score@2px
score@4px
by/resolution 78
384x768 28
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
sky 2
precision
recall
threshold 15
0 14
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
sky 2
precision
recall
dice/f1
labelled/samples
mask/iou
nonfinite/samples
scored/samples
skipped/unlabelled/samples
threshold
threshold
dice/f1
labelled/samples
mask/iou
nonfinite/samples
scored/samples
skipped/unlabelled/samples
384x768+center 50
bottom 22
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
threshold 12
0 11
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
labelled/samples
nonfinite/samples
scored/samples
skipped/unlabelled/samples
sky/precision
threshold
threshold
labelled/samples
nonfinite/samples
scored/samples
skipped/unlabelled/samples
sky/precision
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
sky 2
precision
recall
threshold 15
0 14
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
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precision
recall
dice/f1
labelled/samples
mask/iou
nonfinite/samples
scored/samples
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threshold
threshold
dice/f1
labelled/samples
mask/iou
nonfinite/samples
scored/samples
skipped/unlabelled/samples
no/sky 2
false/positive/rate
samples
sky 2
precision
recall
threshold 15
0 14
boundary/f 3
score@1px
score@2px
score@4px
no/sky 2
false/positive/rate
samples
sky 2
precision
recall
dice/f1
labelled/samples
mask/iou
nonfinite/samples
scored/samples
skipped/unlabelled/samples
threshold
threshold
dice/f1
labelled/samples
mask/iou
nonfinite/samples
scored/samples
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source/rds/camera/valid/fraction
330 selected
X-Axis
Y-Scale
Series
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Camera Valid Fraction
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Depth Abs Rel
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Depth Delta1
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Depth Edge Smoothness
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Depth Head Abs Rel
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Depth Head Delta1
kind=diag V
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Depth Head Hf Energy
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Depth Head Mae
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Depth Hf Energy
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Depth Mae
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Depth Road Hsmooth
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Depth Tv
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Rgb Depth Edge Consistency
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Rgb Depth Edge Consistency Missing
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Rgb Depth Edge Consistency Missing Coverage
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Rgb Depth Edge Consistency Output
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Vae Decode Abs Rel
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Vae Decode Delta1
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Vae Decode Hf Energy
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Vae Decode Mae
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Valset Muses Absrel
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Valset Muses Absrel Robust Images
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Valset Muses Absrel Robust Unavailable Samples
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Valset Muses Delta1
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Valset Muses Delta2
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Valset Muses Delta3
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Valset Muses Mae
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Valset Muses No Sky Absrel
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Valset Muses No Sky Absrel Robust Images
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Valset Muses No Sky Absrel Robust Unavailable Samples
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Valset Muses No Sky Delta1
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Valset Muses No Sky Delta2
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Valset Muses No Sky Delta3
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Valset Muses No Sky Mae
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Valset Muses No Sky Num Samples
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Valset Muses No Sky Rmse
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Valset Muses No Sky Rmse Log
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Valset Muses No Sky Silog
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Valset Muses No Sky Sqrel
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Valset Muses No Sky Valid Pixels
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Valset Muses Num Samples
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Valset Muses Projected Pixels
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Valset Muses Rmse
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Valset Muses Rmse Log
kind=diag V
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Valset Muses Scope Euler Eval Major
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Valset Muses Scope Euler Eval Minor
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Valset Muses Scope Euler Eval Patch
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Valset Muses Silog
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Valset Muses Sky Labelled Samples
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Valset Muses Sky Unlabelled Samples
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Valset Muses Sqrel
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Valset Muses Valid Pixels
kind=diag V
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Depth
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Depth Gradient
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Depth Head
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Depth Tv
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Edge Smoothness
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Gt Edge Smoothness
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Head Regularization
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Multiscale Smoothness
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Prediction L2
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Smoothness Aux
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Image Psnr
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Image Ssim
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Dehaze
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Prediction L2
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Preserve
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Total
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Visibility
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Visibility Aux
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Visibility Rank
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Visibility Tv
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Feature Contribution Ratio
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Feature Conv F Weight Norm
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Feature Map Mean
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Feature Map Std
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Visibility Mean
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Visibility Std
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Bce
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Dice
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Direct
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Head Total
↓ kind=loss T
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Prediction L2
↓ kind=loss T
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Sdf
↓ kind=loss T
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Total
↓ kind=loss T
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Sdf Mean
kind=stat T
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Gpu Mem Total Gb
T
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Gpu Mem Used Gb
T
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Gpu Mem Util Pct
T
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Gpu Util Pct
T
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Lr
T
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Visibility Aux Scale
T
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Data/Camera Enabled Any Source
V
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Data/Camera Fields Emitted
V
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Data/Camera Rays Emitted
V
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Train/Camera Valid Fraction
T
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Train/Timestep Fraction Last
T
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Train/Timestep Histogram/Bin 00
T
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Train/Timestep Histogram/Bin 01
T
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Train/Timestep Histogram/Bin 02
T
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Train/Timestep Histogram/Bin 03
T
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Train/Timestep Histogram/Bin 04
T
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Train/Timestep Histogram/Bin 05
T
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Train/Timestep Histogram/Bin 06
T
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Train/Timestep Histogram/Bin 07
T
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Train/Timestep Histogram/Bin 08
T
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Train/Timestep Histogram/Bin 09
T
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Val/Sky/Boundary F Score@1px
V
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Val/Sky/Boundary F Score@2px
V
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Val/Sky/Boundary F Score@4px
V
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Val/Sky/By Resolution/384x768/Boundary F Score@1px
V
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Val/Sky/By Resolution/384x768/Boundary F Score@2px
V
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Val/Sky/By Resolution/384x768/Boundary F Score@4px
V
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Val/Sky/By Resolution/384x768/Dice F1
V
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Val/Sky/By Resolution/384x768/False Sky Rate On Valid Foreground
V
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Val/Sky/By Resolution/384x768/Labelled Samples
V
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Val/Sky/By Resolution/384x768/Mask Iou
V
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Val/Sky/By Resolution/384x768/No Sky False Positive Rate
V
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Val/Sky/By Resolution/384x768/No Sky Samples
V
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Val/Sky/By Resolution/384x768/Scored Samples
V
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Val/Sky/By Resolution/384x768/Skipped Unlabelled Samples
V
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Val/Sky/By Resolution/384x768/Sky Precision
V
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Val/Sky/By Resolution/384x768/Sky Recall
V
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Val/Sky/By Resolution/384x768/Threshold
V
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Val/Sky/By Resolution/384x768/Threshold 0/Boundary F Score@1px
V
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Val/Sky/By Resolution/384x768/Threshold 0/Boundary F Score@2px
V
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Val/Sky/By Resolution/384x768/Threshold 0/Boundary F Score@4px
V
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Val/Sky/By Resolution/384x768/Threshold 0/Dice F1
V
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Val/Sky/By Resolution/384x768/Threshold 0/False Sky Rate On Valid Foreground
V
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Val/Sky/By Resolution/384x768/Threshold 0/Labelled Samples
V
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Val/Sky/By Resolution/384x768/Threshold 0/Mask Iou
V
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Val/Sky/By Resolution/384x768/Threshold 0/No Sky False Positive Rate
V
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Val/Sky/By Resolution/384x768/Threshold 0/No Sky Samples
V
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Val/Sky/By Resolution/384x768/Threshold 0/Nonfinite Samples
V
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Val/Sky/By Resolution/384x768/Threshold 0/Scored Samples
V
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Val/Sky/By Resolution/384x768/Threshold 0/Skipped Unlabelled Samples
V
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Val/Sky/By Resolution/384x768/Threshold 0/Sky Precision
V
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Val/Sky/By Resolution/384x768/Threshold 0/Sky Recall
V
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Val/Sky/By Resolution/384x768/Threshold 0/Threshold
V
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Val/Sky/By Resolution/384x768+Center Bottom/Boundary F Score@1px
V
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Val/Sky/By Resolution/384x768+Center Bottom/Boundary F Score@2px
V
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Val/Sky/By Resolution/384x768+Center Bottom/Boundary F Score@4px
V
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Val/Sky/By Resolution/384x768+Center Bottom/Dice F1
V
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Val/Sky/By Resolution/384x768+Center Bottom/False Sky Rate On Valid Foreground
V
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Val/Sky/By Resolution/384x768+Center Bottom/Labelled Samples
V
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Val/Sky/By Resolution/384x768+Center Bottom/Mask Iou
V
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2026-10-09_14-09-04_0cc0 val (raw) —
Val/Sky/By Resolution/384x768+Center Bottom/No Sky False Positive Rate
V
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Val/Sky/By Resolution/384x768+Center Bottom/No Sky Samples
V
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Val/Sky/By Resolution/384x768+Center Bottom/Scored Samples
V
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Val/Sky/By Resolution/384x768+Center Bottom/Skipped Unlabelled Samples
V
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Val/Sky/By Resolution/384x768+Center Bottom/Sky Precision
V
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Val/Sky/By Resolution/384x768+Center Bottom/Sky Recall
V
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Val/Sky/By Resolution/384x768+Center Bottom/Threshold
V
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Val/Sky/By Resolution/384x768+Center Bottom/Threshold 0/Boundary F Score@1px
V
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Val/Sky/By Resolution/384x768+Center Bottom/Threshold 0/Boundary F Score@2px
V
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Val/Sky/By Resolution/384x768+Center Bottom/Threshold 0/Boundary F Score@4px
V
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2026-10-09_14-09-04_0cc0 val (raw) —
Val/Sky/By Resolution/384x768+Center Bottom/Threshold 0/Dice F1
V
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2026-10-09_14-09-04_0cc0 val (raw) —
Val/Sky/By Resolution/384x768+Center Bottom/Threshold 0/False Sky Rate On Valid Foreground
V
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Val/Sky/By Resolution/384x768+Center Bottom/Threshold 0/Labelled Samples
V
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Val/Sky/By Resolution/384x768+Center Bottom/Threshold 0/Mask Iou
V
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Val/Sky/By Resolution/384x768+Center Bottom/Threshold 0/No Sky False Positive Rate
V
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V
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V
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Val/Sky/By Resolution/384x768+Center Bottom/Threshold 0/Scored Samples
V
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V
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Val/Sky/By Resolution/384x768+Center Bottom/Threshold 0/Sky Recall
V
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V
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Val/Sky/By Resolution/384x768+Center/Boundary F Score@1px
V
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Val/Sky/By Resolution/384x768+Center/Boundary F Score@2px
V
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Val/Sky/By Resolution/384x768+Center/Boundary F Score@4px
V
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Val/Sky/By Resolution/384x768+Center/Dice F1
V
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Val/Sky/By Resolution/384x768+Center/False Sky Rate On Valid Foreground
V
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Val/Sky/By Resolution/384x768+Center/Labelled Samples
V
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Val/Sky/By Resolution/384x768+Center/Mask Iou
V
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Val/Sky/By Resolution/384x768+Center/No Sky False Positive Rate
V
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Val/Sky/By Resolution/384x768+Center/No Sky Samples
V
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Val/Sky/By Resolution/384x768+Center/Scored Samples
V
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Val/Sky/By Resolution/384x768+Center/Skipped Unlabelled Samples
V
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Val/Sky/By Resolution/384x768+Center/Sky Precision
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Val/Sky/By Resolution/384x768+Center/Sky Recall
V
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Val/Sky/By Resolution/384x768+Center/Threshold
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Val/Sky/By Resolution/384x768+Center/Threshold 0/Boundary F Score@1px
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Val/Sky/By Resolution/384x768+Center/Threshold 0/Boundary F Score@2px
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Val/Sky/By Resolution/384x768+Center/Threshold 0/Boundary F Score@4px
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Val/Sky/By Resolution/384x768+Center/Threshold 0/Dice F1
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Val/Sky/By Resolution/384x768+Center/Threshold 0/False Sky Rate On Valid Foreground
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Val/Sky/By Resolution/384x768+Center/Threshold 0/No Sky False Positive Rate
V
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Val/Sky/By Resolution/384x768+Center/Threshold 0/No Sky Samples
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Val/Sky/By Resolution/384x768+Center/Threshold 0/Nonfinite Samples
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Val/Sky/By Resolution/384x768+Center/Threshold 0/Skipped Unlabelled Samples
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Val/Sky/By Resolution/384x768+Center/Threshold 0/Sky Precision
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Val/Sky/By Resolution/384x768+Center/Threshold 0/Sky Recall
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Val/Sky/Dice F1
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Val/Sky/False Sky Rate On Valid Foreground
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Val/Sky/Labelled Samples
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No output snapshots found for this run.
Outputs are generated during training and saved to outputs/epoch_N_step_M/ directories.
epoch 19 / step 26440 Checkpoint #5166
10/9/2026, 6:57:31 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-cradio-2026-10-09-14-09-04-0cc0/checkpoint-19epoch 21 / step 29084 Checkpoint #5167
10/9/2026, 6:57:31 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-cradio-2026-10-09-14-09-04-0cc0/checkpoint-21epoch 23 / step 31728 Checkpoint #5170
10/10/2026, 5:38:25 AM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-cradio-2026-10-09-14-09-04-0cc0/checkpoint-23epoch 25 / step 34372 Checkpoint #5171
10/10/2026, 5:38:25 AM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-cradio-2026-10-09-14-09-04-0cc0/checkpoint-25epoch 27 / step 37016 Checkpoint #5172
10/10/2026, 5:38:25 AM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-cradio-2026-10-09-14-09-04-0cc0/checkpoint-27Producer launch exports are available. Manage launch-owned exports here for quick reference.
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