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Training run for SD 2.1. Mari

196 metrics · 52,832 train · 1,340 val

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crashed Sep 10, 23:24 Duration: 16h 50m Python 3.11.7 train_joint.py --config /cluster/home/drothenpiele/models/stable_diffusion_mari/mari/.euler-launches/euler_launch_78078471-5018-4de4-afed-499076d6b216/joint_vkitti.yaml --resume /cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-09-16-36-17-cce3/checkpoint-7
lr 4e-5batch 24epochs 200precision fp16model stable-diffusion-2-1 seed 42wd 0grad accum 1warmup 0.1000ema nograd clip 1
ID 13622949
mari/runs/2026-09-10_23-24-32_ec4a
Error
BrokenPipeError: [Errno 32] Broken pipe
Metrics 196/196
camera.train 1
camera_valid_fraction
depth.train 37
diag 27
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
vae_decode_abs_rel
vae_decode_delta1
vae_decode_hf_energy
vae_decode_mae
valset_muses_absrel
valset_muses_delta1
valset_muses_delta2
valset_muses_delta3
valset_muses_mae
valset_muses_num_samples
valset_muses_projected_pixels
valset_muses_rmse
valset_muses_rmse_log
valset_muses_silog
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 12
diag 2
image_psnr
image_ssim
loss 8
dehaze
prediction_l2
preserve
total
visibility
visibility_aux
visibility_rank
visibility_tv
stat 2
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 132
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 117
sky 84
boundary/f 3
score@1px
score@2px
score@4px
by/resolution 63
384x768 21
boundary/f 3
score@1px
score@2px
score@4px
sky 2
precision
recall
threshold 12
0 11
boundary/f 3
score@1px
score@2px
score@4px
sky 2
precision
recall
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
nonfinite/samples
skipped/unlabelled/samples
threshold
threshold
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
skipped/unlabelled/samples
384x768+center 42
bottom 21
boundary/f 3
score@1px
score@2px
score@4px
sky 2
precision
recall
threshold 12
0 11
boundary/f 3
score@1px
score@2px
score@4px
sky 2
precision
recall
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
nonfinite/samples
skipped/unlabelled/samples
threshold
threshold
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
skipped/unlabelled/samples
boundary/f 3
score@1px
score@2px
score@4px
sky 2
precision
recall
threshold 12
0 11
boundary/f 3
score@1px
score@2px
score@4px
sky 2
precision
recall
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
nonfinite/samples
skipped/unlabelled/samples
threshold
threshold
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
skipped/unlabelled/samples
sky 2
precision
recall
threshold 12
0 11
boundary/f 3
score@1px
score@2px
score@4px
sky 2
precision
recall
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
nonfinite/samples
skipped/unlabelled/samples
threshold
threshold
false/sky/rate/on/valid/foreground
labelled/samples
mask/iou
skipped/unlabelled/samples
valset/muses/sky 32
by/resolution 24
384x768 8
threshold 5
0 4
labelled/samples
nonfinite/samples
skipped/unlabelled/samples
threshold
threshold
labelled/samples
nonfinite/samples
skipped/unlabelled/samples
384x768+center 16
bottom 8
threshold 5
0 4
labelled/samples
nonfinite/samples
skipped/unlabelled/samples
threshold
threshold
labelled/samples
nonfinite/samples
skipped/unlabelled/samples
threshold 5
0 4
labelled/samples
nonfinite/samples
skipped/unlabelled/samples
threshold
threshold
labelled/samples
nonfinite/samples
skipped/unlabelled/samples
threshold 5
0 4
labelled/samples
nonfinite/samples
skipped/unlabelled/samples
threshold
threshold
labelled/samples
nonfinite/samples
skipped/unlabelled/samples
source/rds/camera/valid/fraction
196 selected
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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

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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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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 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 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

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Valset Muses Silog

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Valset Muses Sqrel

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Valset Muses Valid Pixels

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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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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

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Prediction L2

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Sdf

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Total

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Sdf Mean

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Gpu Mem Total Gb

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Gpu Mem Used Gb

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Gpu Mem Util Pct

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Gpu Util Pct

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Lr

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Visibility Aux Scale

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Data/Camera Enabled Any Source

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Data/Camera Fields Emitted

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Data/Camera Rays Emitted

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Train/Camera Valid Fraction

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Train/Timestep Fraction Last

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Train/Timestep Histogram/Bin 00

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Val/Sky/Boundary F Score@1px

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Val/Sky/Boundary F Score@2px

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Val/Sky/Boundary F Score@4px

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Val/Sky/By Resolution/384x768/Boundary F Score@1px

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Val/Sky/By Resolution/384x768/Boundary F Score@2px

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Val/Sky/By Resolution/384x768/Boundary F Score@4px

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Val/Sky/By Resolution/384x768/False Sky Rate On Valid Foreground

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Val/Sky/By Resolution/384x768/Labelled Samples

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Val/Sky/By Resolution/384x768/Mask Iou

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Val/Sky/By Resolution/384x768/Skipped Unlabelled Samples

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Val/Sky/By Resolution/384x768/Sky Precision

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Val/Sky/By Resolution/384x768/Sky Recall

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Val/Sky/By Resolution/384x768/Threshold

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Val/Sky/By Resolution/384x768/Threshold 0/Boundary F Score@1px

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Val/Sky/By Resolution/384x768/Threshold 0/Boundary F Score@2px

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Val/Sky/By Resolution/384x768/Threshold 0/False Sky Rate On Valid Foreground

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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 8 / step 11898 Checkpoint #5041
9/10/2026, 11:53:32 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-10-23-24-32-ec4a/checkpoint-8
epoch 9 / step 13220 Checkpoint #5043
9/11/2026, 7:40:14 AM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-10-23-24-32-ec4a/checkpoint-9
epoch 10 / step 14542 Checkpoint #5044
9/11/2026, 7:40:14 AM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-10-23-24-32-ec4a/checkpoint-10
epoch 11 / step 15864 Checkpoint #5045
9/11/2026, 7:40:14 AM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-10-23-24-32-ec4a/checkpoint-11
epoch 12 / step 17186 Checkpoint #5046
9/11/2026, 7:40:14 AM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-10-23-24-32-ec4a/checkpoint-12
epoch 13 / step 18508 Checkpoint #5052
9/11/2026, 10:50:51 AM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-10-23-24-32-ec4a/checkpoint-13
epoch 14 / step 19830 Checkpoint #5053
9/11/2026, 10:50:51 AM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-10-23-24-32-ec4a/checkpoint-14
epoch 15 / step 21152 Checkpoint #5077
9/12/2026, 12:21:14 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-10-23-24-32-ec4a/checkpoint-15
epoch 16 / step 22474 Checkpoint #5078
9/12/2026, 12:21:14 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-10-23-24-32-ec4a/checkpoint-16
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