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Training run for SD 2.1. Mari

196 metrics · 73,100 train · 1,936 val

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external assumed crashed Sep 11, 16:19 Started 49d 11h ago Python 3.11.7 train_joint.py --config /cluster/home/drothenpiele/models/stable_diffusion_mari/mari/.euler-launches/euler_launch_c1523f54-7182-409c-99c7-64b8e26d8194/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/2026-09-11_16-19-37_e3fc
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
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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/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/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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Val/Sky/By Resolution/384x768/Threshold 0/Labelled Samples

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Val/Sky/By Resolution/384x768/Threshold 0/Mask Iou

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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 #5079
9/12/2026, 12:21:23 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-8
epoch 9 / step 13220 Checkpoint #5080
9/12/2026, 12:21:23 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-9
epoch 10 / step 14542 Checkpoint #5081
9/12/2026, 12:21:23 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-10
epoch 11 / step 15864 Checkpoint #5082
9/12/2026, 12:21:23 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-11
epoch 12 / step 17186 Checkpoint #5083
9/12/2026, 12:21:23 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-12
epoch 13 / step 18508 Checkpoint #5084
9/12/2026, 12:21:23 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-13
epoch 14 / step 19830 Checkpoint #5085
9/12/2026, 12:21:23 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-14
epoch 15 / step 21152 Checkpoint #5086
9/12/2026, 12:21:23 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-15
epoch 16 / step 22474 Checkpoint #5087
9/12/2026, 12:21:23 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-16
epoch 17 / step 23796 Checkpoint #5088
9/12/2026, 12:21:23 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-17
epoch 18 / step 25118 Checkpoint #5089
9/12/2026, 12:21:23 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-18
epoch 19 / step 26440 Checkpoint #5090
9/12/2026, 12:21:23 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-19
epoch 20 / step 27762 Checkpoint #5103
9/12/2026, 4:42:32 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/multiset-muses-v2-sky-sdf-2026-09-11-16-19-37-e3fc/checkpoint-20
Producer launch exports are available. Manage launch-owned exports here for quick reference.
Open Launch

Inherited Launch Exports

These exports are published by the run's producer launch.

Published

The producer launch does not publish any exports yet.

Run-Owned Exports

Publish direct filesystem paths here.

Published

No run-owned exports are published yet.

Raw Artifacts

Run-owned exports are typically direct paths, so there are no captured artifacts to publish from here.

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