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Training run for SD 2.1. Mari

70 metrics · 49,995 train · 185 val

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crashed Jul 29, 15:35 Duration: 9h 25m Python 3.11.7 train_joint.py --config /cluster/home/drothenpiele/models/stable_diffusion_mari/mari/.euler-launches/euler_launch_b5571644-64e7-49c3-9f75-9422a69ee457/joint_vkitti.yaml --resume /cluster/scratch/drothenpiele/euler_train/mari/checkpoints/joint-opt-charbonnier-sky-area-noise-2026-07-29-10-42-47-81ec/checkpoint-15
lr 4e-5batch 16epochs 200precision fp16model stable-diffusion-2-1 seed 42wd 0grad accum 1warmup 0.05000ema nograd clip 1
ID 8970077
mari/runs/2026-07-29_15-35-41_af99
Error
BrokenPipeError: [Errno 32] Broken pipe
Metrics 70/70
camera.train 1
camera_valid_fraction
depth.train 34
diag 20
depth_abs_rel
depth_delta1
depth_edge_smoothness
depth_hf_energy
depth_mae
depth_road_hsmooth
depth_tv
vae_decode_hf_energy
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 13
depth
depth_gradient
depth_head
depth_tv
edge_smoothness
gt_edge_smoothness
head_regularization
multiscale_smoothness
prediction_charbonnier
prediction_l2
prediction_nonsky
prediction_sky
smoothness_aux
stat 1
sky_weight_fraction
rgb.train 13
diag 2
image_psnr
image_ssim
loss 9
dehaze
prediction_charbonnier
prediction_l2
preserve
total
visibility
visibility_aux
visibility_rank
visibility_tv
stat 2
visibility_mean
visibility_std
sys.train 6
gpu_mem_total_gb
gpu_mem_used_gb
gpu_mem_util_pct
gpu_util_pct
lr
visibility_aux_scale
Legacy 16
data/camera 3
enabled/any/source
fields/emitted
rays/emitted
train 12
timestep 11
histogram/bin 10
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01
02
03
04
05
06
07
08
09
fraction/last
camera/valid/fraction
val/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 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 Hf Energy

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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 Charbonnier

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Prediction L2

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Prediction Nonsky

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Prediction Sky

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Smoothness Aux

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Sky Weight Fraction

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Image Psnr

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Image Ssim

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Dehaze

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Prediction Charbonnier

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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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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/Source/Rds/Camera Valid Fraction

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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 16 / step 27523 Checkpoint #4735
7/29/2026, 3:05:35 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/joint-opt-charbonnier-sky-area-noise-2026-07-29-15-35-41-af99/checkpoint-16
epoch 17 / step 29142 Checkpoint #4739
7/29/2026, 4:21:27 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/joint-opt-charbonnier-sky-area-noise-2026-07-29-15-35-41-af99/checkpoint-17
epoch 18 / step 30761 Checkpoint #4742
7/29/2026, 5:32:20 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/joint-opt-charbonnier-sky-area-noise-2026-07-29-15-35-41-af99/checkpoint-18
epoch 19 / step 32380 Checkpoint #4761
7/29/2026, 7:28:01 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/joint-opt-charbonnier-sky-area-noise-2026-07-29-15-35-41-af99/checkpoint-19
epoch 20 / step 33999 Checkpoint #4766
7/29/2026, 8:01:47 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/joint-opt-charbonnier-sky-area-noise-2026-07-29-15-35-41-af99/checkpoint-20
epoch 21 / step 35618 Checkpoint #4777
7/29/2026, 9:03:02 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/joint-opt-charbonnier-sky-area-noise-2026-07-29-15-35-41-af99/checkpoint-21
epoch 22 / step 37237 Checkpoint #4796
7/29/2026, 10:59:18 PM
/cluster/scratch/drothenpiele/euler_train/mari/checkpoints/joint-opt-charbonnier-sky-area-noise-2026-07-29-15-35-41-af99/checkpoint-22
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