Euler View
1 pending

Run Dossier

Training run for UniFuse

60 metrics · 2,760 train · 40 val

Chart Overlays

Compare this run against its peers

0/59
Add peer runs here to layer their train and val traces onto the current metric charts.
running Apr 8, 10:04 Started 25d 3h ago Python 3.11.7 src/train.py --config configs/model/novel_metric_fusion_gt_rays.yaml --config configs/model/backbone_dinov2_vitl14.yaml --config configs/data/real_drive_sim_euler_loading.yaml --config configs/training/phase_b0_metric_structure.yaml --init-from /cluster/scratch/drothenpiele/euler_train/unifuse/checkpoints/deterministic-metric-expert-2026-04-04-21-39-48-a844/checkpoint-epoch-13.pt
lr 5e-5batch 8epochs 8precision automodel weather_metric_system wd 1e-4
ID 62691977 Job metric_diffusion_pty Part gpupr.24h Node eu-ts-01 CPU 8 GPU 1
unifuse/runs/2026-04-08_10-04-22_4182
Metrics 60/60
depth.train 38
diag 22
consolidation 2
base_vs_prior
delta_vs_prior
final 5
depth_abs_rel
depth_mae
depth_rmse
log_radius_l1
xyz_l1
prior 5
depth_abs_rel
depth_mae
depth_rmse
log_radius_l1
xyz_l1
structure 10
depth_l1
edge_l1
eval_ensemble_size
first_nonfinite_step_index
first_nonfinite_timestep
had_nonfinite
mode_is_sampled
mode_is_teacher_forced
sampled_debug_enabled
used_fp32_sampler
loss 11
final 4
confidence
depth
log_radius
xyz
prior 2
confidence
log_radius
structure 4
confidence
denoise_mse
depth
edge
no stage 1
total
stat 5
final 1
confidence
prior 1
confidence
structure 3
confidence
pred_finite_fraction
pred_has_nonfinite
rgb.train 4
diag 2
image_mae
image_psnr
loss 1
dehaze
stat 1
visibility
sys.train 18
data_mean_depth
data_median_depth
data_valid_fraction
flag_refiner_enabled
flag_structure_enabled
gpu_mem_total_gb
gpu_mem_used_gb
gpu_mem_util_pct
gpu_util_pct
lr
lr.structure_expert_heads
lr.structure_expert_unet_conv_in
lr.structure_expert_unet_cross_attention
lr.structure_expert_unet_down
lr.structure_expert_unet_mid
lr.structure_expert_unet_out
lr.structure_expert_unet_up
ray_source_is_predicted
60 selected
X-Axis
Y-Scale
Series
Group
Namespace

Base Vs Prior

↓ kind=diagstage=consolidation
T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Delta Vs Prior

↓ kind=diagstage=consolidation
T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Depth Abs Rel

↓ kind=diagstage=final
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Depth Mae

↓ meters kind=diagstage=final
T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Depth Rmse

↓ meters kind=diagstage=final
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Log Radius L1

↓ kind=diagstage=final
T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Xyz L1

↓ meters kind=diagstage=final
T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Depth Abs Rel

↓ kind=diagstage=prior
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Depth Mae

↓ meters kind=diagstage=prior
T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Depth Rmse

↓ meters kind=diagstage=prior
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Log Radius L1

↓ kind=diagstage=prior
T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Xyz L1

↓ meters kind=diagstage=prior
T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Depth L1

↓ kind=diagstage=structure
T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Edge L1

↓ kind=diagstage=structure
T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Eval Ensemble Size

kind=diagstage=structure
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

First Nonfinite Step Index

kind=diagstage=structure
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

First Nonfinite Timestep

kind=diagstage=structure
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Had Nonfinite

kind=diagstage=structure
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Mode Is Sampled

kind=diagstage=structure
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Mode Is Teacher Forced

kind=diagstage=structure
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Sampled Debug Enabled

kind=diagstage=structure
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Used Fp32 Sampler

kind=diagstage=structure
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Confidence

↑ kind=lossstage=final
T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Depth

↓ meters kind=lossstage=final
T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Log Radius

↓ kind=lossstage=final
T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Xyz

↓ meters kind=lossstage=final
T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Confidence

↑ kind=lossstage=prior
T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Log Radius

↓ kind=lossstage=prior
T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Confidence

↑ kind=lossstage=structure
T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Denoise Mse

↓ kind=lossstage=structure
T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Depth

↓ meters kind=lossstage=structure
T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Edge

↓ kind=lossstage=structure
T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Total

↓ kind=loss
T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Confidence

↑ kind=statstage=final
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Confidence

↑ kind=statstage=prior
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Confidence

↑ kind=statstage=structure
T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Pred Finite Fraction

kind=statstage=structure
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Pred Has Nonfinite

kind=statstage=structure
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Image Mae

↓ kind=diagstage=weather
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Image Psnr

↑ dB kind=diagstage=weather
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Dehaze

↓ kind=lossstage=weather
T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Visibility

↑ kind=statstage=weather
V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Data Mean Depth

V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Data Median Depth

V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Data Valid Fraction

V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Flag Refiner Enabled

V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Flag Structure Enabled

V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

Gpu Mem Total Gb

T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Gpu Mem Used Gb

T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Gpu Mem Util Pct

T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Gpu Util Pct

T V
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —
2026-04-08_10-04-22_4182 val (raw) —

Lr

T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Lr.Structure Expert Heads

T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Lr.Structure Expert Unet Conv In

T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Lr.Structure Expert Unet Cross Attention

T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Lr.Structure Expert Unet Down

T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Lr.Structure Expert Unet Mid

T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Lr.Structure Expert Unet Out

T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Lr.Structure Expert Unet Up

T
2026-04-08_10-04-22_4182 train (smoothed) —
2026-04-08_10-04-22_4182 train (raw) —

Ray Source Is Predicted

V
2026-04-08_10-04-22_4182 val (smoothed) —
2026-04-08_10-04-22_4182 val (raw) —

No output snapshots found for this run.

Outputs are generated during training and saved to outputs/epoch_N_step_M/ directories.

epoch 1 / step 800 Checkpoint #2586
4/8/2026, 8:44:30 AM
/cluster/scratch/drothenpiele/euler_train/unifuse/checkpoints/marigold-structure-b0-metric-input-2026-04-08-10-04-22-4182/checkpoint-epoch-1.pt

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.

Euler View - ML Experiment Monitor