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180 +model: + name: fno3d + params: + modes: + - 11 + - 16 + - 16 + hidden_channels: 16 + n_layers: 4 + lifting_ratio: 2.0 + projection_ratio: 2.0 + mlp_expansion: 0.5 + domain_padding: 0.0625 + positional_embedding: true + residual: true + precision: null +train: + epochs: 20 + batch_size: 1 + val_stride: 8 + lr: 0.0003 + weight_decay: 0.0001 + grad_clip: null + lr_schedule: steplr + lr_step_size: 4 + lr_gamma: 0.5 + loss: h1 + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 4 + stride: 8 + rollout: true + rollout_stride: 64 + render: true +rollout: + horizon: 64 + start: null + start_fraction: 0.25 +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: w + 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+name: p3d_underfill_all +data: + root: data/case + campaign: underfill + split: splits/underfill/all.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: null + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 +model: + name: p3d + params: + size: s + depth: + - 2 + - 2 + - 2 + - 2 + - 2 + window_size: 4 + mlp_ratio: 4.0 + skip_connections: true + residual: true + precision: null +train: + epochs: 20 + batch_size: 1 + val_stride: 8 + lr: 0.0002 + weight_decay: 0.0 + grad_clip: 1.0 + lr_schedule: steplr + lr_step_size: 13 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 4 + stride: 8 + rollout: true + rollout_stride: 64 + render: true +rollout: + horizon: 64 + start: null + start_fraction: 0.25 +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train/underfill/p3d_all/ckpts +seed: 0 diff --git a/train/underfill/p3d_all/ckpts/p3d_underfill_all_20260907-193524/metrics.csv b/train/underfill/p3d_all/ckpts/p3d_underfill_all_20260907-193524/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3df47d2e4a20456b4aa9f4772f50283dc9ed9364 --- /dev/null +++ b/train/underfill/p3d_all/ckpts/p3d_underfill_all_20260907-193524/metrics.csv @@ -0,0 +1,21 @@ +epoch,step,train_loss,val_loss,epoch_seconds,peak_memory_mb,lr,mae@phi,rel_mae@phi,iou@phi,saturation/abs_err@phi@w,volume/rel_err@phi@w,area/rel_err@phi@w,euler/pred@phi@w,euler/target@phi@w,euler/rel_err@phi@w,mae@p,mae@ux,mae@uy,mae@uz 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name: transolver + params: + dim: 256 + depth: 4 + heads: 8 + slices: 32 + mlp_ratio: 2 + dropout: 0.1 + residual: true + checkpoint: true + precision: null +train: + epochs: 20 + batch_size: 1 + val_stride: 32 + lr: 0.001 + weight_decay: 0.0 + grad_clip: 1.0 + lr_schedule: onecycle + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 4 + stride: 8 + rollout: true + rollout_stride: 64 + render: true +rollout: + horizon: 64 + start: null + start_fraction: 0.25 +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train/underfill/transolver_all/ckpts +seed: 0 diff --git a/train/underfill/transolver_all/ckpts/transolver_underfill_all_20260907-151253/metrics.csv b/train/underfill/transolver_all/ckpts/transolver_underfill_all_20260907-151253/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..19878767f75d53352920e444d1514584d3aa22d3 --- /dev/null +++ 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precision: null +train: + epochs: 20 + batch_size: 1 + val_stride: 8 + lr: 0.0003 + weight_decay: 0.01 + grad_clip: null + lr_schedule: constant + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 4 + stride: 8 + rollout: true + rollout_stride: 64 + render: true +rollout: + horizon: 64 + start: null + start_fraction: 0.25 +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: w + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: w + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + 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0000000000000000000000000000000000000000..69af1d27a176748469f95a30bf5568eda8b83514 --- /dev/null +++ b/train/underfill/unet_all/ckpts/unet_underfill_all_20260909-161849/run_meta.json @@ -0,0 +1,1445 @@ +{ + "name": "unet_underfill_all", + "status": "finished", + "run": { + "start_time": "2026-09-09T16:18:57+00:00", + "end_time": "2026-09-10T19:11:06+00:00", + "run_dir": "case/train/underfill/unet_all/ckpts/unet_underfill_all_20260909-161849", + "error": null, + "segments": [ + { + "start_time": "2026-09-09T16:18:57+00:00", + "epoch": 0, + "batches_done": 0 + }, + { + "start_time": "2026-09-10T16:20:34+00:00", + "epoch": 18, + "batches_done": 8962 + } + ] + }, + "config": { + "name": "unet_underfill_all", + "data": { + "root": "data/case_beta", + "campaign": "underfill", + "split": "splits/underfill/all.yaml", + "require_finished": true + }, + "task": { + "name": "next_frame", + "history": 1, + "params": { + "fields": [ + { + "name": "phi" + }, + { + "name": "u", + "scale": 0.01 + }, + { + "name": "p", + "offset": 0.3333, + "scale": 0.01 + } + ], + "stride": 1, + "roi": null, + "conditions": [ + { + "name": "M", + "transform": "log10" + }, + { + "name": "theta", + "scale": 180 + } + ] + } + }, + "model": { + "name": "unet3d", + "params": { + "base": 16, + "depth": 1, + "residual": true + }, + "precision": null + }, + "train": { + "epochs": 20, + "batch_size": 1, + "val_stride": 8, + "lr": 0.0003, + "weight_decay": 0.01, + "grad_clip": null, + "lr_schedule": "constant", + "lr_step_size": 100, + "lr_gamma": 0.5, + "loss": "mse", + "device": "auto", + "num_workers": 8, + "max_batches": null, + "log_every": 100, + "checkpoint_every": 1800, + "eval": { + "every": 4, + "stride": 8, + "rollout": true, + "rollout_stride": 64, + "render": true + } + }, + "rollout": { + "horizon": 64, + "start": null, + "start_fraction": 0.25 + }, + "metrics": [ + { + "error": "mae", + "descriptor": "voxels", + "channel": "phi", + "phase": "nw", + "bins": null, + "range": null, + "name": null, 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offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 + points: + wall_channel: true + geometry_radii: + - 1 + - 2 + - 4 + train_points: 32768 +model: + name: abupt + params: + dim: 192 + num_heads: 3 + geometry_depth: 1 + blocks: pscscs + num_surface_blocks: 8 + num_volume_blocks: 8 + num_supernodes: 16384 + supernode_radius: 3.0 + num_surface_anchors: 16384 + num_volume_anchors: 16384 + residual: true + precision: bf16 +train: + epochs: 5 + batch_size: 1 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.05 + grad_clip: 1.0 + lr_schedule: onecycle + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 64 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/drainage/abupt_all/ckpts/abupt_drainage_all_20260904-051037/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/drainage/abupt_all/ckpts +seed: 0 diff --git a/train_push/drainage/abupt_all/ckpts/abupt_drainage_all_push_20260911-005211/metrics.csv b/train_push/drainage/abupt_all/ckpts/abupt_drainage_all_push_20260911-005211/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..13b4d95320f2a60b1715a398b14490849b8ddb57 --- /dev/null +++ b/train_push/drainage/abupt_all/ckpts/abupt_drainage_all_push_20260911-005211/metrics.csv @@ -0,0 +1,6 @@ +epoch,step,train_loss,val_loss,epoch_seconds,peak_memory_mb,lr,push_frac,mae@phi,rel_mae@phi,iou@phi,saturation/abs_err@phi,volume/rel_err@phi,area/rel_err@phi,euler/pred@phi,euler/target@phi,euler/rel_err@phi,mae@p,mae@ux,mae@uy,mae@uz 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abupt_drainage_gen_push +data: + root: data/case + campaign: drainage + split: splits/drainage/gen.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 + points: + wall_channel: true + geometry_radii: + - 1 + - 2 + - 4 + train_points: 32768 +model: + name: abupt + params: + dim: 192 + num_heads: 3 + geometry_depth: 1 + blocks: pscscs + num_surface_blocks: 8 + num_volume_blocks: 8 + num_supernodes: 16384 + supernode_radius: 3.0 + num_surface_anchors: 16384 + num_volume_anchors: 16384 + residual: true + precision: bf16 +train: + epochs: 10 + batch_size: 1 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.05 + grad_clip: 1.0 + lr_schedule: onecycle + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 2 + stride: 64 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/drainage/abupt_gen/ckpts/abupt_drainage_gen_20260904-051157/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + 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0000000000000000000000000000000000000000..4c1adc0d9ee86d4b75a3347e1db6be2d2a53b00c --- /dev/null +++ b/train_push/drainage/fno_all/ckpts/fno_drainage_all_push_20260910-095739/config.yaml @@ -0,0 +1,268 @@ +name: fno_drainage_all_push +data: + root: data/case + campaign: drainage + split: splits/drainage/all.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 +model: + name: fno3d + params: + modes: + - 24 + - 24 + - 24 + hidden_channels: 18 + n_layers: 4 + lifting_ratio: 2.0 + projection_ratio: 2.0 + mlp_expansion: 0.5 + domain_padding: 0.0625 + positional_embedding: true + residual: true + precision: tf32 +train: + epochs: 5 + batch_size: 4 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.0001 + grad_clip: null + lr_schedule: steplr + lr_step_size: 1 + lr_gamma: 0.5 + loss: h1 + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/drainage/fno_all/ckpts/fno_drainage_all_20260904-044637/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/drainage/fno_all/ckpts +seed: 0 diff --git a/train_push/drainage/fno_all/ckpts/fno_drainage_all_push_20260910-095739/metrics.csv b/train_push/drainage/fno_all/ckpts/fno_drainage_all_push_20260910-095739/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..66864039148397901b978eaf413c534601fbcedc --- /dev/null +++ b/train_push/drainage/fno_all/ckpts/fno_drainage_all_push_20260910-095739/metrics.csv @@ -0,0 +1,6 @@ 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"case/train_push/drainage/fno_all/ckpts/fno_drainage_all_push_20260910-095739", + "error": null, + "segments": [ + { + "start_time": "2026-09-10T09:58:20+00:00", + "epoch": 0, + "batches_done": 0, + "precision": "tf32" + } + ] + }, + "config": { + "name": "fno_drainage_all_push", + "data": { + "root": "data/case_beta", + "campaign": "drainage", + "split": "splits/drainage/all.yaml", + "require_finished": true + }, + "task": { + "name": "next_frame", + "history": 1, + "params": { + "fields": [ + { + "name": "phi" + }, + { + "name": "u", + "scale": 0.01 + }, + { + "name": "p", + "offset": 0.3333, + "scale": 0.01 + } + ], + "stride": 1, + "roi": "rock", + "conditions": [ + { + "name": "M", + "transform": "log10" + }, + { + "name": "theta", + "scale": 180 + } + ] + } + }, + "model": { + "name": "fno3d", + "params": { + "modes": [ + 24, + 24, + 24 + ], + "hidden_channels": 18, + "n_layers": 4, + "lifting_ratio": 2.0, + "projection_ratio": 2.0, + "mlp_expansion": 0.5, + "domain_padding": 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0000000000000000000000000000000000000000..3244de782eb4183fe6affcecfac1dd9ea28077d6 --- /dev/null +++ b/train_push/drainage/fno_gen/ckpts/fno_drainage_gen_push_20260910-160356/config.yaml @@ -0,0 +1,268 @@ +name: fno_drainage_gen_push +data: + root: data/case + campaign: drainage + split: splits/drainage/gen.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 +model: + name: fno3d + params: + modes: + - 24 + - 24 + - 24 + hidden_channels: 18 + n_layers: 4 + lifting_ratio: 2.0 + projection_ratio: 2.0 + mlp_expansion: 0.5 + domain_padding: 0.0625 + positional_embedding: true + residual: true + precision: tf32 +train: + epochs: 10 + batch_size: 4 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.0001 + grad_clip: null + lr_schedule: steplr + lr_step_size: 2 + lr_gamma: 0.5 + loss: h1 + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 2 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/drainage/fno_gen/ckpts/fno_drainage_gen_20260904-044637/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + 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index 0000000000000000000000000000000000000000..264447a88c7774455ee97966ee96283ec2d528f5 --- /dev/null +++ b/train_push/drainage/p3d_all/ckpts/p3d_drainage_all_push_20260911-103938/config.yaml @@ -0,0 +1,267 @@ +name: p3d_drainage_all_push +data: + root: data/case + campaign: drainage + split: splits/drainage/all.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 +model: + name: p3d + params: + size: s + depth: + - 2 + - 2 + - 2 + - 2 + - 2 + window_size: 4 + mlp_ratio: 4.0 + skip_connections: true + residual: true + precision: tf32 +train: + epochs: 5 + batch_size: 4 + val_stride: 8 + lr: 6.67e-05 + weight_decay: 0.0 + grad_clip: 1.0 + lr_schedule: steplr + lr_step_size: 3 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/drainage/p3d_all/ckpts/p3d_drainage_all_20260904-044637/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/drainage/p3d_all/ckpts +seed: 0 diff --git a/train_push/drainage/p3d_all/ckpts/p3d_drainage_all_push_20260911-103938/metrics.csv b/train_push/drainage/p3d_all/ckpts/p3d_drainage_all_push_20260911-103938/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..4b70c273982c872d8b3d1e54900d3c3dba4ac6d7 --- /dev/null +++ b/train_push/drainage/p3d_all/ckpts/p3d_drainage_all_push_20260911-103938/metrics.csv @@ -0,0 +1,6 @@ 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b/train_push/drainage/p3d_gen/ckpts/p3d_drainage_gen_push_20260911-110625/config.yaml @@ -0,0 +1,267 @@ +name: p3d_drainage_gen_push +data: + root: data/case + campaign: drainage + split: splits/drainage/gen.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 +model: + name: p3d + params: + size: s + depth: + - 2 + - 2 + - 2 + - 2 + - 2 + window_size: 4 + mlp_ratio: 4.0 + skip_connections: true + residual: true + precision: tf32 +train: + epochs: 10 + batch_size: 4 + val_stride: 8 + lr: 6.67e-05 + weight_decay: 0.0 + grad_clip: 1.0 + lr_schedule: steplr + lr_step_size: 7 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/drainage/p3d_gen/ckpts/p3d_drainage_gen_20260904-044806/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/drainage/p3d_gen/ckpts +seed: 0 diff --git a/train_push/drainage/p3d_gen/ckpts/p3d_drainage_gen_push_20260911-110625/metrics.csv b/train_push/drainage/p3d_gen/ckpts/p3d_drainage_gen_push_20260911-110625/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..6396099fd163d49ceff6d345b84ae8a1ec3faa94 --- /dev/null +++ b/train_push/drainage/p3d_gen/ckpts/p3d_drainage_gen_push_20260911-110625/metrics.csv @@ -0,0 +1,11 @@ +epoch,step,train_loss,val_loss,epoch_seconds,peak_memory_mb,lr,push_frac,mae@phi,rel_mae@phi,iou@phi,saturation/abs_err@phi,volume/rel_err@phi,area/rel_err@phi,euler/pred@phi,euler/target@phi,euler/rel_err@phi,mae@p,mae@ux,mae@uy,mae@uz 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conditions: + - name: M + transform: log10 + - name: theta + scale: 180 + points: + wall_channel: true + geometry_radii: + - 1 + - 2 + - 4 + - 8 + train_points: null +model: + name: transolver + params: + dim: 256 + depth: 4 + heads: 8 + slices: 32 + mlp_ratio: 2 + dropout: 0.1 + residual: true + checkpoint: false + precision: tf32 +train: + epochs: 5 + batch_size: 1 + val_stride: 8 + lr: 0.000333 + weight_decay: 0.0 + grad_clip: 1.0 + lr_schedule: onecycle + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/drainage/transolver_all/ckpts/transolver_drainage_all_20260904-063839/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/drainage/transolver_all/ckpts +seed: 0 diff --git a/train_push/drainage/transolver_all/ckpts/transolver_drainage_all_push_20260910-021207/metrics.csv b/train_push/drainage/transolver_all/ckpts/transolver_drainage_all_push_20260910-021207/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..16e93ab3815ae19d5cd4615d4eefc2d120ed40e2 --- /dev/null +++ b/train_push/drainage/transolver_all/ckpts/transolver_drainage_all_push_20260910-021207/metrics.csv @@ -0,0 +1,6 @@ +epoch,step,train_loss,val_loss,epoch_seconds,peak_memory_mb,lr,push_frac,mae@phi,rel_mae@phi,iou@phi,saturation/abs_err@phi,volume/rel_err@phi,area/rel_err@phi,euler/pred@phi,euler/target@phi,euler/rel_err@phi,mae@p,mae@ux,mae@uy,mae@uz 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+ split: splits/drainage/gen.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 + points: + wall_channel: true + geometry_radii: + - 1 + - 2 + - 4 + - 8 + train_points: null +model: + name: transolver + params: + dim: 256 + depth: 4 + heads: 8 + slices: 32 + mlp_ratio: 2 + dropout: 0.1 + residual: true + checkpoint: false + precision: tf32 +train: + epochs: 10 + batch_size: 1 + val_stride: 8 + lr: 0.000333 + weight_decay: 0.0 + grad_clip: 1.0 + lr_schedule: onecycle + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 2 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/drainage/transolver_gen/ckpts/transolver_drainage_gen_20260904-081310/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: 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stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 +model: + name: unet3d + params: + base: 20 + depth: 4 + groups: 4 + residual: true + precision: tf32 +train: + epochs: 5 + batch_size: 4 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.01 + grad_clip: null + lr_schedule: constant + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/drainage/unet_all/ckpts/unet_drainage_all_20260904-045838/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/drainage/unet_all/ckpts +seed: 0 diff --git a/train_push/drainage/unet_all/ckpts/unet_drainage_all_push_20260911-114652/metrics.csv 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require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 +model: + name: unet3d + params: + base: 20 + depth: 4 + groups: 4 + residual: true + precision: tf32 +train: + epochs: 10 + batch_size: 4 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.01 + grad_clip: null + lr_schedule: constant + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/drainage/unet_gen/ckpts/unet_drainage_gen_20260904-051036/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/drainage/unet_gen/ckpts +seed: 0 diff --git a/train_push/drainage/unet_gen/ckpts/unet_drainage_gen_push_20260911-121423/metrics.csv b/train_push/drainage/unet_gen/ckpts/unet_drainage_gen_push_20260911-121423/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7a067716dd23420396ab3c33e118a01d6a87ab4c --- /dev/null +++ b/train_push/drainage/unet_gen/ckpts/unet_drainage_gen_push_20260911-121423/metrics.csv @@ -0,0 +1,11 @@ +epoch,step,train_loss,val_loss,epoch_seconds,peak_memory_mb,lr,push_frac,mae@phi,rel_mae@phi,iou@phi,saturation/abs_err@phi,volume/rel_err@phi,area/rel_err@phi,euler/pred@phi,euler/target@phi,euler/rel_err@phi,mae@p,mae@ux,mae@uy,mae@uz 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0.01 + } + ], + "stride": 1, + "roi": "rock", + "conditions": [ + { + "name": "M", + "transform": "log10" + }, + { + "name": "theta", + "scale": 180 + } + ] + } + }, + "model": { + "name": "unet3d", + "params": { + "base": 20, + "depth": 4, + "groups": 4, + "residual": true + }, + "precision": "tf32" + }, + "train": { + "epochs": 10, + "batch_size": 4, + "val_stride": 8, + "lr": 0.0001, + "weight_decay": 0.01, + "grad_clip": null, + "lr_schedule": "constant", + "lr_step_size": 100, + "lr_gamma": 0.5, + "loss": "mse", + "device": "auto", + "num_workers": 8, + "max_batches": null, + "log_every": 100, + "checkpoint_every": 1800, + "eval": { + "every": 1, + "stride": 8, + "rollout": true, + "rollout_stride": 64, + "render": true + }, + "init_from": "case/train/drainage/unet_gen/ckpts/unet_drainage_gen_20260904-051036/ckpts/best.pt", + "push_forward": { + "steps": 1, + "prob_start": 0.5, + "prob_end": 1.0, + "noise": 0.01 + } + }, + "rollout": { + "horizon": 64, + "start": null, + 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wall_channel: true + geometry_radii: + - 1 + - 2 + - 4 + train_points: 32768 +model: + name: abupt + params: + dim: 192 + num_heads: 3 + geometry_depth: 1 + blocks: pscscs + num_surface_blocks: 8 + num_volume_blocks: 8 + num_supernodes: 16384 + supernode_radius: 3.0 + num_surface_anchors: 16384 + num_volume_anchors: 16384 + residual: true + precision: bf16 +train: + epochs: 5 + batch_size: 1 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.05 + grad_clip: 1.0 + lr_schedule: onecycle + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 64 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/gdl/abupt_all/ckpts/abupt_gdl_all_20260904-061547/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/gdl/abupt_all/ckpts +seed: 0 diff --git a/train_push/gdl/abupt_all/ckpts/abupt_gdl_all_push_20260911-031913/metrics.csv b/train_push/gdl/abupt_all/ckpts/abupt_gdl_all_push_20260911-031913/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..605e2100aa15c6b9693f235494194f32bb66eead --- /dev/null +++ b/train_push/gdl/abupt_all/ckpts/abupt_gdl_all_push_20260911-031913/metrics.csv @@ -0,0 +1,6 @@ +epoch,step,train_loss,val_loss,epoch_seconds,peak_memory_mb,lr,push_frac,mae@phi,rel_mae@phi,iou@phi,saturation/abs_err@phi,volume/rel_err@phi,area/rel_err@phi,euler/pred@phi,euler/target@phi,euler/rel_err@phi,mae@p,mae@ux,mae@uy,mae@uz 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0000000000000000000000000000000000000000..1099cb126ae1555d994a3c51b910b711fbff0085 --- /dev/null +++ b/train_push/gdl/abupt_gen/ckpts/abupt_gdl_gen_push_20260911-032114/config.yaml @@ -0,0 +1,274 @@ +name: abupt_gdl_gen_push +data: + root: data/case + campaign: GDL + split: splits/gdl/gen.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 + points: + wall_channel: true + geometry_radii: + - 1 + - 2 + - 4 + train_points: 32768 +model: + name: abupt + params: + dim: 192 + num_heads: 3 + geometry_depth: 1 + blocks: pscscs + num_surface_blocks: 8 + num_volume_blocks: 8 + num_supernodes: 16384 + supernode_radius: 3.0 + num_surface_anchors: 16384 + num_volume_anchors: 16384 + residual: true + precision: bf16 +train: + epochs: 10 + batch_size: 1 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.05 + grad_clip: 1.0 + lr_schedule: onecycle + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 2 + stride: 64 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/gdl/abupt_gen/ckpts/abupt_gdl_gen_20260904-061547/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi 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a/train_push/gdl/fno_all/ckpts/fno_gdl_all_push_20260911-130854/config.yaml b/train_push/gdl/fno_all/ckpts/fno_gdl_all_push_20260911-130854/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0ab4183a7a8f86cc00b64cac7a6418b870d36e36 --- /dev/null +++ b/train_push/gdl/fno_all/ckpts/fno_gdl_all_push_20260911-130854/config.yaml @@ -0,0 +1,268 @@ +name: fno_gdl_all_push +data: + root: data/case + campaign: GDL + split: splits/gdl/all.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 +model: + name: fno3d + params: + modes: + - 24 + - 24 + - 24 + hidden_channels: 18 + n_layers: 4 + lifting_ratio: 2.0 + projection_ratio: 2.0 + mlp_expansion: 0.5 + domain_padding: 0.0625 + positional_embedding: true + residual: true + precision: tf32 +train: + epochs: 5 + batch_size: 4 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.0001 + grad_clip: null + lr_schedule: steplr + lr_step_size: 1 + lr_gamma: 0.5 + loss: h1 + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/gdl/fno_all/ckpts/fno_gdl_all_20260904-051037/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/gdl/fno_all/ckpts +seed: 0 diff --git a/train_push/gdl/fno_all/ckpts/fno_gdl_all_push_20260911-130854/metrics.csv b/train_push/gdl/fno_all/ckpts/fno_gdl_all_push_20260911-130854/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..1d85d7622864020b5332a390c6304937369c944d --- /dev/null +++ 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0.0625 + positional_embedding: true + residual: true + precision: tf32 +train: + epochs: 10 + batch_size: 4 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.0001 + grad_clip: null + lr_schedule: steplr + lr_step_size: 2 + lr_gamma: 0.5 + loss: h1 + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/gdl/fno_gen/ckpts/fno_gdl_gen_20260904-051036/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/gdl/fno_gen/ckpts +seed: 0 diff --git a/train_push/gdl/fno_gen/ckpts/fno_gdl_gen_push_20260911-133523/metrics.csv b/train_push/gdl/fno_gen/ckpts/fno_gdl_gen_push_20260911-133523/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..b728ab058abf68f2f10e4042c6268cd6b6fcc384 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require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 +model: + name: p3d + params: + size: s + depth: + - 2 + - 2 + - 2 + - 2 + - 2 + window_size: 4 + mlp_ratio: 4.0 + skip_connections: true + residual: true + precision: tf32 +train: + epochs: 5 + batch_size: 4 + val_stride: 8 + lr: 6.67e-05 + weight_decay: 0.0 + grad_clip: 1.0 + lr_schedule: steplr + lr_step_size: 3 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/gdl/p3d_all/ckpts/p3d_gdl_all_20260904-051036/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/gdl/p3d_all/ckpts +seed: 0 diff --git a/train_push/gdl/p3d_all/ckpts/p3d_gdl_all_push_20260911-140157/metrics.csv b/train_push/gdl/p3d_all/ckpts/p3d_gdl_all_push_20260911-140157/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..f07be3b2581cac67dd1cf540648be30fab8855b7 --- /dev/null +++ b/train_push/gdl/p3d_all/ckpts/p3d_gdl_all_push_20260911-140157/metrics.csv @@ -0,0 +1,6 @@ +epoch,step,train_loss,val_loss,epoch_seconds,peak_memory_mb,lr,push_frac,mae@phi,rel_mae@phi,iou@phi,saturation/abs_err@phi,volume/rel_err@phi,area/rel_err@phi,euler/pred@phi,euler/target@phi,euler/rel_err@phi,mae@p,mae@ux,mae@uy,mae@uz 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b/train_push/gdl/p3d_gen/ckpts/p3d_gdl_gen_push_20260911-183832/config.yaml @@ -0,0 +1,267 @@ +name: p3d_gdl_gen_push +data: + root: data/case + campaign: GDL + split: splits/gdl/gen.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 +model: + name: p3d + params: + size: s + depth: + - 2 + - 2 + - 2 + - 2 + - 2 + window_size: 4 + mlp_ratio: 4.0 + skip_connections: true + residual: true + precision: tf32 +train: + epochs: 10 + batch_size: 4 + val_stride: 8 + lr: 6.67e-05 + weight_decay: 0.0 + grad_clip: 1.0 + lr_schedule: steplr + lr_step_size: 7 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/gdl/p3d_gen/ckpts/p3d_gdl_gen_20260904-051036/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/gdl/p3d_gen/ckpts +seed: 0 diff --git a/train_push/gdl/p3d_gen/ckpts/p3d_gdl_gen_push_20260911-183832/metrics.csv b/train_push/gdl/p3d_gen/ckpts/p3d_gdl_gen_push_20260911-183832/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..041350372f3b84f494390fcc59a6954047490f92 --- /dev/null +++ b/train_push/gdl/p3d_gen/ckpts/p3d_gdl_gen_push_20260911-183832/metrics.csv @@ -0,0 +1,11 @@ +epoch,step,train_loss,val_loss,epoch_seconds,peak_memory_mb,lr,push_frac,mae@phi,rel_mae@phi,iou@phi,saturation/abs_err@phi,volume/rel_err@phi,area/rel_err@phi,euler/pred@phi,euler/target@phi,euler/rel_err@phi,mae@p,mae@ux,mae@uy,mae@uz 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+ "conditions": [ + { + "name": "M", + "transform": "log10" + }, + { + "name": "theta", + "scale": 180 + } + ] + } + }, + "model": { + "name": "p3d", + "params": { + "size": "s", + "depth": [ + 2, + 2, + 2, + 2, + 2 + ], + "window_size": 4, + "mlp_ratio": 4.0, + "skip_connections": true, + "residual": true + }, + "precision": "tf32" + }, + "train": { + "epochs": 10, + "batch_size": 4, + "val_stride": 8, + "lr": 6.67e-05, + "weight_decay": 0.0, + "grad_clip": 1.0, + "lr_schedule": "steplr", + "lr_step_size": 7, + "lr_gamma": 0.5, + "loss": "mse", + "device": "auto", + "num_workers": 8, + "max_batches": null, + "log_every": 100, + "checkpoint_every": 1800, + "eval": { + "every": 1, + "stride": 8, + "rollout": true, + "rollout_stride": 64, + "render": true + }, + "init_from": "case/train/gdl/p3d_gen/ckpts/p3d_gdl_gen_20260904-051036/ckpts/best.pt", + "push_forward": { + "steps": 1, + "prob_start": 0.5, + "prob_end": 1.0, + "noise": 0.01 + } + }, + "rollout": { + "horizon": 64, + "start": 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+50550,9,5055,0.0016624610871076584,0.018163825792023722,1993.5061603458598 diff --git a/train_push/gdl/transolver_all/ckpts/transolver_gdl_all_push_20260910-033609/config.yaml b/train_push/gdl/transolver_all/ckpts/transolver_gdl_all_push_20260910-033609/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..37bb28258b9ccb59e9e0d1462b9759be6954d4b2 --- /dev/null +++ b/train_push/gdl/transolver_all/ckpts/transolver_gdl_all_push_20260910-033609/config.yaml @@ -0,0 +1,272 @@ +name: transolver_gdl_all_push +data: + root: data/case + campaign: GDL + split: splits/gdl/all.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 + points: + wall_channel: true + geometry_radii: + - 1 + - 2 + - 4 + - 8 + train_points: null +model: + name: transolver + params: + dim: 256 + depth: 4 + heads: 8 + slices: 32 + mlp_ratio: 2 + dropout: 0.1 + residual: true + checkpoint: false + precision: tf32 +train: + epochs: 5 + batch_size: 1 + val_stride: 8 + lr: 0.000333 + weight_decay: 0.0 + grad_clip: 1.0 + lr_schedule: onecycle + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/gdl/transolver_all/ckpts/transolver_gdl_all_20260904-164650/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/gdl/transolver_all/ckpts +seed: 0 diff --git a/train_push/gdl/transolver_all/ckpts/transolver_gdl_all_push_20260910-033609/metrics.csv 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1 + - 2 + - 4 + - 8 + train_points: null +model: + name: transolver + params: + dim: 256 + depth: 4 + heads: 8 + slices: 32 + mlp_ratio: 2 + dropout: 0.1 + residual: true + checkpoint: false + precision: tf32 +train: + epochs: 10 + batch_size: 1 + val_stride: 8 + lr: 0.000333 + weight_decay: 0.0 + grad_clip: 1.0 + lr_schedule: onecycle + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 2 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/gdl/transolver_gen/ckpts/transolver_gdl_gen_20260904-165048/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + 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@@ +name: unet_gdl_all_push +data: + root: data/case + campaign: GDL + split: splits/gdl/all.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 +model: + name: unet3d + params: + base: 20 + depth: 4 + groups: 4 + residual: true + precision: tf32 +train: + epochs: 5 + batch_size: 4 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.01 + grad_clip: null + lr_schedule: constant + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/gdl/unet_all/ckpts/unet_gdl_all_20260904-051036/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/gdl/unet_all/ckpts +seed: 0 diff --git a/train_push/gdl/unet_all/ckpts/unet_gdl_all_push_20260911-202327/metrics.csv b/train_push/gdl/unet_all/ckpts/unet_gdl_all_push_20260911-202327/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..ea53c1e13f0219d695ac00cda9f1985e104c8810 --- /dev/null +++ b/train_push/gdl/unet_all/ckpts/unet_gdl_all_push_20260911-202327/metrics.csv @@ -0,0 +1,6 @@ +epoch,step,train_loss,val_loss,epoch_seconds,peak_memory_mb,lr,push_frac,mae@phi,rel_mae@phi,iou@phi,saturation/abs_err@phi,volume/rel_err@phi,area/rel_err@phi,euler/pred@phi,euler/target@phi,euler/rel_err@phi,mae@p,mae@ux,mae@uy,mae@uz 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unet_gdl_gen_push +data: + root: data/case + campaign: GDL + split: splits/gdl/gen.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 +model: + name: unet3d + params: + base: 20 + depth: 4 + groups: 4 + residual: true + precision: tf32 +train: + epochs: 10 + batch_size: 4 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.01 + grad_clip: null + lr_schedule: constant + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 8 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/gdl/unet_gen/ckpts/unet_gdl_gen_20260904-051036/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/gdl/unet_gen/ckpts +seed: 0 diff --git a/train_push/gdl/unet_gen/ckpts/unet_gdl_gen_push_20260911-210027/metrics.csv b/train_push/gdl/unet_gen/ckpts/unet_gdl_gen_push_20260911-210027/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..c9df0f0b199e2c693c96c1e132f82aa46661b713 --- /dev/null +++ b/train_push/gdl/unet_gen/ckpts/unet_gdl_gen_push_20260911-210027/metrics.csv @@ -0,0 +1,11 @@ +epoch,step,train_loss,val_loss,epoch_seconds,peak_memory_mb,lr,push_frac,mae@phi,rel_mae@phi,iou@phi,saturation/abs_err@phi,volume/rel_err@phi,area/rel_err@phi,euler/pred@phi,euler/target@phi,euler/rel_err@phi,mae@p,mae@ux,mae@uy,mae@uz 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a/train_push/trapping/abupt_all/ckpts/abupt_trapping_all_push_20260911-040345/config.yaml b/train_push/trapping/abupt_all/ckpts/abupt_trapping_all_push_20260911-040345/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0b906594b0f5750c9adb58e2f8481f39e68de181 --- /dev/null +++ b/train_push/trapping/abupt_all/ckpts/abupt_trapping_all_push_20260911-040345/config.yaml @@ -0,0 +1,274 @@ +name: abupt_trapping_all_push +data: + root: data/case + campaign: trapping + split: splits/trapping/all.yaml + require_finished: true +task: + name: next_frame + history: 1 + params: + fields: + - name: phi + - name: u + scale: 0.01 + - name: p + offset: 0.3333 + scale: 0.01 + stride: 1 + roi: rock + conditions: + - name: M + transform: log10 + - name: theta + scale: 180 + points: + wall_channel: true + geometry_radii: + - 1 + - 2 + - 4 + train_points: 32768 +model: + name: abupt + params: + dim: 192 + num_heads: 3 + geometry_depth: 1 + blocks: pscscs + num_surface_blocks: 8 + num_volume_blocks: 8 + num_supernodes: 16384 + supernode_radius: 3.0 + num_surface_anchors: 16384 + num_volume_anchors: 16384 + residual: true + precision: bf16 +train: + epochs: 5 + batch_size: 1 + val_stride: 8 + lr: 0.0001 + weight_decay: 0.05 + grad_clip: 1.0 + lr_schedule: onecycle + lr_step_size: 100 + lr_gamma: 0.5 + loss: mse + device: auto + num_workers: 8 + max_batches: null + log_every: 100 + checkpoint_every: 1800 + eval: + every: 1 + stride: 64 + rollout: true + rollout_stride: 64 + render: true + init_from: case/train/trapping/abupt_all/ckpts/abupt_trapping_all_20260905-172256/ckpts/best.pt + push_forward: + steps: 1 + prob_start: 0.5 + prob_end: 1.0 + noise: 0.01 +rollout: + horizon: 64 + start: null + start_fraction: 0.25 + keyframes: null +metrics: +- error: mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_mae + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: iou + descriptor: voxels + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: abs_err + descriptor: saturation + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: volume + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: area + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: pred + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: target + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: rel_err + descriptor: euler + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: w1 + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: w1_norm + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: target + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: pred + descriptor: curvature_hist + channel: phi + phase: nw + bins: 50 + range: + - 0.0 + - 0.25 + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: rel_err + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: target + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: pred + descriptor: curvature_mean_integral_norm + channel: phi + phase: nw + bins: null + range: null + name: null + eval_only: true +- error: mae + descriptor: voxels + channel: p + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: ux + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uy + phase: nw + bins: null + range: null + name: null + eval_only: false +- error: mae + descriptor: voxels + channel: uz + phase: nw + bins: null + range: null + name: null + eval_only: false +out_dir: case/train_push/trapping/abupt_all/ckpts +seed: 0 diff --git a/train_push/trapping/abupt_all/ckpts/abupt_trapping_all_push_20260911-040345/metrics.csv 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