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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: null +train: + epochs: 20 + batch_size: 4 + 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: 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/gdl/fno_gen/ckpts +seed: 0 diff --git a/train/gdl/fno_gen/ckpts/fno_gdl_gen_20260904-051036/metrics.csv b/train/gdl/fno_gen/ckpts/fno_gdl_gen_20260904-051036/metrics.csv new file mode 100644 index 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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: null +train: + epochs: 10 + batch_size: 4 + val_stride: 8 + lr: 0.0002 + 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: 2 + 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: 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 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a/train/gdl/p3d_gen/ckpts/p3d_gdl_gen_20260904-051036/config.yaml b/train/gdl/p3d_gen/ckpts/p3d_gdl_gen_20260904-051036/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..384f84c37e38792f0801b74a1709d0f79249e0e9 --- /dev/null +++ b/train/gdl/p3d_gen/ckpts/p3d_gdl_gen_20260904-051036/config.yaml @@ -0,0 +1,260 @@ +name: p3d_gdl_gen +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: null +train: + epochs: 20 + batch_size: 4 + 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: 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/gdl/p3d_gen/ckpts +seed: 0 diff --git a/train/gdl/p3d_gen/ckpts/p3d_gdl_gen_20260904-051036/metrics.csv b/train/gdl/p3d_gen/ckpts/p3d_gdl_gen_20260904-051036/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..281e4a8a289774ccac19a47df347043bbd4254d3 --- /dev/null +++ b/train/gdl/p3d_gen/ckpts/p3d_gdl_gen_20260904-051036/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,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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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: true + precision: null +train: + epochs: 10 + batch_size: 1 + val_stride: 8 + 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: 2 + 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: 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/gdl/transolver_all/ckpts +seed: 0 diff --git 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null +model: + 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: 8 + 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: 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/gdl/transolver_gen/ckpts +seed: 0 diff --git a/train/gdl/transolver_gen/ckpts/transolver_gdl_gen_20260904-165048/metrics.csv b/train/gdl/transolver_gen/ckpts/transolver_gdl_gen_20260904-165048/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..0f2b7019b217674142c646feeeedbc0d96382cc7 --- /dev/null +++ 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"case/train/gdl/transolver_gen/ckpts/transolver_gdl_gen_20260904-165048", + "error": null, + "segments": [ + { + "start_time": "2026-09-04T16:51:02+00:00", + "epoch": 0, + "batches_done": 0 + } + ] + }, + "config": { + "name": "transolver_gdl_gen", + "data": { + "root": "data/case_beta", + "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, + 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": true + }, + "precision": null + }, + "train": { + "epochs": 20, + "batch_size": 1, + "val_stride": 8, + "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": 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depth: 4 + groups: 4 + residual: true + precision: null +train: + epochs: 10 + batch_size: 4 + 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: 2 + 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: 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/gdl/unet_all/ckpts +seed: 0 diff --git a/train/gdl/unet_all/ckpts/unet_gdl_all_20260904-051036/metrics.csv b/train/gdl/unet_all/ckpts/unet_gdl_all_20260904-051036/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..3aefd27ef1ee329fab00b3f56cb43626bf0b303b --- /dev/null +++ b/train/gdl/unet_all/ckpts/unet_gdl_all_20260904-051036/metrics.csv @@ -0,0 +1,11 @@ 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scale: 180 +model: + name: unet3d + params: + base: 20 + depth: 4 + groups: 4 + residual: true + precision: null +train: + epochs: 20 + batch_size: 4 + 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: 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/gdl/unet_gen/ckpts +seed: 0 diff --git a/train/gdl/unet_gen/ckpts/unet_gdl_gen_20260904-051036/metrics.csv b/train/gdl/unet_gen/ckpts/unet_gdl_gen_20260904-051036/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..273629bfe791e90bc7fb17c4050a1399a59312ee --- /dev/null +++ b/train/gdl/unet_gen/ckpts/unet_gdl_gen_20260904-051036/metrics.csv @@ -0,0 +1,21 @@ 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b/train/gdl/unet_gen/ckpts/unet_gdl_gen_20260904-051036/run_meta.json @@ -0,0 +1,2498 @@ +{ + "name": "unet_gdl_gen", + "status": "finished", + "run": { + "start_time": "2026-09-04T05:10:44+00:00", + "end_time": "2026-09-04T21:13:45+00:00", + "run_dir": "case/train/gdl/unet_gen/ckpts/unet_gdl_gen_20260904-051036", + "error": null, + "segments": [ + { + "start_time": "2026-09-04T05:10:44+00:00", + "epoch": 0, + "batches_done": 0 + } + ] + }, + "config": { + "name": "unet_gdl_gen", + "data": { + "root": "data/case_beta", + "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": 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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: 0.0003 + 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: 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: 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/trapping/abupt_all/ckpts +seed: 0 diff --git a/train/trapping/abupt_all/ckpts/abupt_trapping_all_20260905-172256/metrics.csv b/train/trapping/abupt_all/ckpts/abupt_trapping_all_20260905-172256/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..133adb0ad1e76bb73a042a4befcd89542db74a50 --- /dev/null +++ b/train/trapping/abupt_all/ckpts/abupt_trapping_all_20260905-172256/metrics.csv @@ -0,0 +1,11 @@ +epoch,step,train_loss,val_loss,epoch_seconds,peak_memory_mb,lr,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..fd98f605d7aa84a1cb6a051ba36e7e7c5836f542 --- /dev/null +++ b/train/trapping/abupt_gen/ckpts/abupt_trapping_gen_20260905-213757/config.yaml @@ -0,0 +1,267 @@ +name: abupt_trapping_gen +data: + root: data/case + campaign: trapping + split: splits/trapping/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: 20 + batch_size: 1 + val_stride: 8 + lr: 0.0003 + 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: 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: 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/trapping/abupt_gen/ckpts +seed: 0 diff --git a/train/trapping/abupt_gen/ckpts/abupt_trapping_gen_20260905-213757/metrics.csv b/train/trapping/abupt_gen/ckpts/abupt_trapping_gen_20260905-213757/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..7e4eb0207e34b61d93f088f2753300dc720ed713 --- /dev/null +++ b/train/trapping/abupt_gen/ckpts/abupt_trapping_gen_20260905-213757/metrics.csv @@ -0,0 +1,21 @@ 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+ - 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: null +train: + epochs: 10 + batch_size: 4 + val_stride: 8 + lr: 0.0003 + 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 +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: 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 + 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domain_padding: 0.0625 + positional_embedding: true + residual: true + precision: null +train: + epochs: 20 + batch_size: 4 + 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: 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/trapping/fno_gen/ckpts +seed: 0 diff --git a/train/trapping/fno_gen/ckpts/fno_trapping_gen_20260904-211720/metrics.csv b/train/trapping/fno_gen/ckpts/fno_trapping_gen_20260904-211720/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..707df8f637d660ab6b03a1a2777629dc32ca1a92 --- /dev/null +++ b/train/trapping/fno_gen/ckpts/fno_trapping_gen_20260904-211720/metrics.csv @@ -0,0 +1,21 @@ 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+train: + epochs: 10 + batch_size: 4 + val_stride: 8 + lr: 0.0002 + 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: 2 + 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: 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/trapping/p3d_all/ckpts +seed: 0 diff --git a/train/trapping/p3d_all/ckpts/p3d_trapping_all_20260905-015754/metrics.csv b/train/trapping/p3d_all/ckpts/p3d_trapping_all_20260905-015754/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..965c56a9ebf0c05bf416e3c70de0d066d1f8a3d1 --- /dev/null +++ b/train/trapping/p3d_all/ckpts/p3d_trapping_all_20260905-015754/metrics.csv @@ -0,0 +1,11 @@ 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b/train/trapping/p3d_gen/ckpts/p3d_trapping_gen_20260905-015853/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..80d00e8538007c91ecb4441f510db9ef8151994a --- /dev/null +++ b/train/trapping/p3d_gen/ckpts/p3d_trapping_gen_20260905-015853/config.yaml @@ -0,0 +1,260 @@ +name: p3d_trapping_gen +data: + root: data/case + campaign: trapping + split: splits/trapping/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: null +train: + epochs: 20 + batch_size: 4 + 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: 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/trapping/p3d_gen/ckpts +seed: 0 diff --git a/train/trapping/p3d_gen/ckpts/p3d_trapping_gen_20260905-015853/metrics.csv b/train/trapping/p3d_gen/ckpts/p3d_trapping_gen_20260905-015853/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..d0cb209a727b159290092838a70d8f9cc7c214d9 --- /dev/null +++ b/train/trapping/p3d_gen/ckpts/p3d_trapping_gen_20260905-015853/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,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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--- /dev/null +++ b/train/trapping/p3d_gen/ckpts/p3d_trapping_gen_20260905-015853/run_meta.json @@ -0,0 +1,2514 @@ +{ + "name": "p3d_trapping_gen", + "status": "finished", + "run": { + "start_time": "2026-09-05T01:59:00+00:00", + "end_time": "2026-09-05T07:36:22+00:00", + "run_dir": "case/train/trapping/p3d_gen/ckpts/p3d_trapping_gen_20260905-015853", + "error": null, + "segments": [ + { + "start_time": "2026-09-05T01:59:00+00:00", + "epoch": 0, + "batches_done": 0 + } + ] + }, + "config": { + "name": "p3d_trapping_gen", + "data": { + "root": "data/case_beta", + "campaign": "trapping", + "split": "splits/trapping/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": null + }, + "train": { + "epochs": 20, + "batch_size": 4, + "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": 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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 + - 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: true + precision: null +train: + epochs: 10 + batch_size: 1 + val_stride: 8 + 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: 2 + 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: 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: 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0000000000000000000000000000000000000000..68ec385bd9210d150b7b94a522c9f404a9fab6dc --- /dev/null +++ b/train/trapping/transolver_gen/ckpts/transolver_trapping_gen_20260907-150256/config.yaml @@ -0,0 +1,265 @@ +name: transolver_trapping_gen +data: + root: data/case + campaign: trapping + split: splits/trapping/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: true + precision: null +train: + epochs: 20 + batch_size: 1 + val_stride: 8 + 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: 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/trapping/transolver_gen/ckpts +seed: 0 diff --git a/train/trapping/transolver_gen/ckpts/transolver_trapping_gen_20260907-150256/metrics.csv b/train/trapping/transolver_gen/ckpts/transolver_trapping_gen_20260907-150256/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..36776f24745e41060ca990c586dcbc0089f2f1a1 --- /dev/null +++ b/train/trapping/transolver_gen/ckpts/transolver_trapping_gen_20260907-150256/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,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/trapping/unet_all/ckpts/unet_trapping_all_20260905-024947/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f06f2ce083d90ca4a86ad8b2fc55810e1a9f5f3b --- /dev/null +++ b/train/trapping/unet_all/ckpts/unet_trapping_all_20260905-024947/config.yaml @@ -0,0 +1,253 @@ +name: unet_trapping_all +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 +model: + name: unet3d + params: + base: 20 + depth: 4 + groups: 4 + residual: true + precision: null +train: + epochs: 10 + batch_size: 4 + 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: 2 + 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: 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/trapping/unet_all/ckpts +seed: 0 diff --git a/train/trapping/unet_all/ckpts/unet_trapping_all_20260905-024947/metrics.csv b/train/trapping/unet_all/ckpts/unet_trapping_all_20260905-024947/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..16f2b2ca0268277077f9f84a04577f0f38c0b4f0 --- /dev/null +++ b/train/trapping/unet_all/ckpts/unet_trapping_all_20260905-024947/metrics.csv @@ -0,0 +1,11 @@ +epoch,step,train_loss,val_loss,epoch_seconds,peak_memory_mb,lr,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..4e4e4f517b63d5c1fe54ddc8ddfefa48d879a6ee --- /dev/null +++ b/train/trapping/unet_gen/ckpts/unet_trapping_gen_20260905-032449/config.yaml @@ -0,0 +1,253 @@ +name: unet_trapping_gen +data: + root: data/case + campaign: trapping + split: splits/trapping/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: null +train: + epochs: 20 + batch_size: 4 + 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: 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/trapping/unet_gen/ckpts +seed: 0 diff --git a/train/trapping/unet_gen/ckpts/unet_trapping_gen_20260905-032449/metrics.csv b/train/trapping/unet_gen/ckpts/unet_trapping_gen_20260905-032449/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..33e29fb6759ad0e6f5326da9082904c8a97b2d66 --- /dev/null +++ b/train/trapping/unet_gen/ckpts/unet_trapping_gen_20260905-032449/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,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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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 + 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: 20 + batch_size: 1 + val_stride: 64 + lr: 0.0003 + 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: 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/abupt_all/ckpts +seed: 0 diff --git a/train/underfill/abupt_all/ckpts/abupt_underfill_all_20260905-235527/metrics.csv b/train/underfill/abupt_all/ckpts/abupt_underfill_all_20260905-235527/metrics.csv new file mode 100644 index 0000000000000000000000000000000000000000..6c5a5fb3817acdb5701d8b79465df61a5cf6823e --- /dev/null +++ b/train/underfill/abupt_all/ckpts/abupt_underfill_all_20260905-235527/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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