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cgn-48046ea/SHA256SUMS

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+f1b4d0e7edb06b4f5932309d101687afb5ee9c57cd84389744db21131a079c9b  ./config.json
+33ac5608c9232bc1b851fa99933fcbaf8ec96b49abd424d085cd3cd31ecce2f5  ./metrics-test_interp.json
+2139335fb0cb2f6cccaf9be69e69cced369deb6eda80f6970b292deeba07dc0a  ./model-best-050000.pt
+24912b1830a08ad99f96c44414d80cd8bfb71f64f96d61c18522288e058f3cf7  ./normalization_stats.npz

cgn-48046ea/config.json

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+{
+  "run": {
+    "benchmark": "wave_propagation_1d",
+    "seed": 1,
+    "commit": "48046ea"
+  },
+  "model": {
+    "family": "cgn",
+    "input_frames": 6,
+    "connectivity_radius": 4.8,
+    "hidden_dim": 128,
+    "message_passing_steps": 10,
+    "nmlp_layers": 2,
+    "particle_type_embedding_size": 9,
+    "noise_std": 0.06,
+    "dim": 2,
+    "max_neighbors": 32
+  },
+  "train": {
+    "batch_size": 32,
+    "lr_init": 0.0001,
+    "lr_decay": 0.1,
+    "lr_decay_steps": 20000,
+    "training_steps": 50000,
+    "val_every": 2000,
+    "w_pos": 1.0,
+    "w_aux": 1.0
+  },
+  "protocol": {
+    "input_frames": 6,
+    "horizon": "full",
+    "eval_times": "native",
+    "standard": true
+  },
+  "n_particle_types": 2
+}

cgn-48046ea/metrics-test_interp.json

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+{
+  "split": "test_interp",
+  "checkpoint": "model-best-050000.pt",
+  "checkpoint_path": "model-best-050000.pt",
+  "input_frames": 6,
+  "protocol_standard": true,
+  "aux_field": "axial_stress",
+  "aux_unit": "MPa",
+  "cases": {
+    "W1D-300-4": {
+      "one_step_position_rmse": 0.00592706467201435,
+      "one_step_aux_rmse": 0.019114366873149855,
+      "rollout_position_rmse": 0.8001023907774389,
+      "rollout_aux_rmse": 0.1944458723794315,
+      "qoi_pred": {
+        "arrival_time_25": 3.187744668160479,
+        "arrival_time_50": 2.0821058760854054,
+        "arrival_time_75": 1.0980489830044557,
+        "peak_stress": 1.7382339239120483
+      },
+      "qoi_true": {
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+        "arrival_time_50": 2.0821058760854054,
+        "arrival_time_75": 0.997728156029563,
+        "peak_stress": 0.8598179817199707
+      },
+      "qoi_error": {
+        "arrival_time_25": 0.10054158687291048,
+        "arrival_time_50": 0.0,
+        "arrival_time_75": 0.10032082697489275,
+        "peak_stress": 0.8784159421920776
+      }
+    },
+    "W1D-400-2": {
+      "one_step_position_rmse": 0.00383679301873249,
+      "one_step_aux_rmse": 0.011818982659420788,
+      "rollout_position_rmse": 0.9499493180998838,
+      "rollout_aux_rmse": 0.14067942027664498,
+      "qoi_pred": {
+        "arrival_time_25": 4.293667717636287,
+        "arrival_time_50": 2.8808558431727835,
+        "arrival_time_75": 1.4888669092436642,
+        "peak_stress": 1.4808571338653564
+      },
+      "qoi_true": {
+        "arrival_time_25": 4.192738724862022,
+        "arrival_time_50": 2.7799598827585608,
+        "arrival_time_75": 1.3880422572290732,
+        "peak_stress": 0.42626917362213135
+      },
+      "qoi_error": {
+        "arrival_time_25": 0.10092899277426515,
+        "arrival_time_50": 0.10089596041422277,
+        "arrival_time_75": 0.10082465201459101,
+        "peak_stress": 1.054587960243225
+      }
+    }
+  },
+  "mean": {
+    "one_step_position_rmse": 0.0048819288453734195,
+    "one_step_aux_rmse": 0.015466674766285321,
+    "rollout_position_rmse": 0.8750258544386613,
+    "rollout_aux_rmse": 0.16756264632803824,
+    "qoi_abs_error": {
+      "arrival_time_25": 0.10073528982358781,
+      "arrival_time_50": 0.05044798020711139,
+      "arrival_time_75": 0.10057273949474188,
+      "peak_stress": 0.9665019512176514
+    }
+  }
+}

cgn-48046ea/model-best-050000.pt

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+size 6447027

cgn-48046ea/normalization_stats.npz

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