[A5] FINAL scaling / compute / saturation package (part 2)

A5_Final_Scaling_Compute_Saturation_3Seed/A5_accuracy_compute_pareto.csv

@@ -0,0 +1,13 @@
+target_params,scale,model,mean_task_normalized_rmse,median_task_normalized_rmse,latency6_ms,latency24_ms,train_update_ms,train_peak_vram,pareto_accuracy_latency,pareto_accuracy_train_update
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A5_Final_Scaling_Compute_Saturation_3Seed/A5_compute_profile.csv

@@ -0,0 +1,37 @@
+target_params,scale,task,model,params,microbatch,effective_batch,latency6_ms_median,latency6_ms_mean,latency24_ms_median,inference_peak_vram6_bytes,inference_peak_vram24_bytes,train_update_ms_median,train_update_ms_mean,train_update_peak_vram_bytes,cidm_pure48_ms_median,cidm_sync12_48_ms_median,cidm_sync12_48_peak_vram_bytes
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A5_Final_Scaling_Compute_Saturation_3Seed/A5_gate_report.txt

@@ -0,0 +1,29 @@
+CIDM Foundation A5 — FINAL Scaling / Compute / Saturation
+========================================================================================
+VERDICT: PASS_A5_FINAL_SCALING_COMPUTE_SATURATION
+
+[PASS] frozen_architectures_exact
+[PASS] official_sources_exact
+[PASS] parameter_match_36of36
+[PASS] preflight_36of36
+[PASS] compute_profile_36of36
+[PASS] new_scaling_72of72
+[PASS] imported_500k_36of36
+[PASS] merged_scaling_108of108
+[PASS] saturation_36of36
+[PASS] saturation_budget_144_records
+[PASS] scaling_slopes_written
+[PASS] pareto_written
+[PASS] saturation_gain_written
+[PASS] rank_stability_written
+[PASS] figures_complete
+
+Interpretation rule:
+- PASS means the final experiment contract is complete.
+- PASS does not require CIDM to win every scale or budget.
+- Scaling results are fixed-budget architecture scaling.
+- Saturation results are a separate 8K-budget protocol.
+
+If PASS:
+MAIN CIDM FOUNDATION ARCHITECTURE EXPERIMENTS ARE FROZEN.
+Next stage: final architecture settlement -> figures -> manuscript.

A5_Final_Scaling_Compute_Saturation_3Seed/A5_global_scaling.csv

@@ -0,0 +1,13 @@
+target_params,scale,model,mean_task_normalized_rmse,median_task_normalized_rmse
+125000,125K,CIDM-Complete,1.0,1.0
+125000,125K,CIDM-Foundation-v1,3.6057866052857492,4.106570792294545
+125000,125K,NeuralOperator-FNO,3.4204414436549295,2.743564633613942
+125000,125K,PDEBench-FNO,2.4419558737295946,2.84056598209102
+500000,500K,CIDM-Complete,1.0926300479479265,1.0
+500000,500K,CIDM-Foundation-v1,3.86007765650546,4.5093580638075705
+500000,500K,NeuralOperator-FNO,2.562212269789903,2.3284182770282613
+500000,500K,PDEBench-FNO,1.4753114418689595,1.2700786402333566
+2000000,2M,CIDM-Complete,1.2530313368489707,1.0214390207163198
+2000000,2M,CIDM-Foundation-v1,2.8936592547870448,3.253276958821703
+2000000,2M,NeuralOperator-FNO,5.261643974750723,4.520546355581734
+2000000,2M,PDEBench-FNO,1.3330821785027132,1.0

A5_Final_Scaling_Compute_Saturation_3Seed/A5_long24_saturation.csv

@@ -0,0 +1,49 @@
+task,model,budget,long24_mean,long24_std
+advection_1d,CIDM-Complete,1000,0.6900390721263491,0.16104399355190704
+advection_1d,CIDM-Complete,2500,0.647499648631659,0.15541130209329335
+advection_1d,CIDM-Complete,4000,0.6038554053402451,0.08345065479989257
+advection_1d,CIDM-Complete,8000,0.5768325646015134,0.07978155637357465
+advection_1d,CIDM-Foundation-v1,1000,0.3301878984661283,0.012536273726574601
+advection_1d,CIDM-Foundation-v1,2500,0.3422728005640889,0.00800156450922938
+advection_1d,CIDM-Foundation-v1,4000,0.33244470064673654,0.006823089356890162
+advection_1d,CIDM-Foundation-v1,8000,0.2879100925819818,0.022538357092504943
+advection_1d,NeuralOperator-FNO,1000,0.033057554137130817,0.006047642043925697
+advection_1d,NeuralOperator-FNO,2500,0.02537235407983625,0.010000089618583374
+advection_1d,NeuralOperator-FNO,4000,0.02104450498745669,0.004559657752189444
+advection_1d,NeuralOperator-FNO,8000,0.017312926454968444,0.0026050806680587295
+advection_1d,PDEBench-FNO,1000,0.1314484948513727,0.05915227582831265
+advection_1d,PDEBench-FNO,2500,0.12270976592918824,0.06511440824188318
+advection_1d,PDEBench-FNO,4000,0.06537994989751934,0.0030621699896722834
+advection_1d,PDEBench-FNO,8000,0.050551690960516114,0.0012734127457048592
+burgers_1d,CIDM-Complete,1000,0.46639910104690346,0.05905187753666126
+burgers_1d,CIDM-Complete,2500,0.44527582788892855,0.04051690042759146
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+burgers_1d,CIDM-Foundation-v1,1000,0.2768378977531662,0.002019600137937888
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+burgers_1d,CIDM-Foundation-v1,4000,0.3662663428214434,0.028192573723916307
+burgers_1d,CIDM-Foundation-v1,8000,0.2911797831647224,0.04611451628487881
+burgers_1d,NeuralOperator-FNO,1000,0.07976244101479128,0.013719421295761394
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+burgers_1d,PDEBench-FNO,8000,0.0780286832688926,0.018860712302811382
+reacdiff_2d,CIDM-Complete,1000,0.04133449652576141,0.03217843663272331
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+reacdiff_2d,CIDM-Complete,4000,0.015291032059301152,0.008346438106743053
+reacdiff_2d,CIDM-Complete,8000,0.012090024764975046,0.002883379498612856
+reacdiff_2d,CIDM-Foundation-v1,1000,0.01749660455867316,0.0006659670029983487
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+reacdiff_2d,NeuralOperator-FNO,8000,0.019723421980544862,0.001064669578859166
+reacdiff_2d,PDEBench-FNO,1000,0.026891927254062087,0.003558593580406354
+reacdiff_2d,PDEBench-FNO,2500,0.022593464192866813,0.0008855230024178743
+reacdiff_2d,PDEBench-FNO,4000,0.019381278876679016,0.0008727744836698249
+reacdiff_2d,PDEBench-FNO,8000,0.01752541569328032,0.0002507093396667684

A5_Final_Scaling_Compute_Saturation_3Seed/A5_paper_experiment_settlement.json

@@ -0,0 +1,589 @@
+{
+  "verdict": "PASS_A5_FINAL_SCALING_COMPUTE_SATURATION",
+  "scaling_beta": [
+    {
+      "task": "advection_1d",
+      "model": "CIDM-Complete",
+      "scaling_beta": 0.10208041957886974,
+      "loglog_r2": 0.1724495859673263,
+      "rmse_125k": 0.007195136907553422,
+      "rmse_500k": 0.004845387682749146,
+      "rmse_2m": 0.00954870453391552,
+      "gain_125k_to_2m_pct": -32.71053291413167
+    },
+    {
+      "task": "advection_1d",
+      "model": "CIDM-Foundation-v1",
+      "scaling_beta": -0.2184610121200088,
+      "loglog_r2": 0.961803248248562,
+      "rmse_125k": 0.03274061464533006,
+      "rmse_500k": 0.021849588019478738,
+      "rmse_2m": 0.017877300516262,
+      "gain_125k_to_2m_pct": 45.397175007489
+    },
+    {
+      "task": "advection_1d",
+      "model": "NeuralOperator-FNO",
+      "scaling_beta": 0.10618311729990255,
+      "loglog_r2": 0.11806469390087915,
+      "rmse_125k": 0.03581556314738305,
+      "rmse_500k": 0.02065333403142595,
+      "rmse_2m": 0.04803055995314543,
+      "gain_125k_to_2m_pct": -34.10527640036534
+    },
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+      "train_peak_vram": 749862400.0,
+      "pareto_accuracy_latency": false,
+      "pareto_accuracy_train_update": false
+    },
+    {
+      "target_params": 2000000,
+      "scale": "2M",
+      "model": "PDEBench-FNO",
+      "mean_task_normalized_rmse": 1.3330821785027132,
+      "median_task_normalized_rmse": 1.0,
+      "latency6_ms": 14.215786666682106,
+      "latency24_ms": 55.69983849996637,
+      "train_update_ms": 119.16327733342769,
+      "train_peak_vram": 244454912.0,
+      "pareto_accuracy_latency": true,
+      "pareto_accuracy_train_update": false
+    }
+  ]
+}

A5_Final_Scaling_Compute_Saturation_3Seed/A5_parameter_matching.csv

@@ -0,0 +1,37 @@
+target_params,scale,task,model,params,rel_error,ok,config
+125000,125K,advection_1d,CIDM-Foundation-v1,125815,0.00652,True,"{""latent_dim"": 52, ""hidden"": 80}"
+125000,125K,advection_1d,CIDM-Complete,125038,0.000304,True,"{""latent_dim"": 20, ""hidden"": 36, ""soc_modes1"": 1, ""soc_modes2"": 6}"
+125000,125K,advection_1d,PDEBench-FNO,125087,0.000696,True,"{""width"": 57, ""modes"": 8}"
+125000,125K,advection_1d,NeuralOperator-FNO,124931,0.000552,True,"{""width"": 62, ""modes"": 8}"
+125000,125K,burgers_1d,CIDM-Foundation-v1,125815,0.00652,True,"{""latent_dim"": 52, ""hidden"": 80}"
+125000,125K,burgers_1d,CIDM-Complete,125038,0.000304,True,"{""latent_dim"": 20, ""hidden"": 36, ""soc_modes1"": 1, ""soc_modes2"": 6}"
+125000,125K,burgers_1d,PDEBench-FNO,125087,0.000696,True,"{""width"": 57, ""modes"": 8}"
+125000,125K,burgers_1d,NeuralOperator-FNO,124931,0.000552,True,"{""width"": 62, ""modes"": 8}"
+125000,125K,reacdiff_2d,CIDM-Foundation-v1,124004,0.007968,True,"{""latent_dim"": 32, ""hidden"": 48}"
+125000,125K,reacdiff_2d,CIDM-Complete,124958,0.000336,True,"{""latent_dim"": 28, ""hidden"": 16, ""soc_modes1"": 2, ""soc_modes2"": 8}"
+125000,125K,reacdiff_2d,PDEBench-FNO,123476,0.012192,True,"{""width"": 30, ""modes"": 4}"
+125000,125K,reacdiff_2d,NeuralOperator-FNO,126312,0.010496,True,"{""width"": 34, ""modes"": 6}"
+500000,500K,advection_1d,CIDM-Foundation-v1,496331,0.007338,True,"{""latent_dim"": 104, ""hidden"": 160}"
+500000,500K,advection_1d,CIDM-Complete,500022,4.4e-05,True,"{""latent_dim"": 82, ""hidden"": 20, ""soc_modes1"": 1, ""soc_modes2"": 4}"
+500000,500K,advection_1d,PDEBench-FNO,499917,0.000166,True,"{""width"": 70, ""modes"": 24}"
+500000,500K,advection_1d,NeuralOperator-FNO,499897,0.000206,True,"{""width"": 72, ""modes"": 40}"
+500000,500K,burgers_1d,CIDM-Foundation-v1,496331,0.007338,True,"{""latent_dim"": 104, ""hidden"": 160}"
+500000,500K,burgers_1d,CIDM-Complete,500022,4.4e-05,True,"{""latent_dim"": 82, ""hidden"": 20, ""soc_modes1"": 1, ""soc_modes2"": 4}"
+500000,500K,burgers_1d,PDEBench-FNO,499917,0.000166,True,"{""width"": 70, ""modes"": 24}"
+500000,500K,burgers_1d,NeuralOperator-FNO,499897,0.000206,True,"{""width"": 72, ""modes"": 40}"
+500000,500K,reacdiff_2d,CIDM-Foundation-v1,484548,0.030904,True,"{""latent_dim"": 64, ""hidden"": 96}"
+500000,500K,reacdiff_2d,CIDM-Complete,500084,0.000168,True,"{""latent_dim"": 20, ""hidden"": 92, ""soc_modes1"": 2, ""soc_modes2"": 14}"
+500000,500K,reacdiff_2d,PDEBench-FNO,500281,0.000562,True,"{""width"": 61, ""modes"": 4}"
+500000,500K,reacdiff_2d,NeuralOperator-FNO,501141,0.002282,True,"{""width"": 91, ""modes"": 4}"
+2000000,2M,advection_1d,CIDM-Foundation-v1,2002203,0.0011015,True,"{""latent_dim"": 120, ""hidden"": 360}"
+2000000,2M,advection_1d,CIDM-Complete,2000000,0.0,True,"{""latent_dim"": 52, ""hidden"": 176, ""soc_modes1"": 1, ""soc_modes2"": 12}"
+2000000,2M,advection_1d,PDEBench-FNO,1999837,8.15e-05,True,"{""width"": 110, ""modes"": 40}"
+2000000,2M,advection_1d,NeuralOperator-FNO,1999585,0.0002075,True,"{""width"": 288, ""modes"": 4}"
+2000000,2M,burgers_1d,CIDM-Foundation-v1,2002203,0.0011015,True,"{""latent_dim"": 120, ""hidden"": 360}"
+2000000,2M,burgers_1d,CIDM-Complete,2000000,0.0,True,"{""latent_dim"": 52, ""hidden"": 176, ""soc_modes1"": 1, ""soc_modes2"": 12}"
+2000000,2M,burgers_1d,PDEBench-FNO,1999837,8.15e-05,True,"{""width"": 110, ""modes"": 40}"
+2000000,2M,burgers_1d,NeuralOperator-FNO,1999585,0.0002075,True,"{""width"": 288, ""modes"": 4}"
+2000000,2M,reacdiff_2d,CIDM-Foundation-v1,1970136,0.014932,True,"{""latent_dim"": 84, ""hidden"": 208}"
+2000000,2M,reacdiff_2d,CIDM-Complete,2000050,2.5e-05,True,"{""latent_dim"": 42, ""hidden"": 108, ""soc_modes1"": 12, ""soc_modes2"": 14}"
+2000000,2M,reacdiff_2d,PDEBench-FNO,2006461,0.0032305,True,"{""width"": 25, ""modes"": 20}"
+2000000,2M,reacdiff_2d,NeuralOperator-FNO,1999563,0.0002185,True,"{""width"": 89, ""modes"": 10}"

A5_Final_Scaling_Compute_Saturation_3Seed/A5_parameter_matching.json

@@ -0,0 +1,368 @@
+{
+  "125000": {
+    "advection_1d": {
+      "CIDM-Foundation-v1": {
+        "params": 125815,
+        "rel_error": 0.00652,
+        "ok": true,
+        "config": {
+          "latent_dim": 52,
+          "hidden": 80
+        }
+      },
+      "CIDM-Complete": {
+        "params": 125038,
+        "rel_error": 0.000304,
+        "ok": true,
+        "config": {
+          "latent_dim": 20,
+          "hidden": 36,
+          "soc_modes1": 1,
+          "soc_modes2": 6
+        }
+      },
+      "PDEBench-FNO": {
+        "params": 125087,
+        "rel_error": 0.000696,
+        "ok": true,
+        "config": {
+          "width": 57,
+          "modes": 8
+        }
+      },
+      "NeuralOperator-FNO": {
+        "params": 124931,
+        "rel_error": 0.000552,
+        "ok": true,
+        "config": {
+          "width": 62,
+          "modes": 8
+        }
+      }
+    },
+    "burgers_1d": {
+      "CIDM-Foundation-v1": {
+        "params": 125815,
+        "rel_error": 0.00652,
+        "ok": true,
+        "config": {
+          "latent_dim": 52,
+          "hidden": 80
+        }
+      },
+      "CIDM-Complete": {
+        "params": 125038,
+        "rel_error": 0.000304,
+        "ok": true,
+        "config": {
+          "latent_dim": 20,
+          "hidden": 36,
+          "soc_modes1": 1,
+          "soc_modes2": 6
+        }
+      },
+      "PDEBench-FNO": {
+        "params": 125087,
+        "rel_error": 0.000696,
+        "ok": true,
+        "config": {
+          "width": 57,
+          "modes": 8
+        }
+      },
+      "NeuralOperator-FNO": {
+        "params": 124931,
+        "rel_error": 0.000552,
+        "ok": true,
+        "config": {
+          "width": 62,
+          "modes": 8
+        }
+      }
+    },
+    "reacdiff_2d": {
+      "CIDM-Foundation-v1": {
+        "params": 124004,
+        "rel_error": 0.007968,
+        "ok": true,
+        "config": {
+          "latent_dim": 32,
+          "hidden": 48
+        }
+      },
+      "CIDM-Complete": {
+        "params": 124958,
+        "rel_error": 0.000336,
+        "ok": true,
+        "config": {
+          "latent_dim": 28,
+          "hidden": 16,
+          "soc_modes1": 2,
+          "soc_modes2": 8
+        }
+      },
+      "PDEBench-FNO": {
+        "params": 123476,
+        "rel_error": 0.012192,
+        "ok": true,
+        "config": {
+          "width": 30,
+          "modes": 4
+        }
+      },
+      "NeuralOperator-FNO": {
+        "params": 126312,
+        "rel_error": 0.010496,
+        "ok": true,
+        "config": {
+          "width": 34,
+          "modes": 6
+        }
+      }
+    }
+  },
+  "500000": {
+    "advection_1d": {
+      "CIDM-Foundation-v1": {
+        "params": 496331,
+        "rel_error": 0.007338,
+        "ok": true,
+        "config": {
+          "latent_dim": 104,
+          "hidden": 160
+        }
+      },
+      "CIDM-Complete": {
+        "params": 500022,
+        "rel_error": 4.4e-05,
+        "ok": true,
+        "config": {
+          "latent_dim": 82,
+          "hidden": 20,
+          "soc_modes1": 1,
+          "soc_modes2": 4
+        }
+      },
+      "PDEBench-FNO": {
+        "params": 499917,
+        "rel_error": 0.000166,
+        "ok": true,
+        "config": {
+          "width": 70,
+          "modes": 24
+        }
+      },
+      "NeuralOperator-FNO": {
+        "params": 499897,
+        "rel_error": 0.000206,
+        "ok": true,
+        "config": {
+          "width": 72,
+          "modes": 40
+        }
+      }
+    },
+    "burgers_1d": {
+      "CIDM-Foundation-v1": {
+        "params": 496331,
+        "rel_error": 0.007338,
+        "ok": true,
+        "config": {
+          "latent_dim": 104,
+          "hidden": 160
+        }
+      },
+      "CIDM-Complete": {
+        "params": 500022,
+        "rel_error": 4.4e-05,
+        "ok": true,
+        "config": {
+          "latent_dim": 82,
+          "hidden": 20,
+          "soc_modes1": 1,
+          "soc_modes2": 4
+        }
+      },
+      "PDEBench-FNO": {
+        "params": 499917,
+        "rel_error": 0.000166,
+        "ok": true,
+        "config": {
+          "width": 70,
+          "modes": 24
+        }
+      },
+      "NeuralOperator-FNO": {
+        "params": 499897,
+        "rel_error": 0.000206,
+        "ok": true,
+        "config": {
+          "width": 72,
+          "modes": 40
+        }
+      }
+    },
+    "reacdiff_2d": {
+      "CIDM-Foundation-v1": {
+        "params": 484548,
+        "rel_error": 0.030904,
+        "ok": true,
+        "config": {
+          "latent_dim": 64,
+          "hidden": 96
+        }
+      },
+      "CIDM-Complete": {
+        "params": 500084,
+        "rel_error": 0.000168,
+        "ok": true,
+        "config": {
+          "latent_dim": 20,
+          "hidden": 92,
+          "soc_modes1": 2,
+          "soc_modes2": 14
+        }
+      },
+      "PDEBench-FNO": {
+        "params": 500281,
+        "rel_error": 0.000562,
+        "ok": true,
+        "config": {
+          "width": 61,
+          "modes": 4
+        }
+      },
+      "NeuralOperator-FNO": {
+        "params": 501141,
+        "rel_error": 0.002282,
+        "ok": true,
+        "config": {
+          "width": 91,
+          "modes": 4
+        }
+      }
+    }
+  },
+  "2000000": {
+    "advection_1d": {
+      "CIDM-Foundation-v1": {
+        "params": 2002203,
+        "rel_error": 0.0011015,
+        "ok": true,
+        "config": {
+          "latent_dim": 120,
+          "hidden": 360
+        }
+      },
+      "CIDM-Complete": {
+        "params": 2000000,
+        "rel_error": 0.0,
+        "ok": true,
+        "config": {
+          "latent_dim": 52,
+          "hidden": 176,
+          "soc_modes1": 1,
+          "soc_modes2": 12
+        }
+      },
+      "PDEBench-FNO": {
+        "params": 1999837,
+        "rel_error": 8.15e-05,
+        "ok": true,
+        "config": {
+          "width": 110,
+          "modes": 40
+        }
+      },
+      "NeuralOperator-FNO": {
+        "params": 1999585,
+        "rel_error": 0.0002075,
+        "ok": true,
+        "config": {
+          "width": 288,
+          "modes": 4
+        }
+      }
+    },
+    "burgers_1d": {
+      "CIDM-Foundation-v1": {
+        "params": 2002203,
+        "rel_error": 0.0011015,
+        "ok": true,
+        "config": {
+          "latent_dim": 120,
+          "hidden": 360
+        }
+      },
+      "CIDM-Complete": {
+        "params": 2000000,
+        "rel_error": 0.0,
+        "ok": true,
+        "config": {
+          "latent_dim": 52,
+          "hidden": 176,
+          "soc_modes1": 1,
+          "soc_modes2": 12
+        }
+      },
+      "PDEBench-FNO": {
+        "params": 1999837,
+        "rel_error": 8.15e-05,
+        "ok": true,
+        "config": {
+          "width": 110,
+          "modes": 40
+        }
+      },
+      "NeuralOperator-FNO": {
+        "params": 1999585,
+        "rel_error": 0.0002075,
+        "ok": true,
+        "config": {
+          "width": 288,
+          "modes": 4
+        }
+      }
+    },
+    "reacdiff_2d": {
+      "CIDM-Foundation-v1": {
+        "params": 1970136,
+        "rel_error": 0.014932,
+        "ok": true,
+        "config": {
+          "latent_dim": 84,
+          "hidden": 208
+        }
+      },
+      "CIDM-Complete": {
+        "params": 2000050,
+        "rel_error": 2.5e-05,
+        "ok": true,
+        "config": {
+          "latent_dim": 42,
+          "hidden": 108,
+          "soc_modes1": 12,
+          "soc_modes2": 14
+        }
+      },
+      "PDEBench-FNO": {
+        "params": 2006461,
+        "rel_error": 0.0032305,
+        "ok": true,
+        "config": {
+          "width": 25,
+          "modes": 20
+        }
+      },
+      "NeuralOperator-FNO": {
+        "params": 1999563,
+        "rel_error": 0.0002185,
+        "ok": true,
+        "config": {
+          "width": 89,
+          "modes": 10
+        }
+      }
+    }
+  }
+}

A5_Final_Scaling_Compute_Saturation_3Seed/A5_preflight.csv

@@ -0,0 +1,37 @@
+target_params,scale,task,model,params,pass,error
+125000,125K,advection_1d,CIDM-Foundation-v1,125815,True,
+125000,125K,advection_1d,CIDM-Complete,125038,True,
+125000,125K,advection_1d,PDEBench-FNO,125087,True,
+125000,125K,advection_1d,NeuralOperator-FNO,124931,True,
+125000,125K,burgers_1d,CIDM-Foundation-v1,125815,True,
+125000,125K,burgers_1d,CIDM-Complete,125038,True,
+125000,125K,burgers_1d,PDEBench-FNO,125087,True,
+125000,125K,burgers_1d,NeuralOperator-FNO,124931,True,
+125000,125K,reacdiff_2d,CIDM-Foundation-v1,124004,True,
+125000,125K,reacdiff_2d,CIDM-Complete,124958,True,
+125000,125K,reacdiff_2d,PDEBench-FNO,123476,True,
+125000,125K,reacdiff_2d,NeuralOperator-FNO,126312,True,
+500000,500K,advection_1d,CIDM-Foundation-v1,496331,True,
+500000,500K,advection_1d,CIDM-Complete,500022,True,
+500000,500K,advection_1d,PDEBench-FNO,499917,True,
+500000,500K,advection_1d,NeuralOperator-FNO,499897,True,
+500000,500K,burgers_1d,CIDM-Foundation-v1,496331,True,
+500000,500K,burgers_1d,CIDM-Complete,500022,True,
+500000,500K,burgers_1d,PDEBench-FNO,499917,True,
+500000,500K,burgers_1d,NeuralOperator-FNO,499897,True,
+500000,500K,reacdiff_2d,CIDM-Foundation-v1,484548,True,
+500000,500K,reacdiff_2d,CIDM-Complete,500084,True,
+500000,500K,reacdiff_2d,PDEBench-FNO,500281,True,
+500000,500K,reacdiff_2d,NeuralOperator-FNO,501141,True,
+2000000,2M,advection_1d,CIDM-Foundation-v1,2002203,True,
+2000000,2M,advection_1d,CIDM-Complete,2000000,True,
+2000000,2M,advection_1d,PDEBench-FNO,1999837,True,
+2000000,2M,advection_1d,NeuralOperator-FNO,1999585,True,
+2000000,2M,burgers_1d,CIDM-Foundation-v1,2002203,True,
+2000000,2M,burgers_1d,CIDM-Complete,2000000,True,
+2000000,2M,burgers_1d,PDEBench-FNO,1999837,True,
+2000000,2M,burgers_1d,NeuralOperator-FNO,1999585,True,
+2000000,2M,reacdiff_2d,CIDM-Foundation-v1,1970136,True,
+2000000,2M,reacdiff_2d,CIDM-Complete,2000050,True,
+2000000,2M,reacdiff_2d,PDEBench-FNO,2006461,True,
+2000000,2M,reacdiff_2d,NeuralOperator-FNO,1999563,True,

A5_Final_Scaling_Compute_Saturation_3Seed/A5_progress_manifest.json

@@ -3,11 +3,11 @@
   "scaling_completed": 72,
   "saturation_expected": 36,
   "saturation_completed": 36,
-  "checkpoints": 1,
+  "checkpoints": 0,
   "repo_id": "wuff-mann/CIDM-v1",
   "prefix": "A5_Final_Scaling_Compute_Saturation_3Seed",
-  "updated_at": "2026-10-07T01:08:13.431140+00:00",
-  "current_run": "A5SAT__500K__NeuralOperator-FNO__reacdiff_2d__s73",
+  "updated_at": "2026-10-07T01:09:05.494107+00:00",
+  "current_run": null,
   "current_step": null,
-  "event": "RUN_COMPLETED"
+  "event": "FINAL_PACKAGE"
 }

A5_Final_Scaling_Compute_Saturation_3Seed/A5_saturation_budget_seedwise.csv

@@ -0,0 +1,145 @@
+model,task,family,seed,budget,val_rmse_current,best_val_rmse_so_far,best_step_so_far,long24_rmse_current,elapsed_gpu_seconds
+PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,41,1000,0.013029699137379724,0.012293676770315261,500,0.027349644237476135,99.03598151599726
+PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,41,2500,0.009559632837177635,0.009559632837177635,2500,0.02313371603969502,252.88800484700187
+PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,41,4000,0.006210238677883403,0.006210238677883403,4000,0.018477992953975307,406.8150506279999
+PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,41,8000,0.005303612447200953,0.004979926203092865,7500,0.0177915442346281,812.6898670709998
+CIDM-Complete,reacdiff_2d,reaction_diffusion_2d,73,1000,0.004222359692831228,0.004222359692831228,1000,0.07577692821741633,303.5718181880002
+CIDM-Complete,reacdiff_2d,reaction_diffusion_2d,73,2500,0.002694435761615233,0.002598410142842573,2250,0.015731801492972743,759.4046946130038
+CIDM-Complete,reacdiff_2d,reaction_diffusion_2d,73,4000,0.0019469217693979047,0.0019469217693979047,4000,0.011253283730769888,1215.5188657640028
+CIDM-Complete,reacdiff_2d,reaction_diffusion_2d,73,8000,0.0011364513230485193,0.0010096315440974444,7250,0.013146732417451238,2423.5902283100004
+CIDM-Foundation-v1,advection_1d,transport,41,1000,0.09640029733799668,0.07323935066133434,500,0.34410706853342593,29.05309276800108
+CIDM-Foundation-v1,advection_1d,transport,41,2500,0.0367806329008897,0.0367806329008897,2500,0.3330392724779488,80.34416275699914
+CIDM-Foundation-v1,advection_1d,transport,41,4000,0.03197624218730151,0.02737569092595322,3750,0.3265689357552328,131.33608908399765
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+CIDM-Complete,advection_1d,transport,73,1000,0.02469007274847507,0.02469007274847507,1000,0.5050364395251699,88.92459547500039
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+NeuralOperator-FNO,reacdiff_2d,reaction_diffusion_2d,41,1000,0.010422461243250495,0.009718115160457449,750,0.02696547195204857,270.08493319000263
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+PDEBench-FNO,advection_1d,transport,17,2500,0.019090372859688252,0.013186666308037673,2250,0.19227744741374833,118.59067696200145
+PDEBench-FNO,advection_1d,transport,17,4000,0.013519582345918981,0.013186666308037673,2250,0.06813531113149635,193.76388118600153
+PDEBench-FNO,advection_1d,transport,17,8000,0.01148844409101584,0.011092463725930918,4750,0.05074655082069326,393.6233388130022
+NeuralOperator-FNO,burgers_1d,nonlinear_transport,41,1000,0.024815378682839898,0.018206680472097163,750,0.08120270687184723,88.16567764700449
+NeuralOperator-FNO,burgers_1d,nonlinear_transport,41,2500,0.018211655550513885,0.01725458915482889,2000,0.05727843259658579,206.29864212100074
+NeuralOperator-FNO,burgers_1d,nonlinear_transport,41,4000,0.010408033011452577,0.010408033011452577,4000,0.02053532704211354,325.3051594839999
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+CIDM-Complete,burgers_1d,nonlinear_transport,73,2500,0.0422479558040858,0.019318381106652342,2000,0.44324074220913384,235.8108278610016
+CIDM-Complete,burgers_1d,nonlinear_transport,73,4000,0.01790911543566184,0.016400372634694623,3750,0.4621140045295271,383.91672505100723
+CIDM-Complete,burgers_1d,nonlinear_transport,73,8000,0.012418886443016582,0.012418886443016582,8000,0.47769969742587504,771.4239324370064
+NeuralOperator-FNO,reacdiff_2d,reaction_diffusion_2d,73,1000,0.011160217396675325,0.009792560878524197,750,0.02660815487707128,271.62476275699737
+NeuralOperator-FNO,reacdiff_2d,reaction_diffusion_2d,73,2500,0.007101913948165495,0.007101913948165495,2500,0.021692389120056704,680.5618393959958
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A5_Final_Scaling_Compute_Saturation_3Seed/A5_saturation_gain_2500_to_8000.csv

@@ -0,0 +1,13 @@
+task,model,best_val_2500,best_val_8000,val_gain_2500_to_8000_pct,long24_2500,long24_8000,long24_gain_2500_to_8000_pct,descriptive_saturated_at_2500
+advection_1d,CIDM-Complete,0.012283599190230447,0.006323045314613384,48.52449012141074,0.647499648631659,0.5768325646015134,10.913841293888593,False
+advection_1d,CIDM-Foundation-v1,0.03799879063491147,0.015058738852656498,60.37047863617731,0.3422728005640889,0.2879100925819818,15.882859488838617,False
+advection_1d,NeuralOperator-FNO,0.015793104967247753,0.015793104967247753,0.0,0.02537235407983625,0.017312926454968444,31.76460331393822,True
+advection_1d,PDEBench-FNO,0.016804114757882137,0.014742894888372852,12.266161587253203,0.12270976592918824,0.050551690960516114,58.80385674463121,False
+burgers_1d,CIDM-Complete,0.019467866496645756,0.012499811256178007,35.792598237040096,0.44527582788892855,0.5297618219514139,-18.973855927243335,False
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A5_Final_Scaling_Compute_Saturation_3Seed/A5_saturation_rank_stability.csv

@@ -0,0 +1,13 @@
+task,model,rank2500,rank8000,rank_change
+advection_1d,CIDM-Complete,1,1,0
+advection_1d,CIDM-Foundation-v1,4,3,-1
+advection_1d,NeuralOperator-FNO,2,4,2
+advection_1d,PDEBench-FNO,3,2,-1
+burgers_1d,CIDM-Complete,3,3,0
+burgers_1d,CIDM-Foundation-v1,4,4,0
+burgers_1d,NeuralOperator-FNO,1,1,0
+burgers_1d,PDEBench-FNO,2,2,0
+reacdiff_2d,CIDM-Complete,1,1,0
+reacdiff_2d,CIDM-Foundation-v1,2,2,0
+reacdiff_2d,NeuralOperator-FNO,3,4,1
+reacdiff_2d,PDEBench-FNO,4,3,-1

A5_Final_Scaling_Compute_Saturation_3Seed/A5_saturation_run_results.csv

@@ -0,0 +1,37 @@
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A5_Final_Scaling_Compute_Saturation_3Seed/A5_saturation_summary.csv

@@ -0,0 +1,49 @@
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A5_Final_Scaling_Compute_Saturation_3Seed/A5_scaling_new_runs.csv

@@ -0,0 +1,73 @@
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+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,advection_1d,transport,17,1999837,0.003,8,16,0.015747042076795698,2500,2500,MAX_UPDATES,238.45168568700137,205201920,0.008075796042663242,0.0038217721739783883,0.009094324050238356
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,advection_1d,transport,41,2002203,0.0001,8,16,0.0300005210450141,2500,2500,MAX_UPDATES,154.38099765600055,371622400,0.017807899938323157,0.009324104932602495,0.026322174700908363
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,burgers_1d,nonlinear_transport,17,2000000,0.001,8,16,0.01546142724447196,2500,2500,MAX_UPDATES,462.8131854989988,484325888,0.013478464341110552,0.0058982198243029416,0.019691786961629987
+COMPLETED,SCALING,125000,125K,CIDM-Complete,reacdiff_2d,reaction_diffusion_2d,73,124958,0.001,4,4,0.0028335030202532125,2500,2500,MAX_UPDATES,358.2449084830005,2381838848,0.002947375503451269,0.0019934068423026474,0.041507963149342686
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,advection_1d,transport,41,2000000,0.001,8,16,0.00861724323789393,2500,2500,MAX_UPDATES,459.96752230200036,484325888,0.008424377983364786,0.004412616544868797,0.012197204807307571
+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,73,2006461,0.003,1,4,0.004392507510384665,2500,2500,MAX_UPDATES,609.417569366,324001280,0.004453679883696217,0.00271866557886824,0.07357854982546996
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,burgers_1d,nonlinear_transport,41,2000000,0.001,8,16,0.012531105803080245,2400,2500,MAX_UPDATES,465.40244330599853,484325888,0.010361594315271186,0.004679687321186066,0.014464969513937831
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,burgers_1d,nonlinear_transport,73,2000000,0.001,8,16,0.01537981601441043,2500,2500,MAX_UPDATES,458.5482825870022,484325888,0.014001181284902488,0.005835417832713574,0.018029157537966967
+COMPLETED,SCALING,125000,125K,NeuralOperator-FNO,advection_1d,transport,41,124931,0.003,16,16,0.05048499338835249,1300,1900,CONVERGED_PATIENCE,151.77952146400003,246831616,0.035222002568591655,0.01792812708299607,0.05297654261812568
+COMPLETED,SCALING,2000000,2M,NeuralOperator-FNO,advection_1d,transport,17,1999585,0.003,8,16,0.05060974309979205,2000,2200,CONVERGED_PATIENCE,340.4273444490009,566832640,0.038137683428805115,0.021086832392029464,0.06141250696964562
+COMPLETED,SCALING,2000000,2M,NeuralOperator-FNO,burgers_1d,nonlinear_transport,17,1999585,0.003,8,16,0.05984789581848559,2400,2500,MAX_UPDATES,380.5205959070008,566832640,0.0536609209515248,0.020497578312642872,0.05534838559105992
+COMPLETED,SCALING,125000,125K,CIDM-Foundation-v1,burgers_1d,nonlinear_transport,73,125815,0.0001,16,16,0.06084332228956382,2500,2500,MAX_UPDATES,83.52390089799974,197602304,0.05838442643022586,0.025344707304611802,0.07495142472907901
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,reacdiff_2d,reaction_diffusion_2d,73,2000050,0.001,1,4,0.001945228591115536,2500,2500,MAX_UPDATES,1256.1632635130009,2096558080,0.0019846368632395976,0.00131821587910963,0.02885559001879301
+COMPLETED,SCALING,125000,125K,NeuralOperator-FNO,advection_1d,transport,73,124931,0.003,16,16,0.04794904693338562,1100,1700,CONVERGED_PATIENCE,136.15784882599928,246831616,0.03766316054753208,0.02000215428415686,0.05598161811940372
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,41,123476,0.003,4,4,0.007756463226267721,2500,2500,MAX_UPDATES,195.24960383599955,909732352,0.007843573321331569,0.004691968986662687,0.12898191213025711
+COMPLETED,SCALING,125000,125K,CIDM-Complete,reacdiff_2d,reaction_diffusion_2d,41,124958,0.001,4,4,0.002435257595476589,2400,2500,MAX_UPDATES,358.861452223,2381838848,0.0025540513412144012,0.0016835782716952963,0.03522176250407938
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,advection_1d,transport,73,2002203,0.0001,8,16,0.029720686093471695,2500,2500,MAX_UPDATES,160.61239328599913,371622400,0.017637701122699488,0.008887078089173883,0.02544698992278427
+COMPLETED,SCALING,125000,125K,CIDM-Complete,burgers_1d,nonlinear_transport,73,125038,0.001,16,16,0.01569322611583937,2500,2500,MAX_UPDATES,234.65291266800068,243351552,0.013761728533666267,0.006417404278181493,0.021074054879136384
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,advection_1d,transport,17,125087,0.003,16,16,0.052054337866524865,2300,2500,MAX_UPDATES,121.1119734670001,151137280,0.01836761172373287,0.008607521216617897,0.026469709002412856
+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,41,2006461,0.003,1,4,0.003568669845739385,2500,2500,MAX_UPDATES,607.4351048140015,324001280,0.0036367532640131494,0.002281730105096358,0.05971964525815565
+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,advection_1d,transport,41,1999837,0.003,8,16,0.013357510141239138,2100,2300,CONVERGED_PATIENCE,219.42863543899875,205201920,0.004097168109473494,0.002198846181272529,0.005466300237458199
+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,advection_1d,transport,73,1999837,0.003,8,16,0.012502103035976637,2400,2500,MAX_UPDATES,237.41261461999966,205201920,0.004312537152434278,0.002206610923167318,0.005539872276131064
+COMPLETED,SCALING,125000,125K,CIDM-Foundation-v1,reacdiff_2d,reaction_diffusion_2d,17,124004,0.0001,4,4,0.005849950497893452,2500,2500,MAX_UPDATES,188.14404502100024,1421921280,0.005879046578335092,0.003731114244146738,0.09653262645588256
+COMPLETED,SCALING,125000,125K,CIDM-Foundation-v1,advection_1d,transport,73,125815,0.0001,16,16,0.04979849707066025,2400,2500,MAX_UPDATES,86.19181432699952,197602304,0.03460672944461143,0.02034832094796002,0.05036830622702837
+COMPLETED,SCALING,2000000,2M,NeuralOperator-FNO,reacdiff_2d,reaction_diffusion_2d,17,1999563,0.003,1,4,0.005183068754238468,2500,2500,MAX_UPDATES,844.928200585,1118668288,0.005260383307075893,0.003222679077225621,0.08695721162075642
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,burgers_1d,nonlinear_transport,17,2002203,0.0001,8,16,0.03866856353422073,2500,2500,MAX_UPDATES,153.29640964399914,371622400,0.04306669068722367,0.017786769778467715,0.05187427345663309
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,advection_1d,transport,73,125087,0.003,16,16,0.05143874097225145,2100,2500,MAX_UPDATES,121.14640336800039,151137280,0.01879261033710881,0.00945389922708273,0.02778018719982356
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,reacdiff_2d,reaction_diffusion_2d,17,1970136,0.0001,1,4,0.003977968859441523,2500,2500,MAX_UPDATES,1068.583473052,1481574912,0.003992014713761066,0.002295682938893151,0.06609529329580255
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,burgers_1d,nonlinear_transport,17,125087,0.003,16,16,0.039597554121956445,2500,2500,MAX_UPDATES,121.9105507700001,151137280,0.021461172560110906,0.008288397511932999,0.022961873561143875
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,burgers_1d,nonlinear_transport,73,125087,0.003,16,16,0.0376221533377913,2500,2500,MAX_UPDATES,121.22432009100066,151137280,0.019519920620889655,0.007586041174363345,0.02147495257668197
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,advection_1d,transport,41,125087,0.003,16,16,0.06308981862484239,2400,2500,MAX_UPDATES,123.10993696600008,151137280,0.024154561347409797,0.010745886946097016,0.03274305525701493
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,73,123476,0.003,4,4,0.008084458029201432,2400,2500,MAX_UPDATES,195.6659350939999,909732352,0.008134540702029914,0.004772265574501944,0.13362099292862695
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,advection_1d,transport,73,2000000,0.001,8,16,0.009456860825278302,2500,2500,MAX_UPDATES,462.3610187669983,484325888,0.008686760752138712,0.004606351692928001,0.01265348494052887
+COMPLETED,SCALING,125000,125K,NeuralOperator-FNO,burgers_1d,nonlinear_transport,17,124931,0.003,16,16,0.03410642545619027,1500,2100,CONVERGED_PATIENCE,171.27581755099982,246831616,0.03695702934166064,0.010834378248546273,0.033650928642600775
+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,burgers_1d,nonlinear_transport,17,1999837,0.003,8,16,0.01824018870463532,2500,2500,MAX_UPDATES,238.22326997500022,205201920,0.013573258793503512,0.004175346402917057,0.01229961565695703
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,reacdiff_2d,reaction_diffusion_2d,41,1970136,0.0001,1,4,0.004007333813356165,2500,2500,MAX_UPDATES,1067.0363181689972,1481574912,0.004007049124215483,0.0023452422938134987,0.06637312217208091
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,advection_1d,transport,17,2000000,0.001,8,16,0.009458386649165663,2500,2500,MAX_UPDATES,467.4472568910005,484325888,0.011534974866243056,0.006062477797968313,0.016870216990355402
+COMPLETED,SCALING,125000,125K,CIDM-Complete,advection_1d,transport,41,125038,0.001,16,16,0.01615579235703149,2400,2500,MAX_UPDATES,235.20236032000003,243351552,0.007383032283090856,0.004004667047411203,0.011197678628377616
+COMPLETED,SCALING,125000,125K,NeuralOperator-FNO,burgers_1d,nonlinear_transport,73,124931,0.003,16,16,0.0316462245664113,2000,2500,MAX_UPDATES,210.1802476160001,246831616,0.036871421365646584,0.010136492375750095,0.03153797017876059
+COMPLETED,SCALING,125000,125K,CIDM-Complete,burgers_1d,nonlinear_transport,41,125038,0.001,16,16,0.017337077690241568,2500,2500,MAX_UPDATES,237.36377328099934,243351552,0.014664867805360842,0.006613159028347582,0.022849363973364234
+COMPLETED,SCALING,125000,125K,NeuralOperator-FNO,reacdiff_2d,reaction_diffusion_2d,17,126312,0.003,4,4,0.006647321657038076,2500,2500,MAX_UPDATES,284.13857999899983,1595475456,0.006709889390320094,0.004177068312856136,0.11089651663496625
+COMPLETED,SCALING,125000,125K,CIDM-Foundation-v1,reacdiff_2d,reaction_diffusion_2d,41,124004,0.0001,4,4,0.005688954216795229,2500,2500,MAX_UPDATES,204.68396419500004,1421921280,0.0057358585495432286,0.0036177783713355893,0.09397534941672347
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,burgers_1d,nonlinear_transport,41,2002203,0.0001,8,16,0.04045896082259829,2200,2500,MAX_UPDATES,160.8752249019999,371622400,0.045257835956510326,0.019862313056364655,0.061942953150719404

A5_Final_Scaling_Compute_Saturation_3Seed/A5_scaling_seedwise.csv

@@ -0,0 +1,109 @@
+status,experiment,target_params,scale,model,task,family,seed,params,lr,microbatch,effective_batch,best_val_rmse,best_val_step,actual_updates,stop_reason,train_gpu_seconds,peak_vram_bytes,rmse,mae,relative_l2,train_gpu_seconds_old_session,peak_vram_bytes_old_session
+COMPLETED,SCALING,2000000,2M,NeuralOperator-FNO,burgers_1d,nonlinear_transport,41,1999585,0.003,8.0,16.0,0.060538690675044166,2500,2500,MAX_UPDATES,376.380562948998,566832640.0,0.0559839293855845,0.021206348319537938,0.057744703721255064,,
+COMPLETED,SCALING,125000,125K,CIDM-Foundation-v1,advection_1d,transport,41,125815,0.0001,16.0,16.0,0.04572878753045646,2500,2500,MAX_UPDATES,83.28247092999982,197602304.0,0.03071105133310277,0.018108293879777193,0.048184683080762625,,
+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,burgers_1d,nonlinear_transport,41,1999837,0.003,8.0,16.0,0.010829321737193115,2500,2500,MAX_UPDATES,238.60291023600075,205201920.0,0.011106088476402648,0.0034733933862298727,0.01020797563251108,,
+COMPLETED,SCALING,2000000,2M,NeuralOperator-FNO,advection_1d,transport,41,1999585,0.003,8.0,16.0,0.06422793744121187,1300,1900,CONVERGED_PATIENCE,290.79242071800036,566832640.0,0.0504463308820716,0.030628471518866718,0.08373356563970447,,
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+COMPLETED,SCALING,125000,125K,PDEBench-FNO,burgers_1d,nonlinear_transport,41,125087,0.003,16.0,16.0,0.03873810957099217,2500,2500,MAX_UPDATES,122.90191350199984,151137280.0,0.02086240827999824,0.00793517439160496,0.023063222295604646,,
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+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,burgers_1d,nonlinear_transport,73,1999837,0.003,8.0,16.0,0.012555568290902144,2500,2500,MAX_UPDATES,231.66017390699926,205201920.0,0.012367641511417995,0.003667456767288968,0.01129169057821855,,
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+COMPLETED,SCALING,125000,125K,CIDM-Complete,advection_1d,transport,73,125038,0.001,16.0,16.0,0.013850983410603715,2500,2500,MAX_UPDATES,235.89784072200018,243351552.0,0.00736521955260326,0.004266831208951771,0.011706605844665319,,
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,reacdiff_2d,reaction_diffusion_2d,73,1970136,0.0001,1.0,4.0,0.0037182168886312704,2500,2500,MAX_UPDATES,1069.694663225,1481574912.0,0.003729742941126631,0.0021533394583457266,0.06177273621142376,,
+COMPLETED,SCALING,125000,125K,CIDM-Foundation-v1,reacdiff_2d,reaction_diffusion_2d,73,124004,0.0001,4.0,4.0,0.005685694890142363,2500,2500,MAX_UPDATES,189.49026829800005,1421921280.0,0.005697639539745832,0.00358915994365816,0.09381345196743496,,
+COMPLETED,SCALING,125000,125K,CIDM-Complete,reacdiff_2d,reaction_diffusion_2d,17,124958,0.001,4.0,4.0,0.0024561422446558634,2500,2500,MAX_UPDATES,357.250795035,2381838848.0,0.002512126562631868,0.0015958217900333693,0.03704018535790965,,
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,17,123476,0.003,4.0,4.0,0.008312198159228904,2500,2500,MAX_UPDATES,197.01073353099991,909732352.0,0.008361771263750303,0.00490770849501132,0.1373149838327663,,
+COMPLETED,SCALING,125000,125K,NeuralOperator-FNO,reacdiff_2d,reaction_diffusion_2d,73,126312,0.003,4.0,4.0,0.007328633176524614,2500,2500,MAX_UPDATES,286.19617715000004,1595475456.0,0.007393915309566235,0.004505822220380651,0.12199229581165127,,
+COMPLETED,SCALING,125000,125K,CIDM-Foundation-v1,burgers_1d,nonlinear_transport,41,125815,0.0001,16.0,16.0,0.06103402243991606,2500,2500,MAX_UPDATES,84.03160606699976,197602304.0,0.05861264100622043,0.023786451667547226,0.07729625515639782,,
+COMPLETED,SCALING,125000,125K,CIDM-Complete,advection_1d,transport,17,125038,0.001,16.0,16.0,0.012657240679631617,2500,2500,MAX_UPDATES,234.86846535500013,243351552.0,0.00683715888696615,0.003936315828468651,0.010600735025946051,,
+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,advection_1d,transport,17,1999837,0.003,8.0,16.0,0.015747042076795698,2500,2500,MAX_UPDATES,238.45168568700137,205201920.0,0.008075796042663242,0.0038217721739783883,0.009094324050238356,,
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,advection_1d,transport,41,2002203,0.0001,8.0,16.0,0.0300005210450141,2500,2500,MAX_UPDATES,154.38099765600055,371622400.0,0.017807899938323157,0.009324104932602495,0.026322174700908363,,
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,burgers_1d,nonlinear_transport,17,2000000,0.001,8.0,16.0,0.01546142724447196,2500,2500,MAX_UPDATES,462.8131854989988,484325888.0,0.013478464341110552,0.0058982198243029416,0.019691786961629987,,
+COMPLETED,SCALING,125000,125K,CIDM-Complete,reacdiff_2d,reaction_diffusion_2d,73,124958,0.001,4.0,4.0,0.0028335030202532125,2500,2500,MAX_UPDATES,358.2449084830005,2381838848.0,0.002947375503451269,0.0019934068423026474,0.041507963149342686,,
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,advection_1d,transport,41,2000000,0.001,8.0,16.0,0.00861724323789393,2500,2500,MAX_UPDATES,459.96752230200036,484325888.0,0.008424377983364786,0.004412616544868797,0.012197204807307571,,
+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,73,2006461,0.003,1.0,4.0,0.004392507510384665,2500,2500,MAX_UPDATES,609.417569366,324001280.0,0.004453679883696217,0.00271866557886824,0.07357854982546996,,
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,burgers_1d,nonlinear_transport,41,2000000,0.001,8.0,16.0,0.012531105803080245,2400,2500,MAX_UPDATES,465.40244330599853,484325888.0,0.010361594315271186,0.004679687321186066,0.014464969513937831,,
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,burgers_1d,nonlinear_transport,73,2000000,0.001,8.0,16.0,0.01537981601441043,2500,2500,MAX_UPDATES,458.5482825870022,484325888.0,0.014001181284902488,0.005835417832713574,0.018029157537966967,,
+COMPLETED,SCALING,125000,125K,NeuralOperator-FNO,advection_1d,transport,41,124931,0.003,16.0,16.0,0.05048499338835249,1300,1900,CONVERGED_PATIENCE,151.77952146400003,246831616.0,0.035222002568591655,0.01792812708299607,0.05297654261812568,,
+COMPLETED,SCALING,2000000,2M,NeuralOperator-FNO,advection_1d,transport,17,1999585,0.003,8.0,16.0,0.05060974309979205,2000,2200,CONVERGED_PATIENCE,340.4273444490009,566832640.0,0.038137683428805115,0.021086832392029464,0.06141250696964562,,
+COMPLETED,SCALING,2000000,2M,NeuralOperator-FNO,burgers_1d,nonlinear_transport,17,1999585,0.003,8.0,16.0,0.05984789581848559,2400,2500,MAX_UPDATES,380.5205959070008,566832640.0,0.0536609209515248,0.020497578312642872,0.05534838559105992,,
+COMPLETED,SCALING,125000,125K,CIDM-Foundation-v1,burgers_1d,nonlinear_transport,73,125815,0.0001,16.0,16.0,0.06084332228956382,2500,2500,MAX_UPDATES,83.52390089799974,197602304.0,0.05838442643022586,0.025344707304611802,0.07495142472907901,,
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,reacdiff_2d,reaction_diffusion_2d,73,2000050,0.001,1.0,4.0,0.001945228591115536,2500,2500,MAX_UPDATES,1256.1632635130009,2096558080.0,0.0019846368632395976,0.00131821587910963,0.02885559001879301,,
+COMPLETED,SCALING,125000,125K,NeuralOperator-FNO,advection_1d,transport,73,124931,0.003,16.0,16.0,0.04794904693338562,1100,1700,CONVERGED_PATIENCE,136.15784882599928,246831616.0,0.03766316054753208,0.02000215428415686,0.05598161811940372,,
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,41,123476,0.003,4.0,4.0,0.007756463226267721,2500,2500,MAX_UPDATES,195.24960383599955,909732352.0,0.007843573321331569,0.004691968986662687,0.12898191213025711,,
+COMPLETED,SCALING,125000,125K,CIDM-Complete,reacdiff_2d,reaction_diffusion_2d,41,124958,0.001,4.0,4.0,0.002435257595476589,2400,2500,MAX_UPDATES,358.861452223,2381838848.0,0.0025540513412144012,0.0016835782716952963,0.03522176250407938,,
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,advection_1d,transport,73,2002203,0.0001,8.0,16.0,0.029720686093471695,2500,2500,MAX_UPDATES,160.61239328599913,371622400.0,0.017637701122699488,0.008887078089173883,0.02544698992278427,,
+COMPLETED,SCALING,125000,125K,CIDM-Complete,burgers_1d,nonlinear_transport,73,125038,0.001,16.0,16.0,0.01569322611583937,2500,2500,MAX_UPDATES,234.65291266800068,243351552.0,0.013761728533666267,0.006417404278181493,0.021074054879136384,,
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,advection_1d,transport,17,125087,0.003,16.0,16.0,0.052054337866524865,2300,2500,MAX_UPDATES,121.1119734670001,151137280.0,0.01836761172373287,0.008607521216617897,0.026469709002412856,,
+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,41,2006461,0.003,1.0,4.0,0.003568669845739385,2500,2500,MAX_UPDATES,607.4351048140015,324001280.0,0.0036367532640131494,0.002281730105096358,0.05971964525815565,,
+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,advection_1d,transport,41,1999837,0.003,8.0,16.0,0.013357510141239138,2100,2300,CONVERGED_PATIENCE,219.42863543899875,205201920.0,0.004097168109473494,0.002198846181272529,0.005466300237458199,,
+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,advection_1d,transport,73,1999837,0.003,8.0,16.0,0.012502103035976637,2400,2500,MAX_UPDATES,237.41261461999966,205201920.0,0.004312537152434278,0.002206610923167318,0.005539872276131064,,
+COMPLETED,SCALING,125000,125K,CIDM-Foundation-v1,reacdiff_2d,reaction_diffusion_2d,17,124004,0.0001,4.0,4.0,0.005849950497893452,2500,2500,MAX_UPDATES,188.14404502100024,1421921280.0,0.005879046578335092,0.003731114244146738,0.09653262645588256,,
+COMPLETED,SCALING,125000,125K,CIDM-Foundation-v1,advection_1d,transport,73,125815,0.0001,16.0,16.0,0.04979849707066025,2400,2500,MAX_UPDATES,86.19181432699952,197602304.0,0.03460672944461143,0.02034832094796002,0.05036830622702837,,
+COMPLETED,SCALING,2000000,2M,NeuralOperator-FNO,reacdiff_2d,reaction_diffusion_2d,17,1999563,0.003,1.0,4.0,0.005183068754238468,2500,2500,MAX_UPDATES,844.928200585,1118668288.0,0.005260383307075893,0.003222679077225621,0.08695721162075642,,
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,burgers_1d,nonlinear_transport,17,2002203,0.0001,8.0,16.0,0.03866856353422073,2500,2500,MAX_UPDATES,153.29640964399914,371622400.0,0.04306669068722367,0.017786769778467715,0.05187427345663309,,
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,advection_1d,transport,73,125087,0.003,16.0,16.0,0.05143874097225145,2100,2500,MAX_UPDATES,121.14640336800039,151137280.0,0.01879261033710881,0.00945389922708273,0.02778018719982356,,
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,reacdiff_2d,reaction_diffusion_2d,17,1970136,0.0001,1.0,4.0,0.003977968859441523,2500,2500,MAX_UPDATES,1068.583473052,1481574912.0,0.003992014713761066,0.002295682938893151,0.06609529329580255,,
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,burgers_1d,nonlinear_transport,17,125087,0.003,16.0,16.0,0.039597554121956445,2500,2500,MAX_UPDATES,121.9105507700001,151137280.0,0.021461172560110906,0.008288397511932999,0.022961873561143875,,
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,burgers_1d,nonlinear_transport,73,125087,0.003,16.0,16.0,0.0376221533377913,2500,2500,MAX_UPDATES,121.22432009100066,151137280.0,0.019519920620889655,0.007586041174363345,0.02147495257668197,,
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,advection_1d,transport,41,125087,0.003,16.0,16.0,0.06308981862484239,2400,2500,MAX_UPDATES,123.10993696600008,151137280.0,0.024154561347409797,0.010745886946097016,0.03274305525701493,,
+COMPLETED,SCALING,125000,125K,PDEBench-FNO,reacdiff_2d,reaction_diffusion_2d,73,123476,0.003,4.0,4.0,0.008084458029201432,2400,2500,MAX_UPDATES,195.6659350939999,909732352.0,0.008134540702029914,0.004772265574501944,0.13362099292862695,,
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,advection_1d,transport,73,2000000,0.001,8.0,16.0,0.009456860825278302,2500,2500,MAX_UPDATES,462.3610187669983,484325888.0,0.008686760752138712,0.004606351692928001,0.01265348494052887,,
+COMPLETED,SCALING,125000,125K,NeuralOperator-FNO,burgers_1d,nonlinear_transport,17,124931,0.003,16.0,16.0,0.03410642545619027,1500,2100,CONVERGED_PATIENCE,171.27581755099982,246831616.0,0.03695702934166064,0.010834378248546273,0.033650928642600775,,
+COMPLETED,SCALING,2000000,2M,PDEBench-FNO,burgers_1d,nonlinear_transport,17,1999837,0.003,8.0,16.0,0.01824018870463532,2500,2500,MAX_UPDATES,238.22326997500022,205201920.0,0.013573258793503512,0.004175346402917057,0.01229961565695703,,
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,reacdiff_2d,reaction_diffusion_2d,41,1970136,0.0001,1.0,4.0,0.004007333813356165,2500,2500,MAX_UPDATES,1067.0363181689972,1481574912.0,0.004007049124215483,0.0023452422938134987,0.06637312217208091,,
+COMPLETED,SCALING,2000000,2M,CIDM-Complete,advection_1d,transport,17,2000000,0.001,8.0,16.0,0.009458386649165663,2500,2500,MAX_UPDATES,467.4472568910005,484325888.0,0.011534974866243056,0.006062477797968313,0.016870216990355402,,
+COMPLETED,SCALING,125000,125K,CIDM-Complete,advection_1d,transport,41,125038,0.001,16.0,16.0,0.01615579235703149,2400,2500,MAX_UPDATES,235.20236032000003,243351552.0,0.007383032283090856,0.004004667047411203,0.011197678628377616,,
+COMPLETED,SCALING,125000,125K,NeuralOperator-FNO,burgers_1d,nonlinear_transport,73,124931,0.003,16.0,16.0,0.0316462245664113,2000,2500,MAX_UPDATES,210.1802476160001,246831616.0,0.036871421365646584,0.010136492375750095,0.03153797017876059,,
+COMPLETED,SCALING,125000,125K,CIDM-Complete,burgers_1d,nonlinear_transport,41,125038,0.001,16.0,16.0,0.017337077690241568,2500,2500,MAX_UPDATES,237.36377328099934,243351552.0,0.014664867805360842,0.006613159028347582,0.022849363973364234,,
+COMPLETED,SCALING,125000,125K,NeuralOperator-FNO,reacdiff_2d,reaction_diffusion_2d,17,126312,0.003,4.0,4.0,0.006647321657038076,2500,2500,MAX_UPDATES,284.13857999899983,1595475456.0,0.006709889390320094,0.004177068312856136,0.11089651663496625,,
+COMPLETED,SCALING,125000,125K,CIDM-Foundation-v1,reacdiff_2d,reaction_diffusion_2d,41,124004,0.0001,4.0,4.0,0.005688954216795229,2500,2500,MAX_UPDATES,204.68396419500004,1421921280.0,0.0057358585495432286,0.0036177783713355893,0.09397534941672347,,
+COMPLETED,SCALING,2000000,2M,CIDM-Foundation-v1,burgers_1d,nonlinear_transport,41,2002203,0.0001,8.0,16.0,0.04045896082259829,2200,2500,MAX_UPDATES,160.8752249019999,371622400.0,0.045257835956510326,0.019862313056364655,0.061942953150719404,,
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,CIDM-Foundation-v1,advection_1d,transport,17,496331,0.0001,,,0.03442973492465925,2500,2500,MAX_UPDATES,,,0.022840140067115516,0.013669191161170602,0.035306977573782206,92.01725870500013,327064576.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,CIDM-Complete,advection_1d,transport,17,500084,0.001,,,0.00986716295398708,2500,2500,MAX_UPDATES,,,0.004807528227010969,0.0026163319125771523,0.007452321704477072,246.17873490999955,433508352.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,PDEBench-FNO,advection_1d,transport,17,499917,0.003,,,0.009614890280413723,1500,2100,CONVERGED_PATIENCE,,,0.006705748359268511,0.003574916598154232,0.009764319809619337,109.38468630900024,162633216.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,NeuralOperator-FNO,advection_1d,transport,17,498345,0.003,,,0.019170270068003946,1200,1800,CONVERGED_PATIENCE,,,0.02101399004137631,0.00911416218150407,0.027886493247933686,148.15287154700127,326514176.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,CIDM-Foundation-v1,advection_1d,transport,41,496331,0.0001,,,0.033893616546977014,2500,2500,MAX_UPDATES,,,0.021040537074784545,0.012287692865356803,0.03278773231431842,92.56075690199941,327064576.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,CIDM-Complete,advection_1d,transport,41,500084,0.001,,,0.011293158916338612,2500,2500,MAX_UPDATES,,,0.004693755546668194,0.0024845587322488427,0.007043154211714864,248.0906820889977,433508352.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,PDEBench-FNO,advection_1d,transport,41,499917,0.003,,,0.013001838996097562,2500,2500,MAX_UPDATES,,,0.005988474758130215,0.0029419338097795844,0.008528297650627792,125.66267602100197,162633216.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,NeuralOperator-FNO,advection_1d,transport,41,498345,0.003,,,0.016038578970292143,2200,2500,MAX_UPDATES,,,0.02060510907957242,0.008320163760799915,0.026833072945009917,202.72205170099915,326514176.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,CIDM-Foundation-v1,advection_1d,transport,73,496331,0.0001,,,0.03664724717453459,2500,2500,MAX_UPDATES,,,0.021668086916536152,0.010918559622950852,0.03145054494962096,92.4564633129994,327064576.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,CIDM-Complete,advection_1d,transport,73,500084,0.001,,,0.011658387268512125,2300,2500,MAX_UPDATES,,,0.005034879274568276,0.0028665937716141343,0.007977644796483219,248.0479007410031,433508352.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,PDEBench-FNO,advection_1d,transport,73,499917,0.003,,,0.008565224041525491,2100,2500,MAX_UPDATES,,,0.005767847081129742,0.0028875308635178953,0.008298623433802277,126.09665464400314,162633216.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,NeuralOperator-FNO,advection_1d,transport,73,498345,0.003,,,0.017606146230702745,1800,2400,CONVERGED_PATIENCE,,,0.020340902973329127,0.00833677384071052,0.02637104084715247,197.0660419679989,326514176.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,CIDM-Foundation-v1,burgers_1d,nonlinear_transport,17,496331,0.0001,,,0.04183710961754616,2500,2500,MAX_UPDATES,,,0.04655607187315035,0.01908860495314002,0.05954959150403738,92.87740490100077,327064576.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,CIDM-Complete,burgers_1d,nonlinear_transport,17,500084,0.001,,,0.01369526405268611,2500,2500,MAX_UPDATES,,,0.011732567260231593,0.004843720817007124,0.016096912091597915,255.54154205400118,433508352.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,PDEBench-FNO,burgers_1d,nonlinear_transport,17,499917,0.003,,,0.012771235050278456,2500,2500,MAX_UPDATES,,,0.008803391738096519,0.0033065592870116234,0.009532052325084805,128.1717751219985,162633216.0
+COMPLETED,SCALING_REFERENCE_A2,500000,500K,NeuralOperator-FNO,burgers_1d,nonlinear_transport,17,498345,0.003,,,0.014679607802628041,2500,2500,MAX_UPDATES,,,0.009876031447713622,0.003724471724126488,0.011386081925593317,206.2913414579998,326514176.0
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A5_Final_Scaling_Compute_Saturation_3Seed/A5_scaling_slopes.csv

@@ -0,0 +1,13 @@
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A5_Final_Scaling_Compute_Saturation_3Seed/A5_scaling_summary.csv

@@ -0,0 +1,37 @@
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A5_Final_Scaling_Compute_Saturation_3Seed/CIDM_Complete_Benchmark_Contract.json

@@ -0,0 +1,24 @@
+{
+  "benchmark_name": "CIDM-Complete",
+  "executable_mapping": "cidm_architectures.py::CIDM_BER",
+  "archive_sha256": "f9b1cf4ff7630f5540bb3adde20e4c4b81fff3218d9325ea3105bf28b1d97665",
+  "components": [
+    "SpaceEncoder",
+    "TimeHistoryEncoder",
+    "PhaseSpectralEncoder",
+    "SkewChannelRotation",
+    "AntisymmetricFlux",
+    "HiddenReservoirTransfer",
+    "LocalResidual",
+    "LatentSpectralOperatorCore",
+    "BoundaryEnergyReservoir",
+    "FieldDecoder",
+    "SpectralFieldDecoder",
+    "PureLatentRollout"
+  ],
+  "known_forcing_port": "disabled / None because PDEBench headline tasks provide no common forcing field",
+  "static_fields": "not supplied; absent from archived executable implementation",
+  "1d_protocol": "lift to H=1, run exact archived Conv2D implementation, squeeze H=1",
+  "future_target_at_inference": "forbidden",
+  "note": "Figure-level State-Observation Closure is not invented here; archived executable SOC is LatentSpectralOperatorCore."
+}

A5_Final_Scaling_Compute_Saturation_3Seed/CIDM_Foundation_A5_FINAL_REPORT.json

@@ -0,0 +1,1929 @@
+{
+  "experiment": "CIDM Foundation A5 Final Scaling / Compute / Saturation",
+  "started_at": "2026-10-06 08:51:38",
+  "tasks": {
+    "advection_1d": {
+      "family": "transport",
+      "dim": 1,
+      "channels": 1,
+      "spatial": [
+        256
+      ]
+    },
+    "burgers_1d": {
+      "family": "nonlinear_transport",
+      "dim": 1,
+      "channels": 1,
+      "spatial": [
+        256
+      ]
+    },
+    "reacdiff_2d": {
+      "family": "reaction_diffusion_2d",
+      "dim": 2,
+      "channels": 2,
+      "spatial": [
+        128,
+        128
+      ]
+    }
+  },
+  "models": [
+    "CIDM-Foundation-v1",
+    "CIDM-Complete",
+    "PDEBench-FNO",
+    "NeuralOperator-FNO"
+  ],
+  "seeds": [
+    17,
+    41,
+    73
+  ],
+  "scale_targets": [
+    125000,
+    500000,
+    2000000
+  ],
+  "saturation_budgets": [
+    1000,
+    2500,
+    4000,
+    8000
+  ],
+  "cidm_freeze": {
+    "core_sha256": "e5e26b35765301e9ecd25aec5a6c507395ff370dca11c820f540ff0f1e79f510",
+    "manifest_sha256": "9508dd000005a154d3d3fa4437602d4214a6266d630bf13af855e5517649ecbd",
+    "exact": true
+  },
+  "cidm_complete_freeze": {
+    "archive_sha256": "f9b1cf4ff7630f5540bb3adde20e4c4b81fff3218d9325ea3105bf28b1d97665",
+    "exact": true,
+    "contract": {
+      "benchmark_name": "CIDM-Complete",
+      "executable_mapping": "cidm_architectures.py::CIDM_BER",
+      "archive_sha256": "f9b1cf4ff7630f5540bb3adde20e4c4b81fff3218d9325ea3105bf28b1d97665",
+      "components": [
+        "SpaceEncoder",
+        "TimeHistoryEncoder",
+        "PhaseSpectralEncoder",
+        "SkewChannelRotation",
+        "AntisymmetricFlux",
+        "HiddenReservoirTransfer",
+        "LocalResidual",
+        "LatentSpectralOperatorCore",
+        "BoundaryEnergyReservoir",
+        "FieldDecoder",
+        "SpectralFieldDecoder",
+        "PureLatentRollout"
+      ],
+      "known_forcing_port": "disabled / None because PDEBench headline tasks provide no common forcing field",
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+  "verdict": "PASS_A5_FINAL_SCALING_COMPUTE_SATURATION",
+  "finished_at": "2026-10-07 01:08:29"
+}

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A5_Final_Scaling_Compute_Saturation_3Seed/figure_data/Fig_A5_04_empirical_compute_scaling.csv

@@ -0,0 +1,13 @@
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A5_Final_Scaling_Compute_Saturation_3Seed/figure_data/Fig_A5_05_training_saturation.csv

@@ -0,0 +1,49 @@
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+reacdiff_2d,reaction_diffusion_2d,PDEBench-FNO,2500,0.00978735686387313,0.0018541911692162708,0.00899076908187302,0.0008146379855606111,0.022593464192866813,0.0008855230024178743,254.22427086300013
+reacdiff_2d,reaction_diffusion_2d,PDEBench-FNO,4000,0.006727265160745603,0.00044847154348278036,0.006180843013472061,4.9444074449269005e-05,0.019381278876679016,0.0008727744836698249,408.6465763129988
+reacdiff_2d,reaction_diffusion_2d,PDEBench-FNO,8000,0.005130014838922726,0.0001520937139297941,0.005007343324447296,4.493904136046787e-05,0.01752541569328032,0.0002507093396667684,820.2974768246664

A5_Final_Scaling_Compute_Saturation_3Seed/figure_data/Fig_A5_06_saturation_gain.csv

@@ -0,0 +1,25 @@
+task,model,best_val_2500,best_val_8000,val_gain_2500_to_8000_pct,long24_2500,long24_8000,long24_gain_2500_to_8000_pct,descriptive_saturated_at_2500,label
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+Advection"
+advection_1d,CIDM-Foundation-v1,0.03799879063491147,0.015058738852656498,60.37047863617731,0.3422728005640889,0.2879100925819818,15.882859488838617,False,"CIDM-Core
+Advection"
+advection_1d,NeuralOperator-FNO,0.015793104967247753,0.015793104967247753,0.0,0.02537235407983625,0.017312926454968444,31.76460331393822,True,"NeuralOperator FNO
+Advection"
+advection_1d,PDEBench-FNO,0.016804114757882137,0.014742894888372852,12.266161587253203,0.12270976592918824,0.050551690960516114,58.80385674463121,False,"PDEBench FNO
+Advection"
+burgers_1d,CIDM-Complete,0.019467866496645756,0.012499811256178007,35.792598237040096,0.44527582788892855,0.5297618219514139,-18.973855927243335,False,"CIDM-Complete
+Burgers"
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+Burgers"
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+Burgers"
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+Burgers"
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+2D Reaction-Diffusion"
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+2D Reaction-Diffusion"
+reacdiff_2d,NeuralOperator-FNO,0.006709446096010538,0.005154970067084704,23.168470342881676,0.021778424004945996,0.019723421980544862,9.435953785886584,False,"NeuralOperator FNO
+2D Reaction-Diffusion"
+reacdiff_2d,PDEBench-FNO,0.00899076908187302,0.005007343324447296,44.30572869963943,0.022593464192866813,0.01752541569328032,22.431480433118228,False,"PDEBench FNO
+2D Reaction-Diffusion"

A5_Final_Scaling_Compute_Saturation_3Seed/figure_data/Fig_A5_07_long24_vs_budget.csv

@@ -0,0 +1,49 @@
+task,model,budget,long24_mean,long24_std
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+burgers_1d,NeuralOperator-FNO,1000,0.07976244101479128,0.013719421295761394
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+burgers_1d,PDEBench-FNO,1000,0.2769798993357871,0.028917029961643484
+burgers_1d,PDEBench-FNO,2500,0.3448050732735051,0.04192366013293064
+burgers_1d,PDEBench-FNO,4000,0.11134335538439495,0.0291214733835823
+burgers_1d,PDEBench-FNO,8000,0.0780286832688926,0.018860712302811382
+reacdiff_2d,CIDM-Complete,1000,0.04133449652576141,0.03217843663272331
+reacdiff_2d,CIDM-Complete,2500,0.01865085385271113,0.008666244291940229
+reacdiff_2d,CIDM-Complete,4000,0.015291032059301152,0.008346438106743053
+reacdiff_2d,CIDM-Complete,8000,0.012090024764975046,0.002883379498612856
+reacdiff_2d,CIDM-Foundation-v1,1000,0.01749660455867316,0.0006659670029983487
+reacdiff_2d,CIDM-Foundation-v1,2500,0.010943263372797501,0.0002517084686815699
+reacdiff_2d,CIDM-Foundation-v1,4000,0.01739994341074198,0.0014543793688740823
+reacdiff_2d,CIDM-Foundation-v1,8000,0.01668367689362885,0.000981176206872909
+reacdiff_2d,NeuralOperator-FNO,1000,0.026241033433557447,0.0009620531357501952
+reacdiff_2d,NeuralOperator-FNO,2500,0.021778424004945996,0.00026007208750764894
+reacdiff_2d,NeuralOperator-FNO,4000,0.022126166264874365,0.0004223443907697807
+reacdiff_2d,NeuralOperator-FNO,8000,0.019723421980544862,0.001064669578859166
+reacdiff_2d,PDEBench-FNO,1000,0.026891927254062087,0.003558593580406354
+reacdiff_2d,PDEBench-FNO,2500,0.022593464192866813,0.0008855230024178743
+reacdiff_2d,PDEBench-FNO,4000,0.019381278876679016,0.0008727744836698249
+reacdiff_2d,PDEBench-FNO,8000,0.01752541569328032,0.0002507093396667684