C7-C2-R4-R2 evidence-calibrated object count repair

.gitattributes

@@ -220,3 +220,4 @@ WaveCleanLDM/C7C2R4_ObjectSlotResolver/latest/C7C2R4_ObjectResolved_ATLAS_PPT.pn
 WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_AnchorConnected_ATLAS_Article.pdf filter=lfs diff=lfs merge=lfs -text
 WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_AnchorConnected_ATLAS_Article.png filter=lfs diff=lfs merge=lfs -text
 WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_AnchorConnected_ATLAS_Article.svg filter=lfs diff=lfs merge=lfs -text
+WaveCleanLDM/C7C2R4R2_CountRepair/latest/C7C2R4R2_Count_Confusion.png filter=lfs diff=lfs merge=lfs -text

WaveCleanLDM/C7C2R4R2_CountRepair/latest/C7C2R4R2_CONFIG.json

@@ -0,0 +1,71 @@
+{
+  "STAGE": "C7-C2-R4-R2",
+  "SEED": 20260722,
+  "PACKET_BYTES": 30,
+  "TRAIN_N": 5200,
+  "VAL_N": 1000,
+  "TEST_N": 1200,
+  "FOUR_SYSTEM_FRACTION": 0.2,
+  "FEATURE_BATCH": 24,
+  "METHODS": [
+    "TRUTH",
+    "NDBC",
+    "MEM2"
+  ],
+  "NNSI_TEST_N": 256,
+  "SLOT_FEATURE_DIM": 20,
+  "GLOBAL_FEATURE_DIM": 28,
+  "SLOT_HIDDEN": 72,
+  "HEAD_HIDDEN": 160,
+  "DROPOUT": 0.08,
+  "COUNT_CLASSES": 4,
+  "EPOCHS": 36,
+  "BATCH": 128,
+  "LR": 0.00025,
+  "MIN_LR": 8e-06,
+  "WEIGHT_DECAY": 0.0001,
+  "WARMUP_EPOCHS": 2,
+  "PATIENCE": 7,
+  "GRAD_CLIP": 1.0,
+  "LABEL_SMOOTHING": 0.035,
+  "W_COUNT_CE": 1.0,
+  "W_ORDINAL": 0.42,
+  "W_METHOD_CONSISTENCY": 0.3,
+  "W_CONFIDENCE": 0.04,
+  "FEATURE_NOISE_STD": 0.012,
+  "CONNECTIVITY_ITERATIONS": 6,
+  "NEIGHBOR_STRENGTH": 1.1,
+  "ANCHOR_STRENGTH": 0.85,
+  "ISLAND_ENERGY_FRACTION": 0.03,
+  "MIN_ANCHOR_DIRECTION_SEPARATION_DEG": 22.0,
+  "MIN_ANCHOR_FREQUENCY_SEPARATION": 0.075,
+  "MAX_DUPLICATE_ANCHOR_OVERLAP": 0.62,
+  "REAL_ATLAS_N": 1000,
+  "REAL_ATLAS_SHIFT_AUDIT_N": 320,
+  "REAL_ATLAS_SHIFT_BINS": 12,
+  "MAX_COUNT_MAE": 0.3,
+  "MIN_COUNT_ACCURACY": 0.74,
+  "MAX_UNDERCOUNT_RATE": 0.15,
+  "MAX_OVERCOUNT_RATE": 0.15,
+  "MAX_THREE_SYSTEM_MAE": 0.45,
+  "MAX_FOUR_SYSTEM_MAE": 0.65,
+  "MIN_METHOD_AGREEMENT": 0.84,
+  "MIN_COMPONENT_RETENTION": 0.95,
+  "MIN_DOMINANT_SHARE": 0.82,
+  "MAX_SECOND_SHARE": 0.1,
+  "MAX_FALSE_SPLIT": 0.1,
+  "MAX_MEAN_FRAGMENTS": 1.15,
+  "MIN_LARGEST_CONNECTED": 0.92,
+  "MIN_SLOT_PURITY": 0.88,
+  "MAX_REAL_NDBC_CONSENSUS_MAE": 0.58,
+  "MAX_REAL_NDBC_UNDERCOUNT": 0.25,
+  "MAX_REAL_NDBC_OVERCOUNT": 0.3,
+  "MIN_REAL_ATLAS_SHIFT_CONSISTENCY": 0.95,
+  "MAX_UNION_IDENTITY_ERROR": 1e-07,
+  "MAX_ARTIFACT_IDENTITY_ERROR": 1e-07,
+  "HF_REPO": "wuff-mann/Wave_compress_system",
+  "HF_PREFIX": "WaveCleanLDM/C7C2R4R2_CountRepair",
+  "MS_REPO": "WuFeiFan/Wave_compress_system",
+  "MS_PREFIX": "WaveCleanLDM/C7C2R4R2_CountRepair",
+  "MS_ENDPOINT": "https://modelscope.cn"
+}

WaveCleanLDM/C7C2R4R2_CountRepair/latest/C7C2R4R2_RELEASE_DECISION.json

@@ -0,0 +1,170 @@
+{
+  "stage": "C7-C2-R4-R2",
+  "qualified_for_scientific_freeze": false,
+  "training_scope": "CountRepairHead only",
+  "packet_bytes": 30,
+  "packet_branch_changed": false,
+  "R3_union_changed": false,
+  "R4_fractional_ownership_changed": false,
+  "artifact_changed": false,
+  "synthetic_summary": {
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+    "count_accuracy": 0.8266666666666667,
+    "undercount_rate": 0.17166666666666666,
+    "overcount_rate": 0.0016666666666666668,
+    "three_system_count_MAE": 0.45569620253164556,
+    "four_system_count_MAE": 0.3492063492063492,
+    "method_agreement": 0.955,
+    "component_energy_retention": 0.9946253324954192,
+    "dominant_slot_share": 0.9611151879679803,
+    "second_slot_share": 0.031365805726398084,
+    "false_split_rate": 0.05562322371092164,
+    "mean_fragments": 1.0548112058465287,
+    "largest_connected": 0.9987438928164185,
+    "slot_purity": 0.8783926187118491,
+    "union_identity": 1.0
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+  "real_NDBC_summary": {
+    "count_MAE": 1.4270833333333333,
+    "undercount_rate": 0.0,
+    "overcount_rate": 0.7604166666666666,
+    "mean_predicted_count": 2.6875,
+    "mean_consensus_count": 1.2604166666666667
+  },
+  "real_ATLAS_summary": {
+    "mean_count": 2.848,
+    "single_object_rate": 0.072,
+    "two_or_more_rate": 0.928,
+    "shift_consistency": 0.659375
+  },
+  "best_epoch": 33,
+  "gates": {
+    "count_MAE": {
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+      "maximum": 0.3,
+      "pass": true
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+    "count_accuracy": {
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+      "required": 0.74,
+      "pass": true
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+    "undercount_rate": {
+      "value": 0.17166666666666666,
+      "maximum": 0.15,
+      "pass": false
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+    "overcount_rate": {
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+      "maximum": 0.15,
+      "pass": true
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+    "three_system_MAE": {
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+      "maximum": 0.45,
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+    "four_system_MAE": {
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+      "maximum": 0.65,
+      "pass": true
+    },
+    "method_agreement": {
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+      "required": 0.84,
+      "pass": true
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+    "component_retention": {
+      "value": 0.9946253324954192,
+      "required": 0.95,
+      "pass": true
+    },
+    "dominant_share": {
+      "value": 0.9611151879679803,
+      "required": 0.82,
+      "pass": true
+    },
+    "second_share": {
+      "value": 0.031365805726398084,
+      "maximum": 0.1,
+      "pass": true
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+    "false_split": {
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+      "maximum": 0.1,
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+    "mean_fragments": {
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+      "maximum": 1.15,
+      "pass": true
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+    "largest_connected": {
+      "value": 0.9987438928164185,
+      "required": 0.92,
+      "pass": true
+    },
+    "slot_purity": {
+      "value": 0.8783926187118491,
+      "required": 0.88,
+      "pass": false
+    },
+    "real_NDBC_count_MAE": {
+      "value": 1.4270833333333333,
+      "maximum": 0.58,
+      "pass": false
+    },
+    "real_NDBC_undercount": {
+      "value": 0.0,
+      "maximum": 0.25,
+      "pass": true
+    },
+    "real_NDBC_overcount": {
+      "value": 0.7604166666666666,
+      "maximum": 0.3,
+      "pass": false
+    },
+    "ATLAS_shift_consistency": {
+      "value": 0.659375,
+      "required": 0.95,
+      "pass": false
+    },
+    "union_identity": {
+      "value": 1.0,
+      "required": 0.9999999,
+      "pass": true
+    },
+    "artifact_identity": {
+      "value": 0.0,
+      "maximum": 1e-07,
+      "pass": true
+    },
+    "R3_frozen": {
+      "value": true,
+      "required": true,
+      "pass": true
+    },
+    "R4_frozen": {
+      "value": true,
+      "required": true,
+      "pass": true
+    },
+    "packet_unchanged": {
+      "value": true,
+      "required": true,
+      "pass": true
+    },
+    "exact_30_bytes": {
+      "value": true,
+      "required": true,
+      "pass": true
+    },
+    "CRC_valid": {
+      "value": true,
+      "required": true,
+      "pass": true
+    }
+  },
+  "next_if_pass": "Freeze the scientific CNN branch and rerun the lightweight C7-C3/R1 router-risk calibration.",
+  "next_if_fail": "Run one count-head calibration correction only; do not retrain CNN backbones, packet codec or LDM."
+}

WaveCleanLDM/C7C2R4R2_CountRepair/latest/C7C2R4R2_RELEASE_MANIFEST.json

@@ -0,0 +1,55 @@
+{
+  "stage": "C7-C2-R4-R2",
+  "qualified_for_scientific_freeze": false,
+  "packet_bytes": 30,
+  "files": {
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+      "sha256": "9ae07efa916e4cb392116730ae7993fd66a17a7608242bc1ea3de209c92ccc09"
+    },
+    "C7C2R4R2_RELEASE_DECISION.json": {
+      "bytes": 4176,
+      "sha256": "aa15a024df671a279bec4c8f58e9d6c68407bc55fd7f45c47bce2501bc12821b"
+    },
+    "C7C2R4R2_CONFIG.json": {
+      "bytes": 1931,
+      "sha256": "4a3623840baff8ebb8bec0fb689e88fe7faa166f27dc03de1e72c77e4d53ffe4"
+    },
+    "C7C2R4R2_sample_audit.csv": {
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+      "sha256": "9a211f924d232ea327c546e0c86c8a899e4bcfd7c5d87a442aab1f2bc331f1e2"
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+    "C7C2R4R2_packet_invariance.csv": {
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+      "sha256": "6ab97270eeb93d9efd1cf5c1139bcb33765554883d9633c09b4393f12e5aabbc"
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+    }
+  }
+}

WaveCleanLDM/C7C2R4R2_CountRepair/latest/C7C2R4R2_count_confusion.csv

@@ -0,0 +1,5 @@
+true,1,2,3,4
+1,299,1,0,0
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WaveCleanLDM/C7C2R4R2_CountRepair/latest/C7C2R4R2_packet_invariance.csv

@@ -0,0 +1,65 @@
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