Upload folder using huggingface_hub

models/block_type_encoder.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cdddcc2e0aa2402612b01713879c9674ca69b3802881cf832aeb99b26ca60330
+size 657

models/bottleneck_encoder.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da3a2045b4291d87a127f90f4f04179cf6962cfbdae885e97adea770ffdae2fe
+size 495

models/bottleneck_predictor.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:95c2d5b368cf3cb28775de63efee2ad286431ac01c66f52850fca3c43997ab48
+size 4384536

models/completion_predictor.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0bd532d62fb3d722728315fdd8949812816b9d81cad0418f34cd729388ce53f6
+size 7374098

models/complexity_encoder.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da3a2045b4291d87a127f90f4f04179cf6962cfbdae885e97adea770ffdae2fe
+size 495

models/complexity_lgb.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d4364c88cb519bed5297f2ef5f22259ab27dded34cfbd846a72b280fa2ce3f82
+size 8937660

models/complexity_xgb.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5a26e45d98b2cc5c1245dc8f2c259439ffedc44ea813904a7cbe7e0ead0af092
+size 1415278

models/engineer_encoder.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a36bff5f4c0a17ca7f29a44766e710057da4df0774964d30dbf4da559ef2862f
+size 973

models/feature_config.json

@@ -0,0 +1,120 @@
+{
+  "hours_features": [
+    "tech_node_encoded",
+    "block_type_encoded",
+    "priority_encoded",
+    "transistor_count",
+    "transistor_count_log",
+    "has_dependencies",
+    "num_dependencies",
+    "constraint_complexity",
+    "drc_iterations",
+    "engineer_skill_factor",
+    "type_node_interaction",
+    "complexity_score",
+    "size_priority_interaction"
+  ],
+  "complexity_features": [
+    "tech_node_encoded",
+    "block_type_encoded",
+    "priority_encoded",
+    "transistor_count",
+    "transistor_count_log",
+    "has_dependencies",
+    "num_dependencies",
+    "constraint_complexity",
+    "drc_iterations",
+    "type_node_interaction",
+    "complexity_score",
+    "size_priority_interaction"
+  ],
+  "bottleneck_features": [
+    "tech_node_encoded",
+    "block_type_encoded",
+    "priority_encoded",
+    "transistor_count_log",
+    "has_dependencies",
+    "num_dependencies",
+    "constraint_complexity",
+    "estimated_hours",
+    "hours_logged",
+    "hours_over_estimate_ratio",
+    "drc_iterations",
+    "drc_violations_total",
+    "lvs_mismatches_total",
+    "current_stage_idx",
+    "days_in_current_stage",
+    "engineer_skill_factor",
+    "is_overdue",
+    "complexity_score"
+  ],
+  "tech_nodes": [
+    "12nm",
+    "14nm",
+    "22nm",
+    "28nm",
+    "45nm",
+    "5nm",
+    "65nm",
+    "7nm"
+  ],
+  "block_types": [
+    "ADC",
+    "BGR",
+    "BandgapRef",
+    "Comparator",
+    "CurrentMirror",
+    "DAC",
+    "DiffAmp",
+    "LDO",
+    "LNA",
+    "LVDS_Driver",
+    "Mixer",
+    "OTA",
+    "Oscillator",
+    "PA",
+    "PLL",
+    "PowerDetector",
+    "SampleHold",
+    "SerDes",
+    "TIA",
+    "VCO"
+  ],
+  "priorities": [
+    "P4-Low",
+    "P3-Medium",
+    "P2-High",
+    "P1-Critical"
+  ],
+  "complexity_classes": [
+    "High",
+    "Low",
+    "Medium"
+  ],
+  "bottleneck_classes": [
+    "High",
+    "Low",
+    "Medium"
+  ],
+  "completion_features": [
+    "tech_node_encoded",
+    "block_type_encoded",
+    "priority_numeric",
+    "transistor_count_log",
+    "has_dependencies",
+    "num_dependencies",
+    "constraint_complexity",
+    "estimated_hours",
+    "engineer_skill_factor",
+    "drc_iterations",
+    "current_stage_idx",
+    "cumulative_hours",
+    "cumulative_days",
+    "cumulative_drc_violations",
+    "cumulative_lvs_mismatches",
+    "hours_vs_estimate_ratio",
+    "stages_completed",
+    "avg_hours_per_stage_so_far",
+    "avg_days_per_stage_so_far"
+  ]
+}

models/hours_estimator.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e8c3254f0afd172c1f99b0c09709903eefbc6797e1b2403d3b2836902d8e899f
+size 1924481

models/metrics.json

@@ -0,0 +1,35 @@
+{
+  "hours_estimation": {
+    "mae": 5.78,
+    "rmse": 8.63,
+    "r2": 0.8814,
+    "mape_percent": 17.4,
+    "cv_r2_mean": 0.8706,
+    "cv_r2_std": 0.0098
+  },
+  "complexity_classification": {
+    "accuracy": 0.9167,
+    "f1_weighted": 0.9165,
+    "xgb_accuracy": 0.9233,
+    "lgb_accuracy": 0.9133,
+    "ensemble_accuracy": 0.9167
+  },
+  "bottleneck_prediction": {
+    "accuracy": 0.9962,
+    "f1_weighted": 0.9962
+  },
+  "training_data": {
+    "total_samples": 4000,
+    "completed_blocks": 3000,
+    "in_progress_blocks": 1000
+  },
+  "completion_prediction": {
+    "mae": 1.65,
+    "rmse": 2.75,
+    "r2": 0.9446,
+    "mape_percent": 32.0,
+    "cv_r2_mean": 0.8869,
+    "cv_r2_std": 0.0064,
+    "training_samples": 18000
+  }
+}

models/priority_encoder.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c8804e4ce71738054c2489a14d45f04cf5ec560008426bc503edd92c3942e4e3
+size 1006

models/tech_node_encoder.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bce43b4699c2fdc15aaa6a5af5baea4233055e973bef3f20807880cfc6704ceb
+size 527