alwas-ml-models / models /feature_config.json
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{
"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",
"drc_iterations",
"drc_violations_total",
"lvs_mismatches_total",
"current_stage_idx",
"engineer_skill_factor",
"complexity_score",
"hours_budget_pct",
"stage_velocity"
],
"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"
],
"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"
]
}