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2.0.0 Alpha: Data Refinery

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Jacky
2026-08-08 21:31:56 +08:00
parent fa75081d4d
commit 562775e5db
48 changed files with 4172 additions and 661 deletions
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database/L3/processors/intelligence_processor.py
+41 -53
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@@ -466,7 +466,8 @@ class IntelligenceProcessor(BaseFeatureProcessor):
- int_pos_spatial_iq_score
- int_pos_avg_distance_from_teammates
Note: Simplified implementation - full version requires DBSCAN clustering
Only geometry-independent values are calculated here. Metrics that
require map boundaries, paths or teammate positions remain NULL.
"""
cursor = conn_l2.cursor()
@@ -481,26 +482,23 @@ class IntelligenceProcessor(BaseFeatureProcessor):
has_position_data = cursor.fetchone()[0] > 0
if not has_position_data:
# Return placeholder values if no position data
return {
'int_pos_site_a_control_rate': 0.0,
'int_pos_site_b_control_rate': 0.0,
'int_pos_mid_control_rate': 0.0,
'int_pos_favorite_position': 'unknown',
'int_pos_position_diversity': 0.0,
'int_pos_rotation_speed': 0.0,
'int_pos_map_coverage': 0.0,
'int_pos_lurk_tendency': 0.0,
'int_pos_site_anchor_score': 0.0,
'int_pos_entry_route_diversity': 0.0,
'int_pos_retake_positioning': 0.0,
'int_pos_postplant_positioning': 0.0,
'int_pos_spatial_iq_score': 0.0,
'int_pos_avg_distance_from_teammates': 0.0,
'int_pos_site_a_control_rate': None,
'int_pos_site_b_control_rate': None,
'int_pos_mid_control_rate': None,
'int_pos_favorite_position': None,
'int_pos_position_diversity': None,
'int_pos_rotation_speed': None,
'int_pos_map_coverage': None,
'int_pos_lurk_tendency': None,
'int_pos_site_anchor_score': None,
'int_pos_entry_route_diversity': None,
'int_pos_retake_positioning': None,
'int_pos_postplant_positioning': None,
'int_pos_spatial_iq_score': None,
'int_pos_avg_distance_from_teammates': None,
}
# Simplified position analysis (proper implementation needs clustering)
# Calculate basic position variance as proxy for mobility
cursor.execute("""
SELECT
AVG(attacker_pos_x) as avg_x,
@@ -515,34 +513,24 @@ class IntelligenceProcessor(BaseFeatureProcessor):
pos_row = cursor.fetchone()
position_count = pos_row[3] if pos_row[3] else 1
# Position diversity based on unique grid cells visited
position_diversity = min(position_count / 50.0, 1.0) # Normalize to 0-1
# Map coverage (simplified)
map_coverage = position_diversity
# Site control rates CANNOT be calculated without map-specific geometry data
# Each map (Dust2, Mirage, Nuke, etc.) has different site boundaries
# Would require: CREATE TABLE map_boundaries (map_name, site_name, min_x, max_x, min_y, max_y)
# Commenting out these 3 features:
# - int_pos_site_a_control_rate
# - int_pos_site_b_control_rate
# - int_pos_mid_control_rate
return {
'int_pos_site_a_control_rate': 0.33, # Placeholder
'int_pos_site_b_control_rate': 0.33, # Placeholder
'int_pos_mid_control_rate': 0.34, # Placeholder
'int_pos_favorite_position': 'mid',
'int_pos_site_a_control_rate': None,
'int_pos_site_b_control_rate': None,
'int_pos_mid_control_rate': None,
'int_pos_favorite_position': None,
'int_pos_position_diversity': round(position_diversity, 3),
'int_pos_rotation_speed': 50.0,
'int_pos_rotation_speed': None,
'int_pos_map_coverage': round(map_coverage, 3),
'int_pos_lurk_tendency': 0.25,
'int_pos_site_anchor_score': 50.0,
'int_pos_lurk_tendency': None,
'int_pos_site_anchor_score': None,
'int_pos_entry_route_diversity': round(position_diversity, 3),
'int_pos_retake_positioning': 50.0,
'int_pos_postplant_positioning': 50.0,
'int_pos_retake_positioning': None,
'int_pos_postplant_positioning': None,
'int_pos_spatial_iq_score': round(position_diversity * 100, 2),
'int_pos_avg_distance_from_teammates': 500.0,
'int_pos_avg_distance_from_teammates': None,
}
@staticmethod
@@ -706,20 +694,20 @@ def _get_default_intelligence_features() -> Dict[str, Any]:
'int_pressure_big_moment_score': 0.0,
'int_pressure_tilt_resistance': 0.0,
# Position Mastery (14)
'int_pos_site_a_control_rate': 0.0,
'int_pos_site_b_control_rate': 0.0,
'int_pos_mid_control_rate': 0.0,
'int_pos_favorite_position': 'unknown',
'int_pos_position_diversity': 0.0,
'int_pos_rotation_speed': 0.0,
'int_pos_map_coverage': 0.0,
'int_pos_lurk_tendency': 0.0,
'int_pos_site_anchor_score': 0.0,
'int_pos_entry_route_diversity': 0.0,
'int_pos_retake_positioning': 0.0,
'int_pos_postplant_positioning': 0.0,
'int_pos_spatial_iq_score': 0.0,
'int_pos_avg_distance_from_teammates': 0.0,
'int_pos_site_a_control_rate': None,
'int_pos_site_b_control_rate': None,
'int_pos_mid_control_rate': None,
'int_pos_favorite_position': None,
'int_pos_position_diversity': None,
'int_pos_rotation_speed': None,
'int_pos_map_coverage': None,
'int_pos_lurk_tendency': None,
'int_pos_site_anchor_score': None,
'int_pos_entry_route_diversity': None,
'int_pos_retake_positioning': None,
'int_pos_postplant_positioning': None,
'int_pos_spatial_iq_score': None,
'int_pos_avg_distance_from_teammates': None,
# Trade Network (8)
'int_trade_kill_count': 0,
'int_trade_kill_rate': 0.0,