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Analytics Coordinator - Orchestrates all analytics modules.
Runs all 7 analytics modules in the correct order and aggregates results.
"""
from typing import Dict, Any, List
import logging
from .spacing_engine import SpacingEngine
from .defensive_reaction import DefensiveReactionEngine
from .transition_effort import TransitionEffortEngine
from .decision_quality import DecisionQualityEngine
from .lineup_impact import LineupImpactEngine
from .fatigue_tracker import FatigueTracker
from .clip_generator import ClipGenerator
logger = logging.getLogger(__name__)
class AnalyticsCoordinator:
"""Coordinates execution of all advanced analytics modules."""
def __init__(self):
"""Initialize all analytics modules."""
self.spacing_engine = SpacingEngine()
self.defensive_reaction = DefensiveReactionEngine()
self.transition_effort = TransitionEffortEngine()
self.decision_quality = DecisionQualityEngine()
self.lineup_impact = LineupImpactEngine()
self.fatigue_tracker = FatigueTracker()
self.clip_generator = ClipGenerator()
def process_all(
self,
video_frames: List[Any],
player_tracks: List[Dict],
ball_tracks: List[Dict],
tactical_positions: List[Dict],
player_assignment: List[Dict],
ball_possession: List[int],
events: List[Dict],
shots: List[Dict],
court_keypoints: List[Dict],
speeds: List[Dict],
video_path: str,
fps: float
) -> Dict[str, Any]:
"""
Run all analytics modules and aggregate results.
Modules are executed in dependency order:
1. Spacing Engine (independent)
2. Defensive Reaction Engine (independent)
3. Transition Effort Engine (independent)
4. Decision Quality Engine (independent)
5. Lineup Impact Engine (depends on spacing + defensive reactions)
6. Fatigue Tracker (depends on defensive reactions)
7. Clip Generator (depends on all previous modules)
Args:
video_frames: List of video frames
player_tracks: Per-frame player tracking data
ball_tracks: Per-frame ball tracking data
tactical_positions: 2D court positions for players
player_assignment: Per-frame team assignments
ball_possession: Per-frame ball possession
events: List of detected events
shots: List of detected shots
court_keypoints: Court boundary keypoints
speeds: Per-frame player speeds
video_path: Path to original video
fps: Frames per second
Returns:
Aggregated analytics results from all modules
"""
logger.info("Starting advanced analytics processing")
results = {
"modules_executed": [],
"modules_failed": [],
}
# Module 1: Spacing Engine
logger.info("Running Spacing Engine")
spacing_result = self.spacing_engine.safe_process(
video_frames=video_frames,
player_tracks=player_tracks,
ball_tracks=ball_tracks,
tactical_positions=tactical_positions,
player_assignment=player_assignment,
ball_possession=ball_possession,
events=events,
shots=shots,
court_keypoints=court_keypoints,
speeds=speeds,
video_path=video_path,
fps=fps
)
if spacing_result.get("status") == "success":
results["spacing"] = spacing_result
results["modules_executed"].append("spacing_engine")
else:
results["modules_failed"].append("spacing_engine")
logger.error(f"Spacing Engine failed: {spacing_result.get('error')}")
# Module 2: Defensive Reaction Engine
logger.info("Running Defensive Reaction Engine")
defensive_result = self.defensive_reaction.safe_process(
video_frames=video_frames,
player_tracks=player_tracks,
ball_tracks=ball_tracks,
tactical_positions=tactical_positions,
player_assignment=player_assignment,
ball_possession=ball_possession,
events=events,
shots=shots,
court_keypoints=court_keypoints,
speeds=speeds,
video_path=video_path,
fps=fps
)
if defensive_result.get("status") == "success":
results["defensive_reactions"] = defensive_result
results["modules_executed"].append("defensive_reaction")
else:
results["modules_failed"].append("defensive_reaction")
logger.error(f"Defensive Reaction Engine failed: {defensive_result.get('error')}")
# Module 3: Transition Effort Engine
logger.info("Running Transition Effort Engine")
transition_result = self.transition_effort.safe_process(
video_frames=video_frames,
player_tracks=player_tracks,
ball_tracks=ball_tracks,
tactical_positions=tactical_positions,
player_assignment=player_assignment,
ball_possession=ball_possession,
events=events,
shots=shots,
court_keypoints=court_keypoints,
speeds=speeds,
video_path=video_path,
fps=fps
)
if transition_result.get("status") == "success":
results["transition_effort"] = transition_result
results["modules_executed"].append("transition_effort")
else:
results["modules_failed"].append("transition_effort")
logger.error(f"Transition Effort Engine failed: {transition_result.get('error')}")
# Module 4: Decision Quality Engine
logger.info("Running Decision Quality Engine")
decision_result = self.decision_quality.safe_process(
video_frames=video_frames,
player_tracks=player_tracks,
ball_tracks=ball_tracks,
tactical_positions=tactical_positions,
player_assignment=player_assignment,
ball_possession=ball_possession,
events=events,
shots=shots,
court_keypoints=court_keypoints,
speeds=speeds,
video_path=video_path,
fps=fps
)
if decision_result.get("status") == "success":
results["decision_quality"] = decision_result
results["modules_executed"].append("decision_quality")
else:
results["modules_failed"].append("decision_quality")
logger.error(f"Decision Quality Engine failed: {decision_result.get('error')}")
# Module 5: Lineup Impact Engine (depends on spacing + defensive reactions)
logger.info("Running Lineup Impact Engine")
lineup_result = self.lineup_impact.safe_process(
video_frames=video_frames,
player_tracks=player_tracks,
ball_tracks=ball_tracks,
tactical_positions=tactical_positions,
player_assignment=player_assignment,
ball_possession=ball_possession,
events=events,
shots=shots,
court_keypoints=court_keypoints,
speeds=speeds,
video_path=video_path,
fps=fps,
spacing_metrics=spacing_result.get("spacing_metrics", []),
defensive_reactions=defensive_result.get("defensive_reactions", [])
)
if lineup_result.get("status") == "success":
results["lineup_impact"] = lineup_result
results["modules_executed"].append("lineup_impact")
else:
results["modules_failed"].append("lineup_impact")
logger.error(f"Lineup Impact Engine failed: {lineup_result.get('error')}")
# Module 6: Fatigue Tracker (depends on defensive reactions)
logger.info("Running Fatigue Tracker")
fatigue_result = self.fatigue_tracker.safe_process(
video_frames=video_frames,
player_tracks=player_tracks,
ball_tracks=ball_tracks,
tactical_positions=tactical_positions,
player_assignment=player_assignment,
ball_possession=ball_possession,
events=events,
shots=shots,
court_keypoints=court_keypoints,
speeds=speeds,
video_path=video_path,
fps=fps,
defensive_reactions=defensive_result.get("defensive_reactions", [])
)
if fatigue_result.get("status") == "success":
results["fatigue"] = fatigue_result
results["modules_executed"].append("fatigue_tracker")
else:
results["modules_failed"].append("fatigue_tracker")
logger.error(f"Fatigue Tracker failed: {fatigue_result.get('error')}")
# Module 7: Clip Generator (depends on all previous modules)
logger.info("Running Clip Generator")
clip_result = self.clip_generator.safe_process(
video_frames=video_frames,
player_tracks=player_tracks,
ball_tracks=ball_tracks,
tactical_positions=tactical_positions,
player_assignment=player_assignment,
ball_possession=ball_possession,
events=events,
shots=shots,
court_keypoints=court_keypoints,
speeds=speeds,
video_path=video_path,
fps=fps,
spacing_metrics=spacing_result.get("spacing_metrics", []),
defensive_reactions=defensive_result.get("defensive_reactions", []),
transition_efforts=transition_result.get("transition_efforts", []),
decision_analyses=decision_result.get("decision_analyses", [])
)
if clip_result.get("status") == "success":
results["clips"] = clip_result
results["modules_executed"].append("clip_generator")
else:
results["modules_failed"].append("clip_generator")
logger.error(f"Clip Generator failed: {clip_result.get('error')}")
logger.info(f"Advanced analytics complete. Executed: {len(results['modules_executed'])}, Failed: {len(results['modules_failed'])}")
return results
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