Remove all previously tracked files that are now ignored
This commit is contained in:
Aditya Pulipaka
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@@ -9,7 +9,8 @@ from config import get_settings
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def build_brainstorm_prompt_fast(
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enriched_telemetry: List[EnrichedTelemetryWebhook],
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race_context: RaceContext
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race_context: RaceContext,
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strategy_history: List[dict] = None
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) -> str:
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"""Build a faster, more concise prompt for quicker responses (lap-level data)."""
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settings = get_settings()
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@@ -27,17 +28,29 @@ def build_brainstorm_prompt_fast(
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if gap_to_leader > 0 and position > 1:
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comp_info += f", {gap_to_leader:.1f}s from leader"
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# Format strategy history (last 3 strategies)
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history_text = ""
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if strategy_history and len(strategy_history) > 0:
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recent_history = strategy_history[-3:] # Last 3 strategies
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history_lines = []
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for h in recent_history:
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history_lines.append(f"Lap {h['lap']}: {h['strategy_name']} (Risk: {h['risk_level']})")
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history_text = f"\n\nPAST STRATEGIES:\n" + "\n".join(history_lines)
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history_text += f"\n\nREQUIREMENT: If changing from previous strategy '{recent_history[-1]['strategy_name']}', explain WHY the switch is necessary. If staying with same approach, explain continuity."
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else:
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history_text = "\n\nNOTE: This is the first strategy generation - no previous strategy to compare."
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if count == 1:
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# Ultra-fast mode: just generate 1 strategy
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return f"""Generate 1 F1 race strategy for {race_context.driver_state.driver_name} at {race_context.race_info.track_name}.
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CURRENT: Lap {race_context.race_info.current_lap}/{race_context.race_info.total_laps}, {comp_info}, {race_context.driver_state.current_tire_compound} tires ({race_context.driver_state.tire_age_laps} laps old)
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TELEMETRY: Tire deg {latest.tire_degradation_rate:.2f}, Cliff risk {latest.tire_cliff_risk:.2f}, Pace {latest.pace_trend}, Position trend {latest.position_trend}, Competitive pressure {latest.competitive_pressure:.2f}
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TELEMETRY: Tire deg {latest.tire_degradation_rate:.2f}, Cliff risk {latest.tire_cliff_risk:.2f}, Pace {latest.pace_trend}, Position trend {latest.position_trend}, Competitive pressure {latest.competitive_pressure:.2f}{history_text}
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Generate 1 optimal strategy considering competitive position. Min 2 tire compounds required.
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JSON: {{"strategies": [{{"strategy_id": 1, "strategy_name": "name", "stop_count": 1, "pit_laps": [32], "tire_sequence": ["medium", "hard"], "brief_description": "one sentence", "risk_level": "medium", "key_assumption": "main assumption"}}]}}"""
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JSON: {{"strategies": [{{"strategy_id": 1, "strategy_name": "name", "stop_count": 1, "pit_laps": [32], "tire_sequence": ["medium", "hard"], "brief_description": "one sentence", "reasoning": "detailed explanation including strategy change rationale if applicable", "risk_level": "medium", "key_assumption": "main assumption"}}]}}"""
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elif count <= 5:
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# Fast mode: 2-5 strategies with different approaches
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@@ -47,11 +60,13 @@ CURRENT: Lap {race_context.race_info.current_lap}/{race_context.race_info.total_
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TELEMETRY: Tire deg {latest.tire_degradation_rate:.2f}, Cliff risk {latest.tire_cliff_risk:.2f}, Pace {latest.pace_trend}, Delta {latest.performance_delta:+.2f}s, Position trend {latest.position_trend}, Competitive pressure {latest.competitive_pressure:.2f}
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COMPETITIVE SITUATION: Gap to ahead {gap_to_ahead:.1f}s ({"DRS RANGE - attack opportunity!" if gap_to_ahead < 1.0 else "close battle" if gap_to_ahead < 3.0 else "need to push"})
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COMPETITIVE SITUATION: Gap to ahead {gap_to_ahead:.1f}s ({"DRS RANGE - attack opportunity!" if gap_to_ahead < 1.0 else "close battle" if gap_to_ahead < 3.0 else "need to push"}){history_text}
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Generate {count} strategies balancing tire management with competitive pressure. Consider if aggressive undercut makes sense given gaps. Min 2 tire compounds each.
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JSON: {{"strategies": [{{"strategy_id": 1, "strategy_name": "Conservative Stay Out", "stop_count": 1, "pit_laps": [35], "tire_sequence": ["medium", "hard"], "brief_description": "extend current stint then hard tires to end", "risk_level": "low", "key_assumption": "tire cliff risk stays below 0.7"}}]}}"""
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CRITICAL: Each strategy MUST include 'reasoning' field explaining the approach and, if applicable, why it differs from or continues the previous strategy.
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JSON: {{"strategies": [{{"strategy_id": 1, "strategy_name": "Conservative Stay Out", "stop_count": 1, "pit_laps": [35], "tire_sequence": ["medium", "hard"], "brief_description": "extend current stint then hard tires to end", "reasoning": "Detailed explanation of this strategy including why we're switching from/continuing previous approach based on current telemetry and competitive situation", "risk_level": "low", "key_assumption": "tire cliff risk stays below 0.7"}}]}}"""
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return f"""Generate {count} F1 race strategies for {race_context.driver_state.driver_name} at {race_context.race_info.track_name}.
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@@ -59,16 +74,19 @@ CURRENT: Lap {race_context.race_info.current_lap}/{race_context.race_info.total_
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TELEMETRY: Tire deg {latest.tire_degradation_rate:.2f}, Cliff risk {latest.tire_cliff_risk:.2f}, Pace {latest.pace_trend}, Delta {latest.performance_delta:+.2f}s, Position trend {latest.position_trend}, Competitive pressure {latest.competitive_pressure:.2f}
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COMPETITIVE: Gap ahead {gap_to_ahead:.1f}s, Position trending {latest.position_trend}
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COMPETITIVE: Gap ahead {gap_to_ahead:.1f}s, Position trending {latest.position_trend}{history_text}
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Generate {count} diverse strategies considering both tire management AND competitive positioning. Min 2 compounds.
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JSON: {{"strategies": [{{"strategy_id": 1, "strategy_name": "name", "stop_count": 1, "pit_laps": [32], "tire_sequence": ["medium", "hard"], "brief_description": "one sentence", "risk_level": "low|medium|high|critical", "key_assumption": "main assumption"}}]}}"""
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CRITICAL: Each strategy MUST include 'reasoning' field with detailed rationale and strategy continuity/change explanation.
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JSON: {{"strategies": [{{"strategy_id": 1, "strategy_name": "name", "stop_count": 1, "pit_laps": [32], "tire_sequence": ["medium", "hard"], "brief_description": "one sentence", "reasoning": "Comprehensive explanation including strategy evolution context", "risk_level": "low|medium|high|critical", "key_assumption": "main assumption"}}]}}"""
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def build_brainstorm_prompt(
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enriched_telemetry: List[EnrichedTelemetryWebhook],
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race_context: RaceContext
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race_context: RaceContext,
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strategy_history: List[dict] = None
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) -> str:
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"""
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Build the brainstorm prompt for Gemini.
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@@ -76,6 +94,7 @@ def build_brainstorm_prompt(
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Args:
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enriched_telemetry: Recent enriched telemetry data
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race_context: Current race context
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strategy_history: List of previous strategies for context
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Returns:
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Formatted prompt string
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@@ -108,6 +127,14 @@ def build_brainstorm_prompt(
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"gap_seconds": round(c.gap_seconds, 1)
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})
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# Format strategy history
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history_section = ""
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if strategy_history and len(strategy_history) > 0:
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history_section = "\n\nSTRATEGY HISTORY (Recent decisions):\n"
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for h in strategy_history[-5:]: # Last 5 strategies
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history_section += f"- Lap {h['lap']}: {h['strategy_name']} (Risk: {h['risk_level']}) - {h.get('brief_description', 'N/A')}\n"
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history_section += f"\nCONTEXT: Previous strategy was '{strategy_history[-1]['strategy_name']}'. If recommending a change, clearly explain WHY. If continuing same approach, explain the continuity.\n"
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prompt = f"""You are an expert F1 strategist. Generate 20 diverse race strategies based on lap-level telemetry AND competitive positioning.
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LAP-LEVEL TELEMETRY METRICS:
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@@ -135,7 +162,7 @@ COMPETITORS:
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{competitors_data}
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ENRICHED TELEMETRY (Last {len(telemetry_data)} laps, newest first):
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{telemetry_data}
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{telemetry_data}{history_section}
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KEY INSIGHTS:
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- Latest tire degradation rate: {latest.tire_degradation_rate:.3f}
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@@ -160,9 +187,12 @@ For each strategy provide:
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- pit_laps: [array of lap numbers]
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- tire_sequence: [array of compounds: "soft", "medium", "hard"]
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- brief_description: One sentence rationale
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- reasoning: DETAILED explanation (3-5 sentences) including: (1) Why this strategy fits current conditions, (2) How it addresses telemetry trends, (3) Strategy evolution - why changing from or continuing previous approach
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- risk_level: "low", "medium", "high", or "critical"
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- key_assumption: Main assumption this strategy relies on
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CRITICAL: The 'reasoning' field must include strategy continuity/change rationale relative to past decisions.
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OUTPUT FORMAT (JSON only, no markdown):
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{{
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"strategies": [
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@@ -173,6 +203,7 @@ OUTPUT FORMAT (JSON only, no markdown):
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"pit_laps": [32],
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"tire_sequence": ["medium", "hard"],
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"brief_description": "Extend mediums to lap 32, safe finish on hards",
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"reasoning": "Current tire degradation at 0.45 suggests we can safely extend to lap 32 before hitting the cliff. This maintains our conservative approach from lap 3 as conditions haven't changed significantly - tire deg is stable and we're not under immediate competitive pressure. The hard tire finish provides low-risk race completion.",
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"risk_level": "low",
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"key_assumption": "Tire degradation stays below 0.85 until lap 32"
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}}
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