ai_intelligence_layer/utils/__pycache__/validators.cpython-313.pyc

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Validators for strategy validation and telemetry analysis.
<EFBFBD>)<02>List<73>TupleN)<03>Strategy<67>RaceContext<78>EnrichedTelemetryWebhookc	<00>n<00>\rSrSrSr\S\S\S\\	\
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)<0B>StrategyValidator<6F>z;Validates race strategies against F1 rules and constraints.<2E>strategy<67>race_context<78>returnc<00><><00>URRnURRnURH'nXB::a
SSUSUS34s $XC:<3A>dMSSUSUS34s $ [	UR5S:<3A>a$UR[UR5:wag[	UR5UR:wa(SSURS	[	UR5S34$URS-n[	UR5U:waSS
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Validate a single strategy.

Args:
    strategy: Strategy to validate
    race_context: Current race context
    
Returns:
    Tuple of (is_valid, error_message)
FzPit lap z is in the past (current lap: <20>)z! is beyond race end (total laps: <20>)Fz#Pit laps must be in ascending orderzStop count (z) doesn't match pit laps (zTire sequence length (z) doesn't match stops + 1<>)Fz6Must use at least 2 different tire compounds (F1 rule))T<>)	<09>	race_info<66>current_lap<61>
total_laps<EFBFBD>pit_laps<70>len<65>sorted<65>
stop_count<EFBFBD>
tire_sequence<63>set)rrrr<00>pit_lap<61>expected_tire_count<6E>unique_compoundss       <20>Y/Users/rishubmadhav/Documents/GitHub/HPCSimSite/ai_intelligence_layer/utils/validators.py<70>validate_strategy<67>#StrategyValidator.validate_strategysl<00><00>#<23>,<2C>,<2C>8<>8<><0B>!<21>+<2B>+<2B>6<>6<>
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strategiesc<00>$<00>/nUHYn[RX15upEU(aURU5 M4[R	SUR
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Validate all strategies and filter out invalid ones.

Args:
    strategies: List of strategies to validate
    race_context: Current race context
    
Returns:
    List of valid strategies
z	Strategy z
 invalid: z
Validated <20>/z strategies)r	r <00>append<6E>logger<65>warning<6E>strategy_id<69>infor)r#r<00>valid_strategiesr<00>is_valid<69>errors      r<00>validate_strategies<65>%StrategyValidator.validate_strategies9s<><00><00><1E><18>"<22>H<EFBFBD>/<2F>A<>A<>(<28>Y<>O<EFBFBD>H<EFBFBD><17> <20>'<27>'<27><08>1<><16><0E><0E><19>8<EFBFBD>+?<3F>+?<3F>*@<40>
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__module__<EFBFBD>__qualname__<5F>__firstlineno__<5F>__doc__<5F>staticmethodrrr<00>bool<6F>strr rr.<00>__static_attributes__r0r"rr	r	sm<00><00>E<><11>(<18>H<EFBFBD>(<18>K<EFBFBD>(<18>E<EFBFBD>RV<52>X[<5B>R[<5B>L\<5C>(<18><12>(<18>T<12> <20><04>X<EFBFBD><0E> <20>k<EFBFBD> <20>VZ<56>[c<>Vd<56> <20><12> r"r	c<00>
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rg)<0F>TelemetryAnalyzer<65>Rz@Analyzes enriched telemetry data to extract trends and insights.<2E>	telemetryr
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Calculate tire degradation rate per lap.

Args:
    telemetry: List of enriched telemetry records
    
Returns:
    Rate of tire degradation per lap (0.0 to 1.0)
r<00>c<00><00>UR$<00>N<><01>lap<61><01>xs r<00><lambda><3E>CTelemetryAnalyzer.calculate_tire_degradation_rate.<locals>.<lambda>d<00><00><00>1<EFBFBD>5<EFBFBD>5r"<00><01>keyr<00><><EFBFBD><EFBFBD><EFBFBD>)rrrC<00>tire_degradation_index<65>max)r=<00>sorted_telemetry<72>first<73>last<73>lap_diff<66>deg_diff<66>rates       r<00>calculate_tire_degradation_rate<74>1TelemetryAnalyzer.calculate_tire_degradation_rateUs~<00><00><0F>y<EFBFBD>><3E>A<EFBFBD><1D><16>"<22>)<29><1F>A<><18>!<21><11>#<23><05><1F><02>#<23><04><17>8<EFBFBD>8<EFBFBD>e<EFBFBD>i<EFBFBD>i<EFBFBD>'<27><08><13>q<EFBFBD>=<3D><16><17>.<2E>.<2E><15>1M<31>1M<31>M<><08><17>"<22><04><12>3<EFBFBD><04>~<7E>r"c<00>R<00>U(dg[SU55nU[U5-$)z<>
Calculate average aero efficiency.

Args:
    telemetry: List of enriched telemetry records
    
Returns:
    Average aero efficiency (0.0 to 1.0)
r?c3<00>8# <00>UHoRv<00> M g7frA)<01>aero_efficiency<63><02>.0<EFBFBD>ts  r<00>	<genexpr><3E>BTelemetryAnalyzer.calculate_aero_efficiency_avg.<locals>.<genexpr><3E>s<00><00><00>9<>y<EFBFBD>!<21>%<25>%<25>y<EFBFBD><79><00><01><02>sumr)r=<00>totals  r<00>calculate_aero_efficiency_avg<76>/TelemetryAnalyzer.calculate_aero_efficiency_avgss)<00><00><19><16><13>9<>y<EFBFBD>9<>9<><05><14>s<EFBFBD>9<EFBFBD>~<7E>%<25>%r"c<00>F<00>[U5S:ag[USS9n[U5S:<3A>aUSSOUn[U5S:agSn[S	[U55H&nX2URX$S	-
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Analyze ERS charge pattern.

Args:
    telemetry: List of enriched telemetry records
    
Returns:
    Pattern description: "charging", "stable", "depleting"
r<00>stablec<00><00>UR$rArBrDs rrF<00>7TelemetryAnalyzer.analyze_ers_pattern.<locals>.<lambda><3E>rHr"rI<00><00><><EFBFBD><EFBFBD><EFBFBD>Nr?rg<><67><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?<3F>chargingg<67><67><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>	depleting)rr<00>range<67>
ers_charge)r=rN<00>recent<6E>total_change<67>i<>
avg_changes      r<00>analyze_ers_pattern<72>%TelemetryAnalyzer.analyze_ers_pattern<72>s<><00><00><0F>y<EFBFBD>><3E>A<EFBFBD><1D><1B>"<22>)<29><1F>A<><18>+.<2E>.><3E>*?<3F>1<EFBFBD>*D<>!<21>"<22>#<23>&<26>JZ<4A><06><0E>v<EFBFBD>;<3B><11>?<3F><1B><1B><0C><16>q<EFBFBD>#<23>f<EFBFBD>+<2B>&<26>A<EFBFBD><18>1<EFBFBD>I<EFBFBD>0<>0<>6<EFBFBD>A<EFBFBD>#<23>;<3B>3I<33>3I<33>I<>I<>L<EFBFBD>'<27>"<22>S<EFBFBD><16>[<5B>1<EFBFBD>_<EFBFBD>5<>
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Check if fuel situation is critical.

Args:
    telemetry: List of enriched telemetry records
    
Returns:
    True if fuel optimization score is below 0.7
Fc<00><00>UR$rArBrDs rrF<00>4TelemetryAnalyzer.is_fuel_critical.<locals>.<lambda><3E><00><00><00>a<EFBFBD>e<EFBFBD>er"rIgffffff<66>?)rM<00>fuel_optimization_score)r=<00>latests  r<00>is_fuel_critical<61>"TelemetryAnalyzer.is_fuel_critical<61>s)<00><00><19><18><15>Y<EFBFBD>O<EFBFBD>4<><06><15>-<2D>-<2D><03>3<>3r"c<00>l<00>U(dg[SU55[U5-nUS:<3A>agUS:<3A>agg)z<>
Assess driver consistency form.

Args:
    telemetry: List of enriched telemetry records
    
Returns:
    Form description: "excellent", "good", "inconsistent"
<EFBFBD>goodc3<00>8# <00>UHoRv<00> M g7frA)<01>driver_consistencyrYs  rr\<00>7TelemetryAnalyzer.assess_driver_form.<locals>.<genexpr><3E>s<00><00><00>F<>I<EFBFBD>q<EFBFBD>2<>2<>I<EFBFBD>r^<00>333333<33>?<3F>	excellentg<00>?<3F>inconsistentr_)r=<00>avg_consistencys  r<00>assess_driver_form<72>$TelemetryAnalyzer.assess_driver_form<72>s><00><00><19><19><1E>F<>I<EFBFBD>F<>F<><13>Y<EFBFBD><1E>W<><0F><1A>d<EFBFBD>"<22><1E>
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Project when tire degradation will hit 0.85 (performance cliff).

Args:
    telemetry: List of enriched telemetry records
    current_lap: Current lap number
    
Returns:
    Projected lap number when cliff will be reached
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projected_laps       r<00>project_tire_cliff<66>$TelemetryAnalyzer.project_tire_cliff<66>s<><00><00><19><1E><12>#<23>#<23><15>Y<EFBFBD>O<EFBFBD>4<><06><1C>3<>3<><0B><16>$<24><1E><1E><1E>!<21>@<40>@<40><19>K<><04><0F>1<EFBFBD>9<EFBFBD><1E><12>#<23>#<23>!<21>;<3B>.<2E>$<24>6<><18>#<23>c<EFBFBD>*:<3A>&;<3B>;<3B>
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Generate human-readable summary of telemetry trends.

Args:
    telemetry: List of enriched telemetry records
    
Returns:
    Summary string
zNo telemetry data available.c<00><00>UR$rArBrDs rrF<00>>TelemetryAnalyzer.generate_telemetry_summary.<locals>.<lambda>rwr"rIzTelemetry Analysis (Last z laps):
- Tire degradation: z.2fz index, increasing at z.3fz/lap
- Aero efficiency: z average
- ERS: z	 charge, z	
- Fuel: z score, <20>CRITICAL<41>OKz
- Driver form: z (z  consistency)
- Weather impact: )
r;rTrbrrrzr<>rMrrLrmrxr<00>weather_impact)r=<00>	tire_rate<74>aero_avg<76>ers_pattern<72>
fuel_critical<61>driver_formry<00>summarys        r<00>generate_telemetry_summary<72>,TelemetryAnalyzer.generate_telemetry_summary<72>s<00><00><19>1<>%<25>E<>E<>i<EFBFBD>P<>	<09>$<24>B<>B<>9<EFBFBD>M<><08>'<27>;<3B>;<3B>I<EFBFBD>F<><0B>)<29>:<3A>:<3A>9<EFBFBD>E<>
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