Module advanced_jit_compilation 

Advanced JIT Compilation Framework

This module provides a comprehensive Just-In-Time (JIT) compilation framework with LLVM integration for runtime optimization in Advanced mode. It enables dynamic code generation, runtime optimization, and adaptive compilation strategies to maximize performance for scientific computing workloads.

Features

• LLVM-based Code Generation: Advanced optimization through LLVM infrastructure
• Runtime Kernel Compilation: JIT compilation of computational kernels
• Adaptive Optimization: Dynamic optimization based on runtime characteristics
• Cross-platform Support: Native code generation for multiple architectures
• Intelligent Caching: Smart caching of compiled code with automatic invalidation
• Performance Profiling: Integrated profiling for continuous optimization
• Template-based Specialization: Automatic code specialization for specific data types
• Vectorization: Automatic SIMD optimization for mathematical operations

Modules

analytics

Analytics and statistics types for JIT compilation

cache

Kernel cache for compiled functions

code_generator

Adaptive code generator

compiler

Main JIT compiler implementation

config

Configuration types for the JIT compilation framework

llvm_engine

LLVM compilation engine and related components

neuromorphic

Neuromorphic computing patterns for JIT compilation

optimizer

Runtime optimizer for adaptive compilation

profiler

JIT profiler for performance analysis

Structs

AdaptationEvent

Adaptation event

AdaptationRule

Adaptation rule

AdaptiveCodeGenerator

Adaptive code generator

AdvancedJitCompiler

Central JIT compilation coordinator for advanced mode

BurstPattern

Burst pattern detection

CacheConfig

Cache configuration

CacheHitRates

Cache hit rates

CacheStatistics

Cache statistics

CachedKernel

Cached kernel representation

CodeGenerationRule

Code generation rule

CodeSizeMetrics

Code size metrics

CodeTemplate

Code template

CompilationError

Compilation error information

CompilationMetadata

Compilation metadata

CompilationProfile

Compilation profile

CompilationStatistics

Compilation statistics

CompiledKernel

Compiled kernel representation

CompiledModule

Compiled module representation

CompiledSNN

Compiled SNN representation

Connection

Connection between layers

CustomPass

Custom optimization passes

DynamicsModel

Dynamics model for temporal evolution

ErrorLocation

Error location

EventDrivenOptimizer

Event-driven optimizer for neuromorphic systems

EventPerformanceMetrics

Performance metrics for event processing

EventQueue

Event queue for spike-based processing

ExecutionProfile

Execution profile

FourierComponent

Fourier component of temporal pattern

FrequencySpectrum

Frequency spectrum analysis

GenerationStatistics

Code generation statistics

Hotspot

Hotspot information

JitAnalytics

JIT compilation analytics

JitCompilerConfig

Configuration for JIT compilation

JitProfiler

JIT profiler for performance analysis

KernelMetadata

Kernel metadata

KernelPerformance

Kernel performance metrics

Layer

Layer of neurons

LearningEvent

Learning event record

LlvmCompilationEngine

LLVM compilation engine

LlvmContext

LLVM context wrapper

MemoryAccessPattern

Memory access patterns

MemoryUsageStats

Memory usage statistics

ModulePerformance

Module performance characteristics

NetworkTopology

Network topology representation

NeuralNetwork

Placeholder for neural network structure

NeuromorphicConfig

Configuration for neuromorphic compilation

NeuromorphicJitCompiler

Neuromorphic computing patterns for JIT compilation

NeuronModel

Neuron model for neuromorphic compilation

OptimizationCandidate

Optimization candidate

OptimizationFailure

Optimization failure

OptimizationOpportunity

Optimization opportunity

OptimizationPasses

Optimization passes configuration

OptimizationResults

Optimization results

OptimizationState

Current optimization state

OptimizationStrategy

Optimization strategy

PatternCacheConfig

Pattern cache configuration

PatternOptimization

Pattern optimization details

PatternUsage

Pattern usage statistics

PerformanceAnalysis

Performance analysis results

PerformanceCounters

Performance counters

PerformanceFeedback

Performance feedback

PerformanceImprovement

Performance improvement

PlasticityRule

Plasticity rules for synaptic adaptation

PlasticityStatistics

Plasticity statistics

PopulationStatistics

Population-level statistics

ProfilerAnalytics

Profiler analytics

ProfilerConfig

Profiler configuration

ProfilingSample

Profiling sample

ProfilingSession

Active profiling session

ProfilingSessionConfig

Profiling session configuration

RuntimeOptimizer

Runtime optimizer for adaptive compilation

SpecializedCode

Specialized code

SpikeCharacteristics

Spike characteristics analysis

SpikeEvent

Spike event representation

SpikeOptimizationResult

Spike optimization result

SpikePattern

Spike pattern representation

SpikePatternCache

Cache for spike patterns

SpikePerformancePrediction

Spike performance prediction

SpikingNeuralNetworkCompiler

Spiking neural network compilation engine

SynapseModel

Synapse model for connections

SynapticPlasticityEngine

Synaptic plasticity engine

TargetCodeGenerator

Target-specific code generator

TargetMachine

Target machine configuration

TemplateParameter

Template parameter

TemporalDynamicsCompiler

Temporal dynamics compiler

TemporalPattern

Temporal pattern representation

TemporalStatistics

Temporal statistics

Enums

CodeModel

Code generation models

CompilationStatus

Compilation status

ComplexityLevel

Complexity levels for implementing optimizations

ConnectionPattern

Connection patterns

DynamicsType

Types of dynamics models

ErrorSeverity

Error severity levels

EventType

Types of neuromorphic events

EvictionPolicy

Cache eviction policies

FunctionPass

Function-level optimization passes

LayerType

Types of neural layers

LoopPass

Loop optimization passes

ModulePass

Module-level optimization passes

NeuronType

Types of neuron models

OpportunityType

Types of optimization opportunities

PlasticityType

Types of plasticity rules

RelocationModel

Relocation models

SynapseType

Types of synaptic connections