diff --git a/C4/c4_diagrams.md b/C4/c4_diagrams.md
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+# CPython C4 Model Architecture Diagrams
+
+This document contains comprehensive C4 model diagrams for the CPython codebase, from high-level system context down to detailed code structure.
+
+## Level 1: System Context Diagram
+
+```mermaid
+graph TB
+ subgraph "External Users"
+ DEV[Python Developers]
+ SYS[System Administrators]
+ APP[Application Users]
+ end
+
+ subgraph "External Systems"
+ OS[Operating System
Windows/macOS/Linux]
+ FS[File System]
+ NET[Network Services]
+ LIB[Third-party Libraries]
+ EXT[C Extensions]
+ end
+
+ subgraph "CPython System"
+ CPY[CPython Interpreter
Python 3.15]
+ end
+
+ DEV -->|"Writes Python Code"| CPY
+ SYS -->|"Configures & Deploys"| CPY
+ APP -->|"Runs Applications"| CPY
+
+ CPY -->|"System Calls"| OS
+ CPY -->|"File I/O"| FS
+ CPY -->|"Network Operations"| NET
+ CPY -->|"Imports Modules"| LIB
+ CPY -->|"Loads Extensions"| EXT
+
+ OS -->|"Process Management"| CPY
+ FS -->|"File Access"| CPY
+ NET -->|"Network Data"| CPY
+ LIB -->|"Standard Library"| CPY
+ EXT -->|"Native Code"| CPY
+```
+
+## Level 2: Container Diagram
+
+```mermaid
+graph TB
+ subgraph "CPython Runtime System"
+ subgraph "Core Interpreter"
+ PARSER[Parser
PEG Grammar
AST Generation]
+ COMPILER[Compiler
AST to Bytecode
Optimization]
+ VM[Virtual Machine
Bytecode Execution
Tier 1 & Tier 2]
+ end
+
+ subgraph "Runtime Services"
+ GC[Garbage Collector
Reference Counting
Cycle Detection]
+ MEM[Memory Manager
Object Allocation
Free Lists]
+ THREAD[Threading System
GIL Management
Thread States]
+ end
+
+ subgraph "Object System"
+ OBJ[Object Model
Type System
Method Resolution]
+ BUILTIN[Built-in Types
int, str, list, dict
etc.]
+ end
+
+ subgraph "Module System"
+ IMPORT[Import System
Module Loading
Path Resolution]
+ STDLIB[Standard Library
Built-in Modules
Extension Modules]
+ end
+
+ subgraph "C API"
+ CAPI[C API
Extension Interface
Embedding Support]
+ end
+ end
+
+ subgraph "External Dependencies"
+ OS2[Operating System]
+ LIBS[System Libraries]
+ end
+
+ PARSER -->|"AST"| COMPILER
+ COMPILER -->|"Bytecode"| VM
+ VM -->|"Object Operations"| OBJ
+ VM -->|"Memory Requests"| MEM
+ VM -->|"GC Triggers"| GC
+ VM -->|"Thread Management"| THREAD
+
+ OBJ -->|"Type Operations"| BUILTIN
+ IMPORT -->|"Module Loading"| STDLIB
+ IMPORT -->|"Extension Loading"| CAPI
+
+ MEM -->|"System Calls"| OS2
+ THREAD -->|"Thread APIs"| OS2
+ STDLIB -->|"System Libraries"| LIBS
+ CAPI -->|"Extension Interface"| LIBS
+```
+
+## Level 3: Component Diagrams
+
+### Parser Container Components
+
+```mermaid
+graph TB
+ subgraph "Parser Container"
+ TOKENIZER[Tokenizer
Lexical Analysis
Token Generation]
+ PEG[PEG Parser
Grammar Rules
Syntax Analysis]
+ AST[AST Builder
Abstract Syntax Tree
Validation]
+ ERROR[Error Handler
Syntax Errors
Diagnostics]
+ end
+
+ TOKENIZER -->|"Tokens"| PEG
+ PEG -->|"Parse Tree"| AST
+ PEG -->|"Error Info"| ERROR
+ AST -->|"Validated AST"| COMPILER
+```
+
+### Virtual Machine Container Components
+
+```mermaid
+graph TB
+ subgraph "Virtual Machine Container"
+ subgraph "Tier 1 Interpreter"
+ EVAL[Bytecode Evaluator
Main Execution Loop
Opcode Dispatch]
+ FRAME[Frame Management
Call Stack
Local Variables]
+ STACK[Evaluation Stack
Value Storage
Stack Operations]
+ end
+
+ subgraph "Tier 2 Interpreter"
+ UOP[Micro-op Interpreter
Optimized Execution
Superblocks]
+ OPT[Optimizer
Bytecode Analysis
Hot Path Detection]
+ end
+
+ subgraph "Execution Support"
+ BREAK[Eval Breaker
Signal Handling
Interruption]
+ TRACE[Tracing System
Profiling
Debugging]
+ end
+ end
+
+ EVAL -->|"Frame Operations"| FRAME
+ EVAL -->|"Stack Operations"| STACK
+ EVAL -->|"Hot Code Detection"| OPT
+ OPT -->|"Optimized Code"| UOP
+ EVAL -->|"Interruption Checks"| BREAK
+ EVAL -->|"Trace Events"| TRACE
+```
+
+### Object System Container Components
+
+```mermaid
+graph TB
+ subgraph "Object System Container"
+ subgraph "Core Object Model"
+ OBJHDR[Object Header
Reference Count
Type Pointer]
+ TYPE[Type System
Metaclass
Method Resolution]
+ DESC[Descriptor Protocol
Property Access
Method Binding]
+ end
+
+ subgraph "Built-in Types"
+ NUMERIC[Numeric Types
int, float, complex]
+ SEQUENCE[Sequence Types
str, list, tuple]
+ MAPPING[Mapping Types
dict, set]
+ CALLABLE[Callable Types
function, method]
+ end
+
+ subgraph "Special Objects"
+ MODULE[Module Objects
Namespace
Import State]
+ CLASS[Class Objects
Inheritance
Instance Creation]
+ EXCEPTION[Exception Objects
Error Handling
Stack Traces]
+ end
+ end
+
+ OBJHDR -->|"Type Info"| TYPE
+ TYPE -->|"Method Lookup"| DESC
+ TYPE -->|"Instance Creation"| NUMERIC
+ TYPE -->|"Instance Creation"| SEQUENCE
+ TYPE -->|"Instance Creation"| MAPPING
+ TYPE -->|"Instance Creation"| CALLABLE
+ TYPE -->|"Module Creation"| MODULE
+ TYPE -->|"Class Creation"| CLASS
+ TYPE -->|"Exception Creation"| EXCEPTION
+```
+
+### Memory Management Container Components
+
+```mermaid
+graph TB
+ subgraph "Memory Management Container"
+ subgraph "Allocation"
+ ALLOC[Object Allocator
Memory Pools
Arena Management]
+ FREELIST[Free Lists
Object Reuse
Size Classes]
+ ARENA[Arena Manager
Memory Blocks
Fragmentation Control]
+ end
+
+ subgraph "Garbage Collection"
+ REFCOUNT[Reference Counting
Immediate Deallocation
Cycle Detection]
+ GENERATIONAL[Generational GC
Young/Old Generations
Collection Cycles]
+ WEAKREF[Weak References
Non-owning References
Callback System]
+ end
+
+ subgraph "Memory Tracking"
+ TRACEMALLOC[Tracemalloc
Memory Profiling
Allocation Tracking]
+ DEBUG[Debug Allocator
Memory Validation
Leak Detection]
+ end
+ end
+
+ ALLOC -->|"Memory Requests"| ARENA
+ ALLOC -->|"Object Reuse"| FREELIST
+ REFCOUNT -->|"Cycle Detection"| GENERATIONAL
+ GENERATIONAL -->|"Weak References"| WEAKREF
+ ALLOC -->|"Allocation Events"| TRACEMALLOC
+ ALLOC -->|"Validation"| DEBUG
+```
+
+## Level 4: Code Diagrams
+
+### Bytecode Evaluator Component Code Structure
+
+```mermaid
+graph TB
+ subgraph "Bytecode Evaluator Code"
+ subgraph "Core Files"
+ CEVAL["ceval.c
Main evaluation loop
Opcode dispatch"]
+ BYTECODES["bytecodes.c
Opcode definitions
Instruction semantics"]
+ MACROS["ceval_macros.h
Evaluation macros
Stack operations"]
+ end
+
+ subgraph "Optimization"
+ SPECIALIZE["specialize.c
Adaptive specialization
Type specialization"]
+ OPTIMIZER["optimizer.c
Bytecode optimization
Hot path analysis"]
+ CASES["generated_cases.c.h
Generated opcode cases
Fast paths"]
+ end
+
+ subgraph "Tier 2"
+ TIER2["tier2_engine.md
Micro-op interpreter
Superblock execution"]
+ UOP["optimizer_bytecodes.c
Micro-op definitions
Tier 2 IR"]
+ end
+ end
+
+ CEVAL -->|"Opcode Definitions"| BYTECODES
+ CEVAL -->|"Macro Usage"| MACROS
+ CEVAL -->|"Specialization"| SPECIALIZE
+ SPECIALIZE -->|"Optimized Code"| OPTIMIZER
+ OPTIMIZER -->|"Generated Cases"| CASES
+ OPTIMIZER -->|"Tier 2 Code"| TIER2
+ TIER2 -->|"Micro-ops"| UOP
+```
+
+### Parser Component Code Structure
+
+```mermaid
+graph TB
+ subgraph "Parser Component Code"
+ subgraph "Core Parser"
+ PEGEN["pegen.c
PEG parser implementation
Grammar execution"]
+ PEGAPI["peg_api.c
Parser API
AST generation"]
+ GRAMMAR["python.gram
Grammar definition
PEG rules"]
+ end
+
+ subgraph "Tokenization"
+ TOKEN["token.c
Token definitions
Token types"]
+ LEXER["lexer/
Lexical analysis
Token generation"]
+ end
+
+ subgraph "AST"
+ ASDL["Python.asdl
AST definition
Node types"]
+ ASTC["asdl_c.py
AST code generation
C structures"]
+ end
+ end
+
+ PEGEN -->|"Grammar Rules"| GRAMMAR
+ PEGAPI -->|"Parser Calls"| PEGEN
+ PEGEN -->|"Token Stream"| TOKEN
+ TOKEN -->|"Lexical Analysis"| LEXER
+ PEGEN -->|"AST Nodes"| ASDL
+ ASDL -->|"Code Generation"| ASTC
+```
+
+### Object System Component Code Structure
+
+```mermaid
+graph TB
+ subgraph "Object System Component Code"
+ subgraph "Core Objects"
+ OBJECT["object.c
Base object implementation
Reference counting"]
+ TYPEOBJ["typeobject.c
Type system
Metaclass implementation"]
+ DESCR["descrobject.c
Descriptor protocol
Property access"]
+ end
+
+ subgraph "Built-in Types"
+ LONG["longobject.c
Arbitrary precision integers"]
+ UNICODE["unicodeobject.c
String implementation
UTF-8/UTF-16"]
+ DICT["dictobject.c
Dictionary implementation
Hash tables"]
+ LIST["listobject.c
Dynamic arrays
List operations"]
+ end
+
+ subgraph "Function Objects"
+ FUNC["funcobject.c
Function objects
Closure support"]
+ METHOD["methodobject.c
Method objects
Bound methods"]
+ CLASS["classobject.c
Class objects
Inheritance"]
+ end
+ end
+
+ OBJECT -->|"Base Type"| TYPEOBJ
+ TYPEOBJ -->|"Descriptor Access"| DESCR
+ TYPEOBJ -->|"Type Creation"| LONG
+ TYPEOBJ -->|"Type Creation"| UNICODE
+ TYPEOBJ -->|"Type Creation"| DICT
+ TYPEOBJ -->|"Type Creation"| LIST
+ TYPEOBJ -->|"Callable Types"| FUNC
+ FUNC -->|"Method Binding"| METHOD
+ TYPEOBJ -->|"Class Creation"| CLASS
+```
+
+### Memory Management Component Code Structure
+
+```mermaid
+graph TB
+ subgraph "Memory Management Component Code"
+ subgraph "Allocation"
+ PYMEM["pymem.c
Memory allocator
Arena management"]
+ OBJIMPL["objimpl.h
Object allocation
Type-specific allocators"]
+ ARENA["pyarena.c
Arena allocator
Block management"]
+ end
+
+ subgraph "Garbage Collection"
+ GC["gc.c
Reference counting
Cycle detection"]
+ GCTHREAD["gc_free_threading.c
Free-threaded GC
Concurrent collection"]
+ WEAKREF["weakrefobject.c
Weak references
Callback system"]
+ end
+
+ subgraph "Memory Tracking"
+ TRACE["tracemalloc.c
Memory profiling
Allocation tracking"]
+ DEBUG["pydebug.h
Debug macros
Memory validation"]
+ end
+ end
+
+ PYMEM -->|"Object Allocation"| OBJIMPL
+ PYMEM -->|"Arena Management"| ARENA
+ OBJIMPL -->|"GC Integration"| GC
+ GC -->|"Concurrent GC"| GCTHREAD
+ GC -->|"Weak References"| WEAKREF
+ PYMEM -->|"Allocation Tracking"| TRACE
+ PYMEM -->|"Debug Validation"| DEBUG
+```
+
+## Key Architectural Patterns
+
+### 1. Layered Architecture
+- **Parser Layer**: Converts source code to AST
+- **Compiler Layer**: Transforms AST to bytecode
+- **VM Layer**: Executes bytecode
+- **Object Layer**: Manages Python objects
+- **Memory Layer**: Handles allocation and garbage collection
+
+### 2. Interpreter Pattern
+- **Tier 1**: Traditional bytecode interpreter with adaptive specialization
+- **Tier 2**: Micro-op interpreter for hot code paths
+- **JIT**: Future machine code generation for performance-critical code
+
+### 3. Object-Oriented Design
+- **Everything is an Object**: All Python values are objects
+- **Type System**: Dynamic typing with runtime type checking
+- **Method Resolution**: Dynamic method lookup and binding
+
+### 4. Memory Management
+- **Reference Counting**: Immediate deallocation for most objects
+- **Generational GC**: Cycle detection for complex object graphs
+- **Arena Allocation**: Efficient memory management for small objects
+
+### 5. Extension System
+- **C API**: Rich interface for C extensions
+- **Module System**: Dynamic loading of Python and C modules
+- **Import System**: Flexible module discovery and loading
+
+## Performance Optimizations
+
+### 1. Adaptive Specialization
+- **Type Specialization**: Optimized code paths for common types
+- **Inline Caching**: Fast method and attribute access
+- **Superinstructions**: Combined bytecode operations
+
+### 2. Memory Optimizations
+- **Free Lists**: Object reuse to reduce allocation overhead
+- **Arena Allocation**: Reduced fragmentation and improved locality
+- **Copy-on-Write**: Efficient string and tuple operations
+
+### 3. Execution Optimizations
+- **Computed Gotos**: Fast opcode dispatch
+- **Stack Caching**: Reduced memory access for local variables
+- **Tier 2 Interpreter**: Optimized execution for hot code paths
+
+This comprehensive C4 model provides a complete view of the CPython architecture, from high-level system interactions down to detailed code structure, enabling effective contribution to the CPython codebase.
diff --git a/C4/extended_c4_flowcharts.md b/C4/extended_c4_flowcharts.md
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+# CPython Extended C4 Model with Detailed Execution Flowcharts
+
+This document extends the original C4 model with detailed flowcharts showing the complete execution flow from Python source code to the lowest level, including specific file names and function calls.
+
+## Level 1: System Context with Execution Flow
+
+```mermaid
+graph TB
+ subgraph "External Users"
+ DEV[Python Developers
Writing Python Code]
+ end
+
+ subgraph "CPython System - Complete Execution Flow"
+ MAIN[Program Entry Point
Programs/python.c:main()]
+ PYTHONRUN[Python Runtime
Python/pythonrun.c]
+ PARSER[Parser System
Parser/]
+ COMPILER[Compiler System
Python/compile.c]
+ VM[Virtual Machine
Python/ceval.c]
+ OBJECTS[Object System
Objects/]
+ MEMORY[Memory Management
Python/gc.c, pymem.c]
+ end
+
+ DEV -->|"Python Source Code"| MAIN
+ MAIN -->|"Py_Main()"| PYTHONRUN
+ PYTHONRUN -->|"Parse & Compile"| PARSER
+ PARSER -->|"AST"| COMPILER
+ COMPILER -->|"Bytecode"| VM
+ VM -->|"Object Operations"| OBJECTS
+ OBJECTS -->|"Memory Requests"| MEMORY
+```
+
+## Level 2: Container Diagram with File-Level Flow
+
+```mermaid
+graph TB
+ subgraph "CPython Execution Pipeline"
+ subgraph "Entry & Runtime"
+ MAIN_FILE["Programs/python.c
main() → Py_Main()"]
+ RUN_FILE["Python/pythonrun.c
PyRun_AnyFileObject()"]
+ end
+
+ subgraph "Parsing Pipeline"
+ PARSE_API["Parser/peg_api.c
_PyParser_ASTFromString()"]
+ PEGEN["Parser/pegen.c
_PyPegen_run_parser()"]
+ TOKENIZER["Parser/tokenizer/
Token Generation"]
+ GRAMMAR["Grammar/python.gram
PEG Grammar Rules"]
+ end
+
+ subgraph "Compilation Pipeline"
+ COMPILE["Python/compile.c
_PyAST_Compile()"]
+ CODEGEN["Python/codegen.c
Instruction Generation"]
+ FLOWGRAPH["Python/flowgraph.c
Control Flow Graph"]
+ ASSEMBLER["Python/assemble.c
Bytecode Assembly"]
+ end
+
+ subgraph "Execution Pipeline"
+ CEVAL["Python/ceval.c
_PyEval_EvalFrameDefault()"]
+ OPTIMIZER["Python/optimizer.c
_PyOptimizer_Optimize()"]
+ BYTECODES["Python/bytecodes.c
Opcode Definitions"]
+ end
+
+ subgraph "Object & Memory"
+ OBJECTS_FILE["Objects/object.c
PyObject Operations"]
+ GC_FILE["Python/gc.c
Garbage Collection"]
+ MEM_FILE["Python/pymem.c
Memory Allocation"]
+ end
+ end
+
+ MAIN_FILE -->|"File Processing"| RUN_FILE
+ RUN_FILE -->|"Source → AST"| PARSE_API
+ PARSE_API -->|"Parse Tree"| PEGEN
+ PEGEN -->|"Tokens"| TOKENIZER
+ TOKENIZER -->|"Grammar Rules"| GRAMMAR
+ PEGEN -->|"AST"| COMPILE
+ COMPILE -->|"Instructions"| CODEGEN
+ CODEGEN -->|"CFG"| FLOWGRAPH
+ FLOWGRAPH -->|"Bytecode"| ASSEMBLER
+ ASSEMBLER -->|"CodeObject"| CEVAL
+ CEVAL -->|"Hot Code"| OPTIMIZER
+ CEVAL -->|"Opcode Dispatch"| BYTECODES
+ CEVAL -->|"Object Creation"| OBJECTS_FILE
+ OBJECTS_FILE -->|"GC Triggers"| GC_FILE
+ OBJECTS_FILE -->|"Memory Requests"| MEM_FILE
+```
+
+## Level 3: Detailed Execution Flowcharts
+
+### Complete Python Code Execution Flow
+
+```mermaid
+flowchart TD
+ START([Python Source Code
print('Hello World')]) --> MAIN_ENTRY[Programs/python.c:main]
+
+ MAIN_ENTRY --> PY_MAIN[Py_Main in Python/pythonrun.c]
+ PY_MAIN --> RUN_FILE[PyRun_AnyFileObject]
+
+ RUN_FILE --> CHECK_INTERACTIVE{Interactive Mode?}
+ CHECK_INTERACTIVE -->|Yes| INTERACTIVE[PyRun_InteractiveLoopObject]
+ CHECK_INTERACTIVE -->|No| SIMPLE_FILE[PyRun_SimpleFileObject]
+
+ INTERACTIVE --> PARSE_STRING[PyRun_StringFlagsWithName]
+ SIMPLE_FILE --> PARSE_STRING
+
+ PARSE_STRING --> PARSE_API[Parser/peg_api.c:
_PyParser_ASTFromString]
+
+ PARSE_API --> TOKENIZE[Parser/tokenizer/tokenizer.c:
_PyTokenizer_FromString]
+ TOKENIZE --> TOKENS[Token Stream]
+
+ TOKENS --> PEG_PARSE[Parser/pegen.c:
_PyPegen_run_parser]
+ PEG_PARSE --> GRAMMAR_CHECK[Grammar/python.gram:
PEG Grammar Rules]
+ GRAMMAR_CHECK --> AST_BUILD[AST Construction]
+
+ AST_BUILD --> AST_VALIDATE[AST Validation]
+ AST_VALIDATE --> COMPILE_ENTRY[Python/compile.c:
_PyAST_Compile]
+
+ COMPILE_ENTRY --> SYMTABLE[Python/symtable.c:
Symbol Table Building]
+ SYMTABLE --> CODEGEN_ENTRY[Python/codegen.c:
Instruction Generation]
+
+ CODEGEN_ENTRY --> FLOWGRAPH_BUILD[Python/flowgraph.c:
Control Flow Graph]
+ FLOWGRAPH_BUILD --> OPTIMIZE[Python/assemble.c:
Optimize and Assemble]
+ OPTIMIZE --> BYTECODE[Bytecode Generation]
+
+ BYTECODE --> CODE_OBJECT[PyCodeObject Creation]
+ CODE_OBJECT --> EXEC_ENTRY[Python/pythonrun.c:
run_eval_code_obj]
+
+ EXEC_ENTRY --> EVAL_CODE[Python/ceval.c:
PyEval_EvalCode]
+ EVAL_CODE --> FRAME_CREATE[Frame Creation]
+ FRAME_CREATE --> EVAL_FRAME[Python/ceval.c:
_PyEval_EvalFrameDefault]
+
+ EVAL_FRAME --> OPCODE_LOOP[Main Opcode Loop]
+ OPCODE_LOOP --> DISPATCH[Opcode Dispatch
Python/bytecodes.c]
+
+ DISPATCH --> CHECK_HOT{Hot Code?}
+ CHECK_HOT -->|Yes| OPTIMIZER[Python/optimizer.c:
_PyOptimizer_Optimize]
+ CHECK_HOT -->|No| EXECUTE_OP[Execute Opcode]
+
+ OPTIMIZER --> TIER2[Python/tier2_engine.md:
Tier 2 Interpreter]
+ TIER2 --> EXECUTE_OP
+
+ EXECUTE_OP --> OBJECT_OPS[Objects/object.c:
Object Operations]
+ OBJECT_OPS --> MEMORY_ALLOC[Python/pymem.c:
Memory Allocation]
+ MEMORY_ALLOC --> GC_CHECK[Python/gc.c:
Garbage Collection]
+
+ GC_CHECK --> STACK_UPDATE[Stack Operations]
+ STACK_UPDATE --> NEXT_OPCODE{More Opcodes?}
+ NEXT_OPCODE -->|Yes| OPCODE_LOOP
+ NEXT_OPCODE -->|No| RETURN_RESULT[Return Result]
+
+ RETURN_RESULT --> END([Execution Complete])
+```
+
+### Parser Detailed Flow
+
+```mermaid
+flowchart TD
+ SOURCE[Python Source Code] --> PARSE_API[Parser/peg_api.c:
_PyParser_ASTFromString]
+
+ PARSE_API --> AUDIT_CHECK[PySys_Audit Check]
+ AUDIT_CHECK --> PEGEN_CALL[Parser/pegen.c:
_PyPegen_run_parser_from_string]
+
+ PEGEN_CALL --> TOKENIZER_CREATE[Parser/tokenizer/tokenizer.c:
_PyTokenizer_FromString]
+ TOKENIZER_CREATE --> TOKEN_STATE[Token State Creation]
+
+ TOKEN_STATE --> PARSER_NEW[Parser/pegen.c:
_PyPegen_Parser_New]
+ PARSER_NEW --> PARSER_RUN[Parser/pegen.c:
_PyPegen_run_parser]
+
+ PARSER_RUN --> PARSE_LOOP[Parse Loop]
+ PARSE_LOOP --> GRAMMAR_RULES[Grammar/python.gram:
PEG Rules]
+
+ GRAMMAR_RULES --> TOKEN_MATCH[Token Matching]
+ TOKEN_MATCH --> AST_NODE[AST Node Creation]
+
+ AST_NODE --> VALIDATE_AST[AST Validation
Parser/asdl_c.py]
+ VALIDATE_AST --> AST_COMPLETE[Complete AST]
+
+ AST_COMPLETE --> RETURN_AST[Return AST to Compiler]
+```
+
+### Compiler Detailed Flow
+
+```mermaid
+flowchart TD
+ AST_INPUT[AST from Parser] --> COMPILE_ENTRY[Python/compile.c:
_PyAST_Compile]
+
+ COMPILE_ENTRY --> ARENA_CREATE[PyArena Creation]
+ ARENA_CREATE --> COMPILER_NEW[new_compiler]
+
+ COMPILER_NEW --> FUTURE_CHECK[Python/future.c:
Future Statement Check]
+ FUTURE_CHECK --> SYMTABLE_BUILD[Python/symtable.c:
Symbol Table Building]
+
+ SYMTABLE_BUILD --> COMPILER_MOD[compiler_mod]
+ COMPILER_MOD --> CODEGEN_CALL[compiler_codegen]
+
+ CODEGEN_CALL --> CODEGEN_ENTRY[Python/codegen.c:
_PyCodegen_Module]
+ CODEGEN_ENTRY --> INSTR_GEN[Instruction Generation]
+
+ INSTR_GEN --> FLOWGRAPH_BUILD[Python/flowgraph.c:
CFG Building]
+ FLOWGRAPH_BUILD --> OPTIMIZE_ASSEMBLE[Python/assemble.c:
optimize_and_assemble]
+
+ OPTIMIZE_ASSEMBLE --> BYTECODE_GEN[Bytecode Generation]
+ BYTECODE_GEN --> CODE_OBJECT_CREATE[PyCodeObject Creation]
+
+ CODE_OBJECT_CREATE --> RETURN_CODE[Return CodeObject]
+```
+
+### Virtual Machine Execution Flow
+
+```mermaid
+flowchart TD
+ CODE_OBJECT[PyCodeObject] --> EVAL_ENTRY[Python/ceval.c:
PyEval_EvalCode]
+
+ EVAL_ENTRY --> FRAME_CREATE[Frame Creation
Python/frame.c]
+ FRAME_CREATE --> EVAL_FRAME[Python/ceval.c:
_PyEval_EvalFrameDefault]
+
+ EVAL_FRAME --> RECURSION_CHECK[Recursion Check]
+ RECURSION_CHECK --> FRAME_SETUP[Frame Setup]
+
+ FRAME_SETUP --> OPCODE_LOOP[Main Opcode Loop]
+ OPCODE_LOOP --> FETCH_OPCODE[Fetch Opcode]
+
+ FETCH_OPCODE --> DISPATCH[Opcode Dispatch
Python/bytecodes.c]
+ DISPATCH --> SPECIALIZE{Specialized?}
+
+ SPECIALIZE -->|Yes| SPECIALIZED_EXEC[Specialized Execution
Python/specialize.c]
+ SPECIALIZE -->|No| GENERIC_EXEC[Generic Execution]
+
+ SPECIALIZED_EXEC --> HOT_CHECK{Hot Code?}
+ GENERIC_EXEC --> HOT_CHECK
+
+ HOT_CHECK -->|Yes| OPTIMIZER_CALL[Python/optimizer.c:
_PyOptimizer_Optimize]
+ HOT_CHECK -->|No| EXECUTE_INSTR[Execute Instruction]
+
+ OPTIMIZER_CALL --> TIER2_CREATE[Tier 2 Executor Creation]
+ TIER2_CREATE --> TIER2_EXEC[Python/tier2_engine.md:
Tier 2 Execution]
+ TIER2_EXEC --> EXECUTE_INSTR
+
+ EXECUTE_INSTR --> OBJECT_CREATE[Objects/object.c:
Object Creation]
+ OBJECT_CREATE --> MEMORY_ALLOC[Python/pymem.c:
Memory Allocation]
+
+ MEMORY_ALLOC --> GC_TRIGGER[Python/gc.c:
GC Check]
+ GC_TRIGGER --> STACK_OP[Stack Operations]
+
+ STACK_OP --> EXCEPTION_CHECK{Exception?}
+ EXCEPTION_CHECK -->|Yes| EXCEPTION_HANDLE[Exception Handling]
+ EXCEPTION_CHECK -->|No| NEXT_INSTR{More Instructions?}
+
+ EXCEPTION_HANDLE --> UNWIND[Stack Unwinding]
+ UNWIND --> NEXT_INSTR
+
+ NEXT_INSTR -->|Yes| OPCODE_LOOP
+ NEXT_INSTR -->|No| RETURN_VALUE[Return Value]
+```
+
+### Memory Management Flow
+
+```mermaid
+flowchart TD
+ ALLOC_REQUEST[Memory Allocation Request] --> ALLOC_ENTRY[Python/pymem.c:
_PyObject_Malloc]
+
+ ALLOC_ENTRY --> SIZE_CHECK{Object Size?}
+ SIZE_CHECK -->|Small| SMALL_ALLOC[Small Object Allocator]
+ SIZE_CHECK -->|Large| LARGE_ALLOC[Large Object Allocator]
+
+ SMALL_ALLOC --> POOL_CHECK[Pool Check]
+ POOL_CHECK --> FREE_LIST{Free List Available?}
+ FREE_LIST -->|Yes| REUSE_OBJECT[Reuse Object from Free List]
+ FREE_LIST -->|No| NEW_ALLOC[New Allocation]
+
+ LARGE_ALLOC --> ARENA_ALLOC[Python/pyarena.c:
Arena Allocation]
+ ARENA_ALLOC --> NEW_ALLOC
+
+ NEW_ALLOC --> SYSTEM_MALLOC[System malloc]
+ SYSTEM_MALLOC --> OBJECT_INIT[Object Initialization]
+
+ REUSE_OBJECT --> OBJECT_INIT
+ OBJECT_INIT --> GC_TRACK[Python/gc.c:
GC Tracking]
+
+ GC_TRACK --> REF_COUNT[Reference Counting]
+ REF_COUNT --> GC_CHECK{GC Needed?}
+
+ GC_CHECK -->|Yes| GC_COLLECT[Python/gc.c:
_PyGC_Collect]
+ GC_CHECK -->|No| RETURN_OBJECT[Return Object]
+
+ GC_COLLECT --> GENERATION_CHECK[Generation Check]
+ GENERATION_CHECK --> CYCLE_DETECT[Cycle Detection]
+ CYCLE_DETECT --> FINALIZE[Object Finalization]
+ FINALIZE --> FREE_MEMORY[Free Memory]
+ FREE_MEMORY --> RETURN_OBJECT
+```
+
+### Object System Flow
+
+```mermaid
+flowchart TD
+ OBJECT_CREATE[Object Creation Request] --> TYPE_LOOKUP[Type Lookup
Objects/typeobject.c]
+
+ TYPE_LOOKUP --> ALLOC_OBJECT[Objects/object.c:
_PyObject_New]
+ ALLOC_OBJECT --> INIT_OBJECT[Object Initialization]
+
+ INIT_OBJECT --> REF_COUNT_INIT[Reference Count = 1]
+ REF_COUNT_INIT --> TYPE_SET[Set Object Type]
+
+ TYPE_SET --> METHOD_RESOLUTION[Method Resolution Order
Objects/typeobject.c]
+ METHOD_RESOLUTION --> DESCRIPTOR_CHECK[Descriptor Protocol
Objects/descrobject.c]
+
+ DESCRIPTOR_CHECK --> ATTRIBUTE_ACCESS[Attribute Access]
+ ATTRIBUTE_ACCESS --> OPERATION_EXEC[Operation Execution]
+
+ OPERATION_EXEC --> REF_COUNT_UPDATE[Reference Count Update]
+ REF_COUNT_UPDATE --> GC_CHECK{GC Object?}
+
+ GC_CHECK -->|Yes| GC_TRACK[Python/gc.c:
GC Tracking]
+ GC_CHECK -->|No| OPERATION_COMPLETE[Operation Complete]
+
+ GC_TRACK --> OPERATION_COMPLETE
+ OPERATION_COMPLETE --> RETURN_RESULT[Return Result]
+```
+
+## Level 4: File-Level Code Structure with Execution Paths
+
+### Main Entry Point Code Flow
+
+```mermaid
+graph TB
+ subgraph "Programs/python.c"
+ MAIN_FUNC["main()
Entry Point"]
+ PY_MAIN_CALL["Py_Main()
Main Python Function"]
+ end
+
+ subgraph "Python/pythonrun.c"
+ PY_MAIN_IMPL["Py_Main()
Implementation"]
+ RUN_ANY_FILE["PyRun_AnyFileObject()
File Processing"]
+ RUN_STRING["PyRun_StringFlagsWithName()
String Processing"]
+ RUN_MOD["run_mod()
Module Execution"]
+ end
+
+ subgraph "Parser/peg_api.c"
+ PARSE_AST["_PyParser_ASTFromString()
AST Generation"]
+ end
+
+ subgraph "Python/compile.c"
+ AST_COMPILE["_PyAST_Compile()
Compilation"]
+ COMPILER_MOD["compiler_mod()
Module Compilation"]
+ end
+
+ subgraph "Python/ceval.c"
+ EVAL_CODE["PyEval_EvalCode()
Code Evaluation"]
+ EVAL_FRAME["_PyEval_EvalFrameDefault()
Frame Evaluation"]
+ end
+
+ MAIN_FUNC --> PY_MAIN_CALL
+ PY_MAIN_CALL --> PY_MAIN_IMPL
+ PY_MAIN_IMPL --> RUN_ANY_FILE
+ RUN_ANY_FILE --> RUN_STRING
+ RUN_STRING --> PARSE_AST
+ PARSE_AST --> AST_COMPILE
+ AST_COMPILE --> COMPILER_MOD
+ COMPILER_MOD --> RUN_MOD
+ RUN_MOD --> EVAL_CODE
+ EVAL_CODE --> EVAL_FRAME
+```
+
+### Parser Code Flow
+
+```mermaid
+graph TB
+ subgraph "Parser/peg_api.c"
+ PARSE_STRING["_PyParser_ASTFromString()"]
+ PARSE_FILE["_PyParser_ASTFromFile()"]
+ end
+
+ subgraph "Parser/pegen.c"
+ PEGEN_RUN["_PyPegen_run_parser()"]
+ PEGEN_STRING["_PyPegen_run_parser_from_string()"]
+ PEGEN_FILE["_PyPegen_run_parser_from_file_pointer()"]
+ end
+
+ subgraph "Parser/tokenizer/"
+ TOKENIZER_STRING["_PyTokenizer_FromString()"]
+ TOKENIZER_FILE["_PyTokenizer_FromFile()"]
+ TOKENIZER_FREE["_PyTokenizer_Free()"]
+ end
+
+ subgraph "Grammar/python.gram"
+ GRAMMAR_RULES["PEG Grammar Rules"]
+ end
+
+ PARSE_STRING --> PEGEN_STRING
+ PARSE_FILE --> PEGEN_FILE
+ PEGEN_STRING --> TOKENIZER_STRING
+ PEGEN_FILE --> TOKENIZER_FILE
+ TOKENIZER_STRING --> PEGEN_RUN
+ TOKENIZER_FILE --> PEGEN_RUN
+ PEGEN_RUN --> GRAMMAR_RULES
+ PEGEN_RUN --> TOKENIZER_FREE
+```
+
+### Compiler Code Flow
+
+```mermaid
+graph TB
+ subgraph "Python/compile.c"
+ AST_COMPILE["_PyAST_Compile()"]
+ COMPILER_NEW["new_compiler()"]
+ COMPILER_MOD["compiler_mod()"]
+ COMPILER_CODEGEN["compiler_codegen()"]
+ end
+
+ subgraph "Python/symtable.c"
+ SYMTABLE_BUILD["PySymtable_Build()"]
+ SYMTABLE_ENTRY["PySTEntry_*"]
+ end
+
+ subgraph "Python/codegen.c"
+ CODEGEN_MODULE["_PyCodegen_Module()"]
+ CODEGEN_EXPR["_PyCodegen_Expression()"]
+ INSTR_GEN["Instruction Generation"]
+ end
+
+ subgraph "Python/flowgraph.c"
+ CFG_BUILD["_PyCfg_FromInstructionSequence()"]
+ CFG_OPTIMIZE["CFG Optimization"]
+ end
+
+ subgraph "Python/assemble.c"
+ OPTIMIZE_ASSEMBLE["optimize_and_assemble()"]
+ BYTECODE_ASSEMBLE["Bytecode Assembly"]
+ end
+
+ AST_COMPILE --> COMPILER_NEW
+ COMPILER_NEW --> SYMTABLE_BUILD
+ SYMTABLE_BUILD --> SYMTABLE_ENTRY
+ SYMTABLE_ENTRY --> COMPILER_MOD
+ COMPILER_MOD --> COMPILER_CODEGEN
+ COMPILER_CODEGEN --> CODEGEN_MODULE
+ CODEGEN_MODULE --> INSTR_GEN
+ INSTR_GEN --> CFG_BUILD
+ CFG_BUILD --> CFG_OPTIMIZE
+ CFG_OPTIMIZE --> OPTIMIZE_ASSEMBLE
+ OPTIMIZE_ASSEMBLE --> BYTECODE_ASSEMBLE
+```
+
+### Virtual Machine Code Flow
+
+```mermaid
+graph TB
+ subgraph "Python/ceval.c"
+ EVAL_CODE["PyEval_EvalCode()"]
+ EVAL_FRAME["_PyEval_EvalFrameDefault()"]
+ OPCODE_LOOP["Main Opcode Loop"]
+ DISPATCH["Opcode Dispatch"]
+ end
+
+ subgraph "Python/bytecodes.c"
+ OPCODE_DEFS["Opcode Definitions"]
+ SPECIALIZED_CASES["Specialized Cases"]
+ end
+
+ subgraph "Python/specialize.c"
+ SPECIALIZE_OP["Specialization Logic"]
+ ADAPTIVE_SPEC["Adaptive Specialization"]
+ end
+
+ subgraph "Python/optimizer.c"
+ OPTIMIZER_OPT["_PyOptimizer_Optimize()"]
+ TRACE_BUILD["Trace Building"]
+ TIER2_CREATE["Tier 2 Executor Creation"]
+ end
+
+ subgraph "Python/tier2_engine.md"
+ TIER2_EXEC["Tier 2 Execution"]
+ MICRO_OPS["Micro-op Interpreter"]
+ end
+
+ EVAL_CODE --> EVAL_FRAME
+ EVAL_FRAME --> OPCODE_LOOP
+ OPCODE_LOOP --> DISPATCH
+ DISPATCH --> OPCODE_DEFS
+ OPCODE_DEFS --> SPECIALIZED_CASES
+ SPECIALIZED_CASES --> SPECIALIZE_OP
+ SPECIALIZE_OP --> ADAPTIVE_SPEC
+ ADAPTIVE_SPEC --> OPTIMIZER_OPT
+ OPTIMIZER_OPT --> TRACE_BUILD
+ TRACE_BUILD --> TIER2_CREATE
+ TIER2_CREATE --> TIER2_EXEC
+ TIER2_EXEC --> MICRO_OPS
+```
+
+## Key Execution Paths Summary
+
+### 1. **Source Code to Execution Path**
+```
+Programs/python.c:main()
+ ↓
+Python/pythonrun.c:Py_Main()
+ ↓
+Python/pythonrun.c:PyRun_AnyFileObject()
+ ↓
+Parser/peg_api.c:_PyParser_ASTFromString()
+ ↓
+Parser/pegen.c:_PyPegen_run_parser()
+ ↓
+Python/compile.c:_PyAST_Compile()
+ ↓
+Python/ceval.c:PyEval_EvalCode()
+ ↓
+Python/ceval.c:_PyEval_EvalFrameDefault()
+```
+
+### 2. **Memory Allocation Path**
+```
+Objects/object.c:_PyObject_New()
+ ↓
+Python/pymem.c:_PyObject_Malloc()
+ ↓
+Python/gc.c:_PyObject_GC_Link()
+ ↓
+Python/pyarena.c:Arena Management
+```
+
+### 3. **Optimization Path**
+```
+Python/ceval.c:Hot Code Detection
+ ↓
+Python/optimizer.c:_PyOptimizer_Optimize()
+ ↓
+Python/tier2_engine.md:Tier 2 Execution
+ ↓
+Python/jit.c:JIT Compilation (Future)
+```
+
+This comprehensive flowchart shows the complete execution path from Python source code through parsing, compilation, optimization, and execution, with specific file names and function calls at each level.