Spaces:
Sleeping
Sleeping
| """ | |
| TCL Compiler - Compiles TCL expressions into executable forms | |
| The TCL compiler transforms parsed expressions into executable bytecode | |
| that can be interpreted by the TCL runtime. It handles: | |
| - Symbol resolution and validation | |
| - Causal relationship compilation | |
| - Constraint compilation | |
| - Mathematical operation compilation | |
| - Cognitive enhancement compilation | |
| """ | |
| from typing import Dict, List, Any, Optional, Tuple | |
| from dataclasses import dataclass, field | |
| from enum import Enum | |
| import hashlib | |
| from .tcl_parser import ParsedExpression, TCLParseError | |
| from .tcl_symbols import TCLSymbol, SymbolType, ConceptGraph, CausalityMap | |
| class ByteCodeType(Enum): | |
| """Types of TCL bytecode operations""" | |
| LOAD_SYMBOL = "load_symbol" | |
| STORE_SYMBOL = "store_symbol" | |
| CAUSAL_LINK = "causal_link" | |
| CONSTRAINT_APPLY = "constraint_apply" | |
| MATH_OPERATION = "math_operation" | |
| CONCEPT_MERGE = "concept_merge" | |
| COMPRESS = "compress" | |
| ENHANCE = "enhance" | |
| PREDICT = "predict" | |
| JUMP = "jump" | |
| JUMP_IF = "jump_if" | |
| RETURN = "return" | |
| HALT = "halt" | |
| class ByteCodeInstruction: | |
| """A single TCL bytecode instruction""" | |
| opcode: ByteCodeType | |
| operands: List[Any] = field(default_factory=list) | |
| position: Tuple[int, int] = (0, 0) # (line, column) | |
| def __str__(self): | |
| return f"{self.opcode.value} {' '.join(map(str, self.operands))}" | |
| class CompiledTCL: | |
| """Compiled TCL program with bytecode and metadata""" | |
| instructions: List[ByteCodeInstruction] | |
| symbol_table: Dict[str, TCLSymbol] | |
| metadata: Dict[str, Any] | |
| entry_point: int = 0 | |
| def get_instruction_count(self) -> int: | |
| return len(self.instructions) | |
| def get_symbol_count(self) -> int: | |
| return len(self.symbol_table) | |
| class TCLCompilationError(Exception): | |
| """Exception raised during TCL compilation""" | |
| pass | |
| class TCLCompiler: | |
| """Compiler for Thought-Compression Language expressions""" | |
| def __init__(self): | |
| self.current_symbol_table: Dict[str, TCLSymbol] = {} | |
| self.constant_pool: Dict[str, Any] = {} | |
| self.label_map: Dict[str, int] = {} | |
| self.next_label_id = 0 | |
| def compile(self, expressions: List[ParsedExpression], | |
| context: Any = None) -> CompiledTCL: | |
| """ | |
| Compile TCL expressions into bytecode | |
| Args: | |
| expressions: Parsed TCL expressions | |
| context: TCL execution context | |
| Returns: | |
| Compiled TCL program | |
| Raises: | |
| TCLCompilationError: If compilation fails | |
| """ | |
| self.current_symbol_table.clear() | |
| self.constant_pool.clear() | |
| self.label_map.clear() | |
| self.next_label_id = 0 | |
| instructions = [] | |
| metadata = { | |
| 'expression_count': len(expressions), | |
| 'compilation_timestamp': hashlib.md5(str(expressions).encode()).hexdigest()[:8], | |
| 'complexity_score': self._calculate_complexity(expressions) | |
| } | |
| # Phase 1: Symbol resolution and table building | |
| self._build_symbol_table(expressions) | |
| # Phase 2: Generate bytecode | |
| for expr in expressions: | |
| expr_instructions = self._compile_expression(expr) | |
| instructions.extend(expr_instructions) | |
| # Phase 3: Optimize and finalize | |
| optimized_instructions = self._optimize_instructions(instructions) | |
| return CompiledTCL( | |
| instructions=optimized_instructions, | |
| symbol_table=self.current_symbol_table.copy(), | |
| metadata=metadata | |
| ) | |
| def _calculate_complexity(self, expressions: List[ParsedExpression]) -> float: | |
| """Calculate the complexity score of expressions""" | |
| if not expressions: | |
| return 0.0 | |
| total_complexity = 0.0 | |
| for expr in expressions: | |
| expr_complexity = 0.0 | |
| # Base complexity by type | |
| type_weights = { | |
| 'symbol': 1.0, | |
| 'operation': 2.0, | |
| 'causality': 3.0, | |
| 'constraint': 2.5 | |
| } | |
| expr_complexity += type_weights.get(expr.type, 1.0) | |
| # Add complexity based on dependencies | |
| expr_complexity += len(expr.dependencies) * 0.5 | |
| # Add complexity based on content complexity | |
| if expr.type == 'operation': | |
| # Operations with multiple operators are more complex | |
| content_str = str(expr.content) | |
| expr_complexity += content_str.count('→') * 0.3 | |
| expr_complexity += content_str.count('⟹') * 0.4 | |
| total_complexity += expr_complexity | |
| return total_complexity / len(expressions) | |
| def _build_symbol_table(self, expressions: List[ParsedExpression]): | |
| """Build symbol table from expressions""" | |
| for expr in expressions: | |
| if expr.type == 'symbol': | |
| symbol_name = expr.content.get('symbol', '') | |
| if symbol_name and symbol_name not in self.current_symbol_table: | |
| # Create a new symbol if it doesn't exist | |
| symbol = self._create_symbol_from_expression(expr) | |
| self.current_symbol_table[symbol_name] = symbol | |
| elif expr.type == 'causality': | |
| # Add both cause and effect symbols | |
| cause = expr.content.get('cause', '') | |
| effect = expr.content.get('effect', '') | |
| if cause and cause not in self.current_symbol_table: | |
| self.current_symbol_table[cause] = self._create_placeholder_symbol(cause) | |
| if effect and effect not in self.current_symbol_table: | |
| self.current_symbol_table[effect] = self._create_placeholder_symbol(effect) | |
| def _create_symbol_from_expression(self, expr: ParsedExpression) -> TCLSymbol: | |
| """Create a TCLSymbol from a parsed expression""" | |
| symbol_name = expr.content.get('symbol', '') | |
| symbol_type = self._determine_symbol_type(expr) | |
| return TCLSymbol( | |
| id=f"generated_{hash(symbol_name)}", | |
| name=symbol_name, | |
| type=symbol_type, | |
| definition=f"Generated from TCL expression: {expr.content}", | |
| relationships={}, | |
| causal_links=[], | |
| compression_ratio=0.5, | |
| cognitive_weight=0.7 | |
| ) | |
| def _create_placeholder_symbol(self, name: str) -> TCLSymbol: | |
| """Create a placeholder symbol for causal relationships""" | |
| return TCLSymbol( | |
| id=f"placeholder_{hash(name)}", | |
| name=name, | |
| type=SymbolType.CONCEPT, | |
| definition=f"Placeholder for {name}", | |
| relationships={}, | |
| causal_links=[], | |
| compression_ratio=0.3, | |
| cognitive_weight=0.5 | |
| ) | |
| def _determine_symbol_type(self, expr: ParsedExpression) -> SymbolType: | |
| """Determine the appropriate SymbolType for an expression""" | |
| symbol_name = expr.content.get('symbol', '').lower() | |
| # Mathematical symbols | |
| math_symbols = ['∑', '∫', '∂', '∀', '∃', '¬', '∞', '∅'] | |
| if symbol_name in math_symbols: | |
| return SymbolType.PRIMITIVE | |
| # Cognitive symbols | |
| cognitive_symbols = ['ψ', 'γ', 'λ', 'ω', 'φ', 'δ'] | |
| if symbol_name in cognitive_symbols: | |
| return SymbolType.PRIMITIVE | |
| # Causality symbols | |
| causality_symbols = ['→', '⟹', '⇒'] | |
| if symbol_name in causality_symbols: | |
| return SymbolType.CAUSALITY | |
| # Default to concept | |
| return SymbolType.CONCEPT | |
| def _compile_expression(self, expr: ParsedExpression) -> List[ByteCodeInstruction]: | |
| """Compile a single expression into bytecode""" | |
| instructions = [] | |
| if expr.type == 'symbol': | |
| instructions = self._compile_symbol(expr) | |
| elif expr.type == 'operation': | |
| instructions = self._compile_operation(expr) | |
| elif expr.type == 'causality': | |
| instructions = self._compile_causality(expr) | |
| elif expr.type == 'constraint': | |
| instructions = self._compile_constraint(expr) | |
| else: | |
| raise TCLCompilationError(f"Unknown expression type: {expr.type}") | |
| # Add position information | |
| for instr in instructions: | |
| instr.position = expr.position | |
| return instructions | |
| def _compile_symbol(self, expr: ParsedExpression) -> List[ByteCodeInstruction]: | |
| """Compile a symbol expression""" | |
| symbol_name = expr.content.get('symbol', '') | |
| if not symbol_name: | |
| raise TCLCompilationError("Empty symbol name") | |
| # Load symbol onto stack | |
| instructions = [ | |
| ByteCodeInstruction(ByteCodeType.LOAD_SYMBOL, [symbol_name]) | |
| ] | |
| # If this is a concept, apply compression | |
| if expr.content.get('type') == 'concept': | |
| instructions.append(ByteCodeInstruction(ByteCodeType.COMPRESS, [])) | |
| return instructions | |
| def _compile_operation(self, expr: ParsedExpression) -> List[ByteCodeInstruction]: | |
| """Compile an operation expression""" | |
| left = expr.content.get('left', '') | |
| operator = expr.content.get('operator', '') | |
| right = expr.content.get('right', '') | |
| if not all([left, operator, right]): | |
| raise TCLCompilationError(f"Incomplete operation: {expr.content}") | |
| instructions = [] | |
| # Load operands | |
| instructions.append(ByteCodeInstruction(ByteCodeType.LOAD_SYMBOL, [left])) | |
| instructions.append(ByteCodeInstruction(ByteCodeType.LOAD_SYMBOL, [right])) | |
| # Apply operation based on operator | |
| if operator in ['→', '⟹', '⇒']: | |
| # Causal operation | |
| instructions.append(ByteCodeInstruction(ByteCodeType.CAUSAL_LINK, [operator])) | |
| elif operator in ['⊥', '∥']: | |
| # Constraint operation | |
| instructions.append(ByteCodeInstruction(ByteCodeType.CONSTRAINT_APPLY, [operator])) | |
| elif operator in ['+', '-', '*', '/', '=', '<', '>']: | |
| # Mathematical operation | |
| instructions.append(ByteCodeInstruction(ByteCodeType.MATH_OPERATION, [operator])) | |
| else: | |
| # Generic operation - try to merge concepts | |
| instructions.append(ByteCodeInstruction(ByteCodeType.CONCEPT_MERGE, [operator])) | |
| return instructions | |
| def _compile_causality(self, expr: ParsedExpression) -> List[ByteCodeInstruction]: | |
| """Compile a causality expression""" | |
| cause = expr.content.get('cause', '') | |
| effect = expr.content.get('effect', '') | |
| operator = expr.content.get('operator', '') | |
| if not all([cause, effect]): | |
| raise TCLCompilationError(f"Incomplete causality: {expr.content}") | |
| instructions = [ | |
| # Load cause and effect | |
| ByteCodeInstruction(ByteCodeType.LOAD_SYMBOL, [cause]), | |
| ByteCodeInstruction(ByteCodeType.LOAD_SYMBOL, [effect]), | |
| # Create causal link | |
| ByteCodeInstruction(ByteCodeType.CAUSAL_LINK, [operator]) | |
| ] | |
| return instructions | |
| def _compile_constraint(self, expr: ParsedExpression) -> List[ByteCodeInstruction]: | |
| """Compile a constraint expression""" | |
| instructions = [] | |
| if 'constraint' in expr.content: | |
| # Simple constraint {constraint} | |
| constraint = expr.content['constraint'] | |
| instructions = [ | |
| ByteCodeInstruction(ByteCodeType.LOAD_SYMBOL, [constraint]), | |
| ByteCodeInstruction(ByteCodeType.CONSTRAINT_APPLY, ['{}']) | |
| ] | |
| else: | |
| # Binary constraint A ⊥ B or A ∥ B | |
| left = expr.content.get('left', '') | |
| right = expr.content.get('right', '') | |
| operator = expr.content.get('operator', '') | |
| if not all([left, right, operator]): | |
| raise TCLCompilationError(f"Incomplete constraint: {expr.content}") | |
| instructions = [ | |
| ByteCodeInstruction(ByteCodeType.LOAD_SYMBOL, [left]), | |
| ByteCodeInstruction(ByteCodeType.LOAD_SYMBOL, [right]), | |
| ByteCodeInstruction(ByteCodeType.CONSTRAINT_APPLY, [operator]) | |
| ] | |
| return instructions | |
| def _optimize_instructions(self, instructions: List[ByteCodeInstruction]) -> List[ByteCodeInstruction]: | |
| """Optimize generated bytecode""" | |
| optimized = [] | |
| i = 0 | |
| while i < len(instructions): | |
| current = instructions[i] | |
| # Combine consecutive LOAD_SYMBOL operations | |
| if (current.opcode == ByteCodeType.LOAD_SYMBOL and | |
| i + 1 < len(instructions) and | |
| instructions[i + 1].opcode == ByteCodeType.LOAD_SYMBOL): | |
| # This could be optimized further, but for now just add both | |
| optimized.append(current) | |
| i += 1 | |
| # Remove redundant operations | |
| elif (current.opcode == ByteCodeType.COMPRESS and | |
| i + 1 < len(instructions) and | |
| instructions[i + 1].opcode == ByteCodeType.COMPRESS): | |
| # Skip redundant compression | |
| i += 1 | |
| else: | |
| optimized.append(current) | |
| i += 1 | |
| # Add return instruction if not present | |
| if not optimized or optimized[-1].opcode != ByteCodeType.RETURN: | |
| optimized.append(ByteCodeInstruction(ByteCodeType.RETURN, [])) | |
| return optimized | |
| def add_enhancement_instruction(self, enhancement_type: str, parameters: Dict[str, Any] = None) -> ByteCodeInstruction: | |
| """Add a cognitive enhancement instruction""" | |
| if parameters is None: | |
| parameters = {} | |
| return ByteCodeInstruction( | |
| ByteCodeType.ENHANCE, | |
| [enhancement_type, parameters] | |
| ) | |
| def add_prediction_instruction(self, target_symbol: str, depth: int = 3) -> ByteCodeInstruction: | |
| """Add a prediction instruction for causal analysis""" | |
| return ByteCodeInstruction( | |
| ByteCodeType.PREDICT, | |
| [target_symbol, depth] | |
| ) | |
| def create_label(self, name: str) -> str: | |
| """Create a unique label for jump instructions""" | |
| label = f"L{self.next_label_id}_{name}" | |
| self.next_label_id += 1 | |
| return label | |
| def get_symbol_info(self, symbol_name: str) -> Optional[Dict[str, Any]]: | |
| """Get information about a compiled symbol""" | |
| if symbol_name in self.current_symbol_table: | |
| symbol = self.current_symbol_table[symbol_name] | |
| return { | |
| 'name': symbol.name, | |
| 'type': symbol.type.value, | |
| 'id': symbol.id, | |
| 'compression_ratio': symbol.compression_ratio, | |
| 'cognitive_weight': symbol.cognitive_weight, | |
| 'relationships': symbol.relationships, | |
| 'causal_links': symbol.causal_links | |
| } | |
| return None | |
| def validate_compilation(self, compiled: CompiledTCL) -> bool: | |
| """Validate a compiled TCL program""" | |
| try: | |
| # Check that all symbols referenced exist | |
| for instr in compiled.instructions: | |
| if instr.opcode in [ByteCodeType.LOAD_SYMBOL, ByteCodeType.CAUSAL_LINK]: | |
| for operand in instr.operands: | |
| if isinstance(operand, str) and operand not in compiled.symbol_table: | |
| return False | |
| # Check instruction sequence validity | |
| has_return = any(instr.opcode == ByteCodeType.RETURN for instr in compiled.instructions) | |
| if not has_return: | |
| return False | |
| return True | |
| except Exception: | |
| return False | |
| def generate_assembly_listing(self, compiled: CompiledTCL) -> str: | |
| """Generate human-readable assembly listing of compiled TCL""" | |
| lines = [] | |
| # Header | |
| lines.append("TCL Assembly Listing") | |
| lines.append("=" * 50) | |
| lines.append(f"Symbols: {compiled.get_symbol_count()}") | |
| lines.append(f"Instructions: {compiled.get_instruction_count()}") | |
| lines.append(f"Complexity Score: {compiled.metadata.get('complexity_score', 'N/A')}") | |
| lines.append() | |
| # Symbol table | |
| lines.append("Symbol Table:") | |
| lines.append("-" * 30) | |
| for name, symbol in compiled.symbol_table.items(): | |
| lines.append(f" {name}: {symbol.type.value} (weight: {symbol.cognitive_weight:.2f})") | |
| lines.append() | |
| # Instructions | |
| lines.append("Instructions:") | |
| lines.append("-" * 30) | |
| for i, instr in enumerate(compiled.instructions): | |
| lines.append(f" {i:3d}: {str(instr)}") | |
| return "\n".join(lines) | |
| # Example compilation | |
| EXAMPLE_TCL_CODE = [ | |
| "Ψ → Γ", # Thought causes concept | |
| "∀x (x → ∞Ψ)", # Universal causation | |
| "ΣΨ = Ψ₁ + Ψ₂", # Superthought composition | |
| ] | |
| def compile_example_code(): | |
| """Compile example TCL code and display results""" | |
| from .tcl_parser import TCLParser | |
| compiler = TCLCompiler() | |
| parser = TCLParser() | |
| print("TCL Compiler - Example Compilation") | |
| print("=" * 50) | |
| for i, code in enumerate(EXAMPLE_TCL_CODE, 1): | |
| print(f"\nExample {i}: {code}") | |
| print("-" * 40) | |
| try: | |
| # Parse | |
| expressions = parser.parse(code) | |
| print(f"Parsed {len(expressions)} expressions") | |
| # Compile | |
| compiled = compiler.compile(expressions) | |
| print(f"Compiled to {compiled.get_instruction_count()} instructions") | |
| # Validate | |
| is_valid = compiler.validate_compilation(compiled) | |
| print(f"Validation: {'PASS' if is_valid else 'FAIL'}") | |
| # Show assembly | |
| print("\nAssembly:") | |
| print(compiler.generate_assembly_listing(compiled)) | |
| except Exception as e: | |
| print(f"Compilation failed: {e}") | |
| if __name__ == "__main__": | |
| compile_example_code() |