#!/usr/bin/env python3 """ Debug script to test MLIR real execution capabilities """ import subprocess import tempfile import shutil from pathlib import Path def check_mlir_tools(): """Check what MLIR tools are available""" tools = [ 'mlir-opt', 'mlir-translate', 'mlir-cpu-runner', 'mlir-lsp-server', 'clang', 'gcc' ] print("πŸ” Checking available tools:") available = {} for tool in tools: path = shutil.which(tool) available[tool] = path is not None status = "βœ…" if path else "❌" print(f" {status} {tool}: {path or 'Not found'}") return available def test_mlir_translate(): """Test MLIR to LLVM translation""" print("\nπŸ§ͺ Testing MLIRβ†’LLVM translation:") # Simple test MLIR test_mlir = ''' module { func.func @simple_add(%arg0: f32, %arg1: f32) -> f32 { %0 = arith.addf %arg0, %arg1 : f32 return %0 : f32 } } ''' with tempfile.NamedTemporaryFile(mode='w', suffix='.mlir', delete=False) as f: f.write(test_mlir) f.flush() try: # Test mlir-translate cmd = ['mlir-translate', '--mlir-to-llvmir', f.name] result = subprocess.run(cmd, capture_output=True, text=True) if result.returncode == 0: print("βœ… mlir-translate works!") print(f" LLVM IR size: {len(result.stdout)} chars") return True else: print("❌ mlir-translate failed:") print(f" Error: {result.stderr}") return False except FileNotFoundError: print("❌ mlir-translate not found") return False except Exception as e: print(f"❌ mlir-translate error: {e}") return False def test_actual_mlir_file(): """Test with your actual MLIR file""" print("\nπŸ§ͺ Testing your actual MLIR file:") mlir_file = Path("mlir/self_attn_with_consts_linalg_dialect.mlir") if not mlir_file.exists(): print("❌ MLIR file not found!") return False try: # Test basic parsing cmd = ['mlir-opt', str(mlir_file)] result = subprocess.run(cmd, capture_output=True, text=True) if result.returncode == 0: print("βœ… MLIR file parses correctly") # Test optimization cmd = ['mlir-opt', str(mlir_file), '--canonicalize'] result = subprocess.run(cmd, capture_output=True, text=True) if result.returncode == 0: print("βœ… Basic optimization works") # Test LLVM translation if shutil.which('mlir-translate'): cmd = ['mlir-translate', '--mlir-to-llvmir', str(mlir_file)] result = subprocess.run(cmd, capture_output=True, text=True) if result.returncode == 0: print("βœ… LLVM translation works!") print(f" LLVM IR size: {len(result.stdout)} chars") return True else: print("❌ LLVM translation failed:") print(f" Error: {result.stderr[:500]}...") return False else: print("⚠️ mlir-translate not available") return False else: print("❌ Basic optimization failed:") print(f" Error: {result.stderr}") return False else: print("❌ MLIR file parsing failed:") print(f" Error: {result.stderr}") return False except Exception as e: print(f"❌ Error testing MLIR file: {e}") return False def suggest_fixes(): """Suggest ways to enable real execution""" print("\nπŸ’‘ Suggestions to enable real execution:") available = check_mlir_tools() if not available.get('mlir-translate'): print("1. Install mlir-translate:") print(" - Build LLVM/MLIR with: cmake -DLLVM_ENABLE_PROJECTS='mlir' ...") print(" - Or install via package manager if available") if not available.get('clang') and not available.get('gcc'): print("2. Install a C compiler (clang or gcc)") print("3. Alternative: Improve the simulation") print(" - Use more sophisticated IR analysis") print(" - Measure compilation time more accurately") print(" - Add pass-specific performance heuristics") def main(): print("πŸš€ MLIR Real Execution Debug Tool") print("=" * 50) available = check_mlir_tools() if available.get('mlir-translate'): if test_mlir_translate(): test_actual_mlir_file() suggest_fixes() print("\n🎯 Quick fixes for better performance measurement:") print("1. Use compilation time as a proxy for optimization effectiveness") print("2. Analyze IR characteristics (instruction count, loop nesting)") print("3. Implement pass-specific performance models") if __name__ == "__main__": main()