Create test directories for modules 16-20

- Add tests/16_quantization with run_all_tests.py and integration test
- Add tests/17_compression with run_all_tests.py and integration test
- Add tests/18_acceleration with run_all_tests.py and integration test
- Add tests/19_benchmarking with run_all_tests.py and integration test
- Add tests/20_capstone with run_all_tests.py and integration test
- All test files marked as pending implementation with TODO markers
- Completes test directory structure for all 20 modules

tests/16_quantization/run_all_tests.py

@@ -0,0 +1,33 @@
+#!/usr/bin/env python3
+"""
+Run all tests for Module 16: Quantization
+"""
+
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+def run_module_tests():
+    """Run all tests for Module 16: Quantization."""
+    from rich.console import Console
+    from rich.panel import Panel
+    
+    console = Console()
+    console.print(Panel("[bold blue]Module 16: Quantization - Test Suite[/bold blue]", expand=False))
+    
+    # Find test files
+    test_files = list(Path(__file__).parent.glob("test_*.py"))
+    
+    if not test_files:
+        console.print("[yellow]No test files found - tests not yet implemented[/yellow]")
+        return {'status': 'NO_TESTS', 'passed': 0, 'failed': 0}
+    
+    console.print(f"[green]Found {len(test_files)} test files[/green]")
+    console.print("[dim]Test implementation pending...[/dim]")
+    
+    return {'status': 'PENDING', 'passed': 0, 'failed': 0}
+
+if __name__ == "__main__":
+    result = run_module_tests()
+    sys.exit(0 if result['status'] in ['SUCCESS', 'NO_TESTS', 'PENDING'] else 1)
+

tests/16_quantization/test_quantization_integration.py

@@ -0,0 +1,24 @@
+#!/usr/bin/env python3
+"""
+Integration tests for Module 16: Quantization
+Tests INT8 quantization, dequantization, and quantized operations
+"""
+
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+def test_quantization_integration():
+    """Test quantization system integration."""
+    # TODO: Implement integration tests
+    # - Test INT8 quantization of tensors
+    # - Test dequantization
+    # - Test quantized operations (matmul, etc.)
+    # - Test memory savings
+    # - Test accuracy preservation
+    pass
+
+if __name__ == "__main__":
+    test_quantization_integration()
+    print("✅ Quantization integration tests (pending implementation)")
+

tests/17_compression/run_all_tests.py

@@ -0,0 +1,32 @@
+#!/usr/bin/env python3
+"""
+Run all tests for Module 17: Compression
+"""
+
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+def run_module_tests():
+    """Run all tests for Module 17: Compression."""
+    from rich.console import Console
+    from rich.panel import Panel
+    
+    console = Console()
+    console.print(Panel("[bold blue]Module 17: Compression - Test Suite[/bold blue]", expand=False))
+    
+    test_files = list(Path(__file__).parent.glob("test_*.py"))
+    
+    if not test_files:
+        console.print("[yellow]No test files found - tests not yet implemented[/yellow]")
+        return {'status': 'NO_TESTS', 'passed': 0, 'failed': 0}
+    
+    console.print(f"[green]Found {len(test_files)} test files[/green]")
+    console.print("[dim]Test implementation pending...[/dim]")
+    
+    return {'status': 'PENDING', 'passed': 0, 'failed': 0}
+
+if __name__ == "__main__":
+    result = run_module_tests()
+    sys.exit(0 if result['status'] in ['SUCCESS', 'NO_TESTS', 'PENDING'] else 1)
+

tests/17_compression/test_compression_integration.py

@@ -0,0 +1,24 @@
+#!/usr/bin/env python3
+"""
+Integration tests for Module 17: Compression
+Tests pruning, knowledge distillation, and model compression
+"""
+
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+def test_compression_integration():
+    """Test compression system integration."""
+    # TODO: Implement integration tests
+    # - Test weight pruning (unstructured and structured)
+    # - Test knowledge distillation
+    # - Test model size reduction
+    # - Test accuracy preservation
+    # - Test sparsity patterns
+    pass
+
+if __name__ == "__main__":
+    test_compression_integration()
+    print("✅ Compression integration tests (pending implementation)")
+

tests/18_acceleration/run_all_tests.py

@@ -0,0 +1,32 @@
+#!/usr/bin/env python3
+"""
+Run all tests for Module 18: Acceleration
+"""
+
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+def run_module_tests():
+    """Run all tests for Module 18: Acceleration."""
+    from rich.console import Console
+    from rich.panel import Panel
+    
+    console = Console()
+    console.print(Panel("[bold blue]Module 18: Acceleration - Test Suite[/bold blue]", expand=False))
+    
+    test_files = list(Path(__file__).parent.glob("test_*.py"))
+    
+    if not test_files:
+        console.print("[yellow]No test files found - tests not yet implemented[/yellow]")
+        return {'status': 'NO_TESTS', 'passed': 0, 'failed': 0}
+    
+    console.print(f"[green]Found {len(test_files)} test files[/green]")
+    console.print("[dim]Test implementation pending...[/dim]")
+    
+    return {'status': 'PENDING', 'passed': 0, 'failed': 0}
+
+if __name__ == "__main__":
+    result = run_module_tests()
+    sys.exit(0 if result['status'] in ['SUCCESS', 'NO_TESTS', 'PENDING'] else 1)
+

tests/18_acceleration/test_acceleration_integration.py

@@ -0,0 +1,24 @@
+#!/usr/bin/env python3
+"""
+Integration tests for Module 18: Acceleration
+Tests operator fusion, kernel optimization, and hardware acceleration
+"""
+
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+def test_acceleration_integration():
+    """Test acceleration system integration."""
+    # TODO: Implement integration tests
+    # - Test operator fusion
+    # - Test kernel optimization
+    # - Test memory layout optimization
+    # - Test speedup measurements
+    # - Test correctness after optimization
+    pass
+
+if __name__ == "__main__":
+    test_acceleration_integration()
+    print("✅ Acceleration integration tests (pending implementation)")
+

tests/19_benchmarking/run_all_tests.py

@@ -0,0 +1,32 @@
+#!/usr/bin/env python3
+"""
+Run all tests for Module 19: Benchmarking
+"""
+
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+def run_module_tests():
+    """Run all tests for Module 19: Benchmarking."""
+    from rich.console import Console
+    from rich.panel import Panel
+    
+    console = Console()
+    console.print(Panel("[bold blue]Module 19: Benchmarking - Test Suite[/bold blue]", expand=False))
+    
+    test_files = list(Path(__file__).parent.glob("test_*.py"))
+    
+    if not test_files:
+        console.print("[yellow]No test files found - tests not yet implemented[/yellow]")
+        return {'status': 'NO_TESTS', 'passed': 0, 'failed': 0}
+    
+    console.print(f"[green]Found {len(test_files)} test files[/green]")
+    console.print("[dim]Test implementation pending...[/dim]")
+    
+    return {'status': 'PENDING', 'passed': 0, 'failed': 0}
+
+if __name__ == "__main__":
+    result = run_module_tests()
+    sys.exit(0 if result['status'] in ['SUCCESS', 'NO_TESTS', 'PENDING'] else 1)
+

tests/19_benchmarking/test_benchmarking_integration.py

@@ -0,0 +1,24 @@
+#!/usr/bin/env python3
+"""
+Integration tests for Module 19: Benchmarking
+Tests MLPerf-style benchmarking and performance measurement
+"""
+
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+def test_benchmarking_integration():
+    """Test benchmarking system integration."""
+    # TODO: Implement integration tests
+    # - Test benchmark runner
+    # - Test performance metrics collection
+    # - Test result validation
+    # - Test comparison with baselines
+    # - Test leaderboard submission
+    pass
+
+if __name__ == "__main__":
+    test_benchmarking_integration()
+    print("✅ Benchmarking integration tests (pending implementation)")
+

tests/20_capstone/run_all_tests.py

@@ -0,0 +1,32 @@
+#!/usr/bin/env python3
+"""
+Run all tests for Module 20: Capstone
+"""
+
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+def run_module_tests():
+    """Run all tests for Module 20: Capstone."""
+    from rich.console import Console
+    from rich.panel import Panel
+    
+    console = Console()
+    console.print(Panel("[bold blue]Module 20: Capstone - Test Suite[/bold blue]", expand=False))
+    
+    test_files = list(Path(__file__).parent.glob("test_*.py"))
+    
+    if not test_files:
+        console.print("[yellow]No test files found - tests not yet implemented[/yellow]")
+        return {'status': 'NO_TESTS', 'passed': 0, 'failed': 0}
+    
+    console.print(f"[green]Found {len(test_files)} test files[/green]")
+    console.print("[dim]Test implementation pending...[/dim]")
+    
+    return {'status': 'PENDING', 'passed': 0, 'failed': 0}
+
+if __name__ == "__main__":
+    result = run_module_tests()
+    sys.exit(0 if result['status'] in ['SUCCESS', 'NO_TESTS', 'PENDING'] else 1)
+

tests/20_capstone/test_capstone_integration.py

@@ -0,0 +1,24 @@
+#!/usr/bin/env python3
+"""
+Integration tests for Module 20: Capstone
+Tests end-to-end ML system integration
+"""
+
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+def test_capstone_integration():
+    """Test capstone project integration."""
+    # TODO: Implement integration tests
+    # - Test complete ML pipeline
+    # - Test all optimization techniques together
+    # - Test deployment scenarios
+    # - Test system performance
+    # - Test real-world applications
+    pass
+
+if __name__ == "__main__":
+    test_capstone_integration()
+    print("✅ Capstone integration tests (pending implementation)")
+