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13.6 kB
| #!/usr/bin/env python3 | |
| """ | |
| JanusGraph Serialization Fix - Resolves Kryo serialization issues | |
| Implements proper serialization configuration and troubleshooting | |
| """ | |
| import os | |
| import json | |
| import subprocess | |
| from typing import Dict, Any, List | |
| from pathlib import Path | |
| class JanusGraphSerializationFix: | |
| def __init__(self, janusgraph_home: str = "/opt/janusgraph"): | |
| self.janusgraph_home = Path(janusgraph_home) | |
| self.config_path = self.janusgraph_home / "conf" / "janusgraph.properties" | |
| def diagnose_serialization_issues(self) -> Dict[str, Any]: | |
| """Diagnose common JanusGraph serialization problems""" | |
| issues = { | |
| 'kryo_version_mismatch': False, | |
| 'missing_serializers': [], | |
| 'buffer_size_issues': False, | |
| 'class_not_found_errors': [], | |
| 'recommendations': [] | |
| } | |
| try: | |
| # Check if JanusGraph is using incompatible Kryo version | |
| log_files = list(self.janusgraph_home.glob("logs/*.log")) | |
| for log_file in log_files: | |
| if log_file.exists(): | |
| with open(log_file, 'r') as f: | |
| log_content = f.read() | |
| # Check for Kryo serialization errors | |
| if "KryoSerializationException" in log_content: | |
| issues['kryo_version_mismatch'] = True | |
| issues['recommendations'].append("Switch to JSON serialization") | |
| # Check for class not found errors | |
| if "ClassNotFoundException" in log_content: | |
| # Extract class names | |
| import re | |
| class_errors = re.findall(r'ClassNotFoundException: ([^\s]+)', log_content) | |
| issues['class_not_found_errors'].extend(class_errors) | |
| issues['recommendations'].append("Add missing serializer classes") | |
| # Check for buffer size issues | |
| if "Buffer overflow" in log_content or "BufferUnderflowException" in log_content: | |
| issues['buffer_size_issues'] = True | |
| issues['recommendations'].append("Increase serialization buffer size") | |
| # Check current configuration | |
| if self.config_path.exists(): | |
| with open(self.config_path, 'r') as f: | |
| config_content = f.read() | |
| if "KryoSerializer" in config_content: | |
| issues['recommendations'].append("Replace KryoSerializer with StandardSerializer") | |
| if "storage.serializer.buffer-size" not in config_content: | |
| issues['recommendations'].append("Configure explicit buffer size") | |
| print("β Serialization diagnosis completed") | |
| return issues | |
| except Exception as e: | |
| print(f"β Error diagnosing serialization: {e}") | |
| return issues | |
| def apply_serialization_fixes(self) -> bool: | |
| """Apply serialization fixes to JanusGraph configuration""" | |
| try: | |
| # Create fixed configuration | |
| fixed_config = self.generate_fixed_config() | |
| # Backup original config | |
| if self.config_path.exists(): | |
| backup_path = self.config_path.with_suffix('.properties.backup') | |
| subprocess.run(['cp', str(self.config_path), str(backup_path)], check=True) | |
| print(f"β Backed up original config to {backup_path}") | |
| # Write fixed configuration | |
| with open(self.config_path, 'w') as f: | |
| f.write(fixed_config) | |
| print(f"β Applied serialization fixes to {self.config_path}") | |
| # Create custom serializer if needed | |
| self.create_custom_serializer() | |
| return True | |
| except Exception as e: | |
| print(f"β Error applying fixes: {e}") | |
| return False | |
| def generate_fixed_config(self) -> str: | |
| """Generate JanusGraph configuration with serialization fixes""" | |
| config = """# JanusGraph Configuration with Serialization Fixes | |
| # Resolves Kryo serialization issues for DTO lineage tracking | |
| # === STORAGE BACKEND === | |
| storage.backend=cql | |
| storage.hostname=localhost | |
| storage.port=9042 | |
| storage.cql.keyspace=dto_lineage | |
| storage.cql.replication-factor=2 | |
| # === SERIALIZATION FIXES === | |
| # FIX 1: Use StandardSerializer instead of KryoSerializer | |
| storage.serializer=org.janusgraph.graphdb.serializer.StandardSerializer | |
| # FIX 2: Disable problematic Kryo serialization | |
| storage.serializer.class=org.janusgraph.graphdb.serializer.StandardSerializer | |
| # FIX 3: Increase buffer sizes to prevent overflow | |
| storage.serializer.buffer-size=51200 | |
| storage.buffer-size=2048 | |
| # FIX 4: Enable parallel operations with proper serialization | |
| storage.parallel-backend-ops=true | |
| storage.serializer.parallel-backend-ops=true | |
| # === INDEX BACKEND === | |
| index.search.backend=elasticsearch | |
| index.search.hostname=localhost | |
| index.search.port=9200 | |
| index.search.elasticsearch.index-name=dto_lineage | |
| # === GREMLIN SERVER CONFIG === | |
| # FIX 5: Use JSON serialization for Gremlin WebSocket | |
| gremlin.server.serializers=application/json | |
| gremlin.server.serializer.config.ioRegistries=[org.janusgraph.graphdb.tinkerpop.JanusGraphIoRegistry] | |
| # === CACHE SETTINGS === | |
| cache.db-cache=true | |
| cache.db-cache-size=0.25 | |
| cache.db-cache-time=180000 | |
| cache.db-cache-clean-wait=20 | |
| # === TRANSACTION SETTINGS === | |
| storage.transactions=true | |
| storage.lock.retry=3 | |
| storage.setup-wait=60000 | |
| # === PERFORMANCE TUNING === | |
| storage.batch-loading=false | |
| storage.read-time=10000 | |
| storage.write-time=100000 | |
| # === SCHEMA SETTINGS === | |
| schema.default=none | |
| schema.constraints=true | |
| # === LOGGING === | |
| log4j.rootLogger=WARN, stdout | |
| log4j.appender.stdout=org.apache.log4j.ConsoleAppender | |
| log4j.appender.stdout.layout=org.apache.log4j.PatternLayout | |
| log4j.appender.stdout.layout.ConversionPattern=%d{HH:mm:ss} %-5p %c{1} - %m%n | |
| # === METRICS === | |
| metrics.enabled=true | |
| metrics.prefix=dto.lineage | |
| """ | |
| return config | |
| def create_custom_serializer(self) -> bool: | |
| """Create custom serializer for DTO-specific data types""" | |
| try: | |
| serializer_dir = self.janusgraph_home / "lib" / "dto" | |
| serializer_dir.mkdir(parents=True, exist_ok=True) | |
| # Create Java class for custom serializer | |
| java_code = ''' | |
| package ai.adapt.dto.serialization; | |
| import org.janusgraph.core.attribute.AttributeSerializer; | |
| import org.janusgraph.diskstorage.ScanBuffer; | |
| import org.janusgraph.diskstorage.WriteBuffer; | |
| import org.janusgraph.graphdb.database.serialize.attribute.StringSerializer; | |
| /** | |
| * Custom serializer for DTO data types | |
| * Handles specific DTO objects with proper serialization | |
| */ | |
| public class DTOCustomSerializer implements AttributeSerializer<String> { | |
| private final StringSerializer stringSerializer = new StringSerializer(); | |
| @Override | |
| public String read(ScanBuffer buffer) { | |
| return stringSerializer.read(buffer); | |
| } | |
| @Override | |
| public void write(WriteBuffer buffer, String attribute) { | |
| stringSerializer.write(buffer, attribute); | |
| } | |
| @Override | |
| public String convert(Object value) { | |
| if (value == null) return null; | |
| return value.toString(); | |
| } | |
| } | |
| ''' | |
| java_file = serializer_dir / "DTOCustomSerializer.java" | |
| with open(java_file, 'w') as f: | |
| f.write(java_code) | |
| print(f"β Created custom serializer: {java_file}") | |
| # Compile if javac is available | |
| try: | |
| classpath = str(self.janusgraph_home / "lib" / "*") | |
| subprocess.run([ | |
| 'javac', '-cp', classpath, | |
| str(java_file) | |
| ], check=True, capture_output=True) | |
| print("β Compiled custom serializer") | |
| except (subprocess.CalledProcessError, FileNotFoundError): | |
| print("β οΈ Could not compile serializer (javac not available)") | |
| return True | |
| except Exception as e: | |
| print(f"β Error creating custom serializer: {e}") | |
| return False | |
| def test_serialization_fix(self) -> bool: | |
| """Test if serialization issues are resolved""" | |
| try: | |
| # Import the lineage client to test connectivity | |
| from dto_lineage_client import DTOLineageClient | |
| client = DTOLineageClient() | |
| # Test connection with new serialization settings | |
| if client.connect(): | |
| print("β JanusGraph connection successful with fixed serialization") | |
| # Test basic operations | |
| test_vertex_id = client.record_dataset( | |
| "/test/serialization_fix.dat", | |
| "sha256:test123", | |
| 1024, | |
| "TEST", | |
| "development" | |
| ) | |
| if test_vertex_id: | |
| print("β Serialization test successful - vertex creation works") | |
| client.close() | |
| return True | |
| else: | |
| print("β Serialization test failed - vertex creation failed") | |
| client.close() | |
| return False | |
| else: | |
| print("β JanusGraph connection failed - serialization issues persist") | |
| return False | |
| except Exception as e: | |
| print(f"β Serialization test error: {e}") | |
| return False | |
| def create_troubleshooting_guide(self) -> str: | |
| """Create troubleshooting guide for serialization issues""" | |
| guide = """ | |
| # JanusGraph Serialization Troubleshooting Guide | |
| ## Common Issues and Solutions | |
| ### 1. KryoSerializationException | |
| **Symptoms:** ClassCastException, buffer overflow errors | |
| **Solution:** Switch to StandardSerializer | |
| ``` | |
| storage.serializer=org.janusgraph.graphdb.serializer.StandardSerializer | |
| ``` | |
| ### 2. Buffer Overflow Issues | |
| **Symptoms:** BufferUnderflowException, incomplete data | |
| **Solution:** Increase buffer sizes | |
| ``` | |
| storage.serializer.buffer-size=51200 | |
| storage.buffer-size=2048 | |
| ``` | |
| ### 3. WebSocket Connection Issues | |
| **Symptoms:** Gremlin client connection failures | |
| **Solution:** Use JSON serialization for WebSocket | |
| ``` | |
| gremlin.server.serializers=application/json | |
| ``` | |
| ### 4. Class Not Found Errors | |
| **Symptoms:** ClassNotFoundException during serialization | |
| **Solution:** Add custom serializers and proper classpath | |
| ### 5. Performance Issues | |
| **Symptoms:** Slow serialization/deserialization | |
| **Solution:** Enable parallel operations | |
| ``` | |
| storage.parallel-backend-ops=true | |
| storage.serializer.parallel-backend-ops=true | |
| ``` | |
| ## Diagnostic Commands | |
| 1. Check JanusGraph logs: | |
| ```bash | |
| tail -f /opt/janusgraph/logs/janusgraph.log | |
| ``` | |
| 2. Test connectivity: | |
| ```python | |
| from dto_lineage_client import DTOLineageClient | |
| client = DTOLineageClient() | |
| client.connect() | |
| ``` | |
| 3. Validate configuration: | |
| ```bash | |
| /opt/janusgraph/bin/janusgraph.sh start | |
| ``` | |
| ## Recovery Steps | |
| 1. Stop JanusGraph server | |
| 2. Backup current configuration | |
| 3. Apply serialization fixes | |
| 4. Clear problematic cache/data if needed | |
| 5. Restart JanusGraph | |
| 6. Test connectivity | |
| ## Prevention | |
| 1. Always use StandardSerializer for new deployments | |
| 2. Set explicit buffer sizes | |
| 3. Use JSON serialization for client connections | |
| 4. Monitor logs for serialization warnings | |
| """ | |
| guide_path = self.janusgraph_home / "SERIALIZATION_TROUBLESHOOTING.md" | |
| with open(guide_path, 'w') as f: | |
| f.write(guide) | |
| print(f"β Created troubleshooting guide: {guide_path}") | |
| return str(guide_path) | |
| def main(): | |
| """Main function to fix JanusGraph serialization issues""" | |
| print("π§ JanusGraph Serialization Fix") | |
| print("=" * 50) | |
| fixer = JanusGraphSerializationFix() | |
| # Step 1: Diagnose issues | |
| print("1. Diagnosing serialization issues...") | |
| issues = fixer.diagnose_serialization_issues() | |
| if issues['recommendations']: | |
| print(f"Found {len(issues['recommendations'])} issues to fix:") | |
| for recommendation in issues['recommendations']: | |
| print(f" β’ {recommendation}") | |
| else: | |
| print("No serialization issues detected") | |
| # Step 2: Apply fixes | |
| print("\n2. Applying serialization fixes...") | |
| if fixer.apply_serialization_fixes(): | |
| print("β Serialization fixes applied successfully") | |
| else: | |
| print("β Failed to apply fixes") | |
| return False | |
| # Step 3: Create troubleshooting guide | |
| print("\n3. Creating troubleshooting guide...") | |
| guide_path = fixer.create_troubleshooting_guide() | |
| # Step 4: Test fixes | |
| print("\n4. Testing serialization fixes...") | |
| if fixer.test_serialization_fix(): | |
| print("β Serialization fixes verified successfully") | |
| print("\nJanusGraph is now ready for DTO lineage tracking!") | |
| else: | |
| print("β Serialization issues persist") | |
| print(f"See troubleshooting guide: {guide_path}") | |
| return True | |
| if __name__ == "__main__": | |
| main() |