adaptai / platform /dataops /dto /lineage /fix_serialization.py
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#!/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("βœ… Serialization diagnosis completed")
return issues
except Exception as e:
print(f"❌ 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"βœ… Backed up original config to {backup_path}")
# Write fixed configuration
with open(self.config_path, 'w') as f:
f.write(fixed_config)
print(f"βœ… Applied serialization fixes to {self.config_path}")
# Create custom serializer if needed
self.create_custom_serializer()
return True
except Exception as e:
print(f"❌ 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"βœ… 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("βœ… Compiled custom serializer")
except (subprocess.CalledProcessError, FileNotFoundError):
print("⚠️ Could not compile serializer (javac not available)")
return True
except Exception as e:
print(f"❌ 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("βœ… 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("βœ… Serialization test successful - vertex creation works")
client.close()
return True
else:
print("❌ Serialization test failed - vertex creation failed")
client.close()
return False
else:
print("❌ JanusGraph connection failed - serialization issues persist")
return False
except Exception as e:
print(f"❌ 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"βœ… Created troubleshooting guide: {guide_path}")
return str(guide_path)
def main():
"""Main function to fix JanusGraph serialization issues"""
print("πŸ”§ 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("βœ… Serialization fixes applied successfully")
else:
print("❌ 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("βœ… Serialization fixes verified successfully")
print("\nJanusGraph is now ready for DTO lineage tracking!")
else:
print("❌ Serialization issues persist")
print(f"See troubleshooting guide: {guide_path}")
return True
if __name__ == "__main__":
main()