Current System Architecture
Production-ready healthcare knowledge graph system with Gemini 2.0 Flash, comprehensive LLMOps monitoring, and zero-error performance.
🏥
Healthcare Documents
101 Files Processed
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🧠
Gemini 2.0 Flash
4-5s Response Time
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🗃️
Neo4j Database
1,943 Nodes
→
📊
LLMOps Dashboard
Real-time Monitoring
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⏱️
SLA Management
12s Compliance
→
🛡️
Quality Assurance
Automated Evaluation
🎯 Current System Metrics Production Ready
⚡
Response Speed
7.09s average
✅
Success Rate
100% (51/51 calls)
🎯
Quality Score
8.0/10 average
🏥
Business Relevance
7.5/10 healthcare
🏷️
Graph Nodes
1,943 entities
🔗
Relationships
4,081 connections
📊
LLMOps Status
Healthy monitoring
🎯
SLA Compliance
100% within 12s
Enhanced Processing Pipeline
Step-by-step document processing with hash-based change detection, timeout protection, and comprehensive error handling.
📁
File Scanner
Hash-based Change Detection
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🔍
Content Extraction
Text Processing
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✂️
Text Chunking
4000 chars max
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⏱️
Timeout Wrapper
120s Protection
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🧠
Gemini 2.0 Flash
LLM Processing
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🏷️
Entity Extraction
22 Healthcare Nodes
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🔗
Relationships
18 Relation Types
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💾
Neo4j Storage
MERGE Operations
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📈
Update Tracking
Dual Verification
🔄 Processing Features
Smart Processing
- Hash-based change detection
- Skip unchanged files automatically
- Configurable batch sizes
- Progress monitoring every 30s
- Real-time status updates
- Debug mode available
Error Management
- 120-second timeout protection
- Exponential backoff retry logic
- Error type classification
- Graceful failure handling
- Comprehensive logging
- Session recovery
Gemini 2.0 Flash Integration
Latest Google AI model delivering exceptional performance with 4-5 second response times and 100% success rate.
🚀
Model: gemini-2.0-flash-exp
Latest Google AI
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⚡
Speed: 4-5 seconds
Per document batch
→
✅
Success: 100%
51/51 API calls
🧠 Gemini 2.0 Flash Performance
🎯
Optimized Schema
22 nodes + 18 relationships
🔥
Temperature: 0.1
Consistent results
📝
Max Tokens: 8192
Comprehensive output
💾
Quota Tracking
Real-time monitoring
🔄
Error Recovery
Automatic retries
📊
Analytics
Performance metrics
Model Configuration
- Model: gemini-2.0-flash-exp
- Temperature: 0.1 for consistency
- Max Output Tokens: 8192
- Project: aetraggraph
- Healthcare-optimized prompts
- JSON output format
Performance Benefits
- 1200% speed improvement
- Zero timeout errors
- Zero quota limit issues
- Consistent entity extraction
- Reliable relationship mapping
- Production-ready stability
Current System Performance & LLMOps
Real-time performance metrics showing exceptional results with comprehensive LLMOps monitoring, quality evaluation, and SLA compliance.
📊 Latest Session Results with LLMOps
📄
Documents
101 processed
🧠
API Calls
51 successful
⏱️
Avg Response
7.09 seconds
🎯
Quality Score
8.0/10 average
🏥
Business Relevance
7.5/10 healthcare
🔍
Hallucination Score
Low risk detected
✅
SLA Compliance
100% within 12s
🏷️
Total Nodes
1,943 entities
🔗
Relationships
4,081 connections
📊
LLMOps Status
Real-time monitoring
🎮
Dashboard
Active monitoring
Performance & LLMOps Achievements
- 7.09s average response time
- 100% API call success rate
- 8.0/10 quality score average
- 7.5/10 business relevance score
- Zero timeout errors
- Zero quota limit issues
- Real-time LLMOps monitoring
- Automated quality evaluation
LLMOps & System Reliability
- SLA compliance: 100% within 12s
- Hallucination detection active
- Business impact measurement
- Prompt version management
- A/B testing capabilities
- Proactive alert system
- Performance trend analysis
- Resource optimization
Advanced Tracking & LLMOps Monitoring
Comprehensive dual tracking system with LLMOps integration, ensuring data integrity, preventing reprocessing, and providing real-time performance monitoring.
📋
File Tracking
processed_files_tracking.json
→
🔢
Hash Generation
MD5 + Modification Time
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🔍
Change Detection
Smart Updates
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🏷️
Neo4j Tracking
ProcessedDocument Nodes
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📊
LLMOps Monitoring
Real-time Metrics
→
📈
SLA Compliance
12s Threshold
🛡️ Comprehensive Tracking Features
🔒
Duplicate Prevention
100% Protection
⚡
Smart Updates
Hash-based Detection
📊
Dual Verification
File + Neo4j Tracking
🎯
Quality Monitoring
8.0/10 Average Score
📈
SLA Tracking
100% Compliance
🚨
Alert System
Proactive Monitoring
Traditional File System Tracking
- JSON-based session management
- MD5 hash generation
- File modification timestamps
- Processing history
- Change detection algorithms
- Batch processing support
Advanced LLMOps Monitoring
- Real-time performance tracking
- Quality score evaluation (8.0/10)
- Business relevance assessment
- SLA compliance monitoring (12s)
- Hallucination detection
- Prompt management & A/B testing
LLMOps Dashboard & Monitoring
Comprehensive LLM operations management with real-time monitoring, prompt management, A/B testing, and SLA compliance tracking.
📊
Real-time Monitoring
Performance & Quality Metrics
→
📝
Prompt Management
Version Control & A/B Testing
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🎯
SLA Compliance
12s Response Threshold
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🔍
Response Evaluation
Hallucination Detection
→
⚠️
Alert System
Proactive Monitoring
→
📈
Business Metrics
ROI & Impact Tracking
📊 LLMOps Features Production Ready
🎯
Quality Score
8.0/10 Average
⚡
Response Time
7.09s Average
🏥
Business Relevance
7.5/10 Healthcare
✅
SLA Compliance
100% Within 12s
Monitoring & Analytics
- Real-time performance metrics
- Response quality evaluation
- Hallucination detection scoring
- Business relevance assessment
- SLA compliance monitoring
- Resource utilization tracking
- Error rate analysis
- Automated alert system
Prompt Management
- Version control for prompts
- A/B testing framework
- Healthcare-optimized templates
- Performance comparison
- Rollback capabilities
- Template library management
- Statistical significance testing
- Automated deployment
🎯 SLA & Compliance
⏱️
Response SLA
12 seconds target
📅
Compliance Window
15-minute intervals
💯
Current Status
Healthy (100%)