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Neo4j Inc. All rights reserved 2023
Product Update
Knowledge Graphs
Jesús Barrasa, Michael Down
Field Engineering
1
© 2023 Neo4j, Inc. All rights reserved.
Agenda
New features in Neo4j & a peek into the future
Knowledge Graphs + LLM = 😁
Demonstration
2
© 2023 Neo4j, Inc. All rights reserved.
New in Neo4j 5 -
recap
3
© 2023 Neo4j, Inc. All rights reserved.
Graph Schema: New constraints on nodes,
relationships and properties: Unique relationship
property, Relationship key, Property data types
NEO4J 5.0 NEW CAPABILITIES
Database Enhancements
4
© 2023 Neo4j, Inc. All rights reserved.
Graph Pattern Matching: Improved
expressivity of graph navigation with
quantified path patterns. More powerful and
performant syntax to navigate and traverse
your graph.
NEO4J 5.0 NEW CAPABILITIES
Database Enhancements
5
© 2023 Neo4j, Inc. All rights reserved.
MATCH path=(a:Account)-[rel:TRANSACTION*3..6]->(a)
WHERE size(apoc.coll.toSet(nodes(path))) = size(nodes(path)) - 1
AND ALL(idx in range(0, size(rel)-2)
WHERE (rel[idx]).date < (rel[idx+1]).date
AND (rel[idx+1].amount / rel[idx].amount) * 100 <= 20
)
RETURN path
NEO4J 5.0 NEW CAPABILITIES
Database Enhancements
Graph Pattern Matching Example
6
Pre-QPP
© 2023 Neo4j, Inc. All rights reserved.
MATCH path=(a:Account)-[:PERFORMS]->(first_tx)
((tx_i)-[:BENEFITS_TO]->(a_i)-[:PERFORMS]->(tx_j)
WHERE tx_i.date < tx_j.date
AND 0.80 <= tx_i.amount / tx_j.amount <= 1.00
){3,6}
(last_tx)-[:BENEFITS_TO]->(a)
WHERE size(apoc.coll.toSet([a]+a_i)) = size([a]+a_i)
RETURN path
NEO4J 5.0 NEW CAPABILITIES
Database Enhancements
Graph Pattern Matching Example
7
QPP
© 2023 Neo4j, Inc. All rights reserved.
Parallel Runtime
10
© 2023 Neo4j, Inc. All rights reserved.
NEO4J 5.0 NEW CAPABILITIES
Parallel Runtime: Speed up analytical query up to 100x
11
© 2023 Neo4j, Inc. All rights reserved.
Parallel Runtime Speedup
Up to 100x faster analytical queries by adding CPU cores
12
More cores
Faster
Queries
© 2023 Neo4j, Inc. All rights reserved.
Change Data
Capture (CDC)
13
© 2023 Neo4j, Inc. All rights reserved.
NEO4J 5.0 NEW CAPABILITIES
Change Data Capture: Automated Real-Time Change Tracking
14
© 2023 Neo4j, Inc. All rights reserved.
Looking Ahead:
Auto-Sharding
15
© 2023 Neo4j, Inc. All rights reserved.
NEO4J 5.0 NEW CAPABILITIES
Fabric Auto-Sharding
16
Coming 2024+
Mapping
Sharding
Rules
© 2023 Neo4j, Inc. All rights reserved.
NEO4J 5.0 NEW CAPABILITIES
Fabric Auto-Sharding
17
Coming 2024+
Mapping
Sharding
Rules
© 2023 Neo4j, Inc. All rights reserved.
AI Enabler
Graph Data Science & Generative AI
19
Irish Bank
Legislation
Dependency Mapping
Neo4j Inc. All rights reserved 2023
21
1 Knowledge Graph Construction
Gen AI use cases
Knowledge Graph
Creation with
Cypher Templates
Knowledge Graph
Creation with
Cypher Templates
© 2023 Neo4j, Inc. All rights reserved.
LLM Demo Time!
24
Neo4j Inc. All rights reserved 2023
25
1
2
3
Knowledge Graph Construction
LLMs for Language Generation
Gen AI use cases
RAG-based Applications
26
Natural Language
Search combining
explicit and implicit
relationships
27
Natural Language
Search combining
explicit and implicit
relationships
© 2023 Neo4j, Inc. All rights reserved.
LLM Demo Time!
28
© 2023 Neo4j, Inc. All rights reserved.
● Co-Pilot in Neo4j Browser
for autocomplete & Cypher
generation
● Bloom & NeoDash NL
integration
29
POWERING GENERATIVE AI APPS
Neo4j’s GenAI Roadmap Coming 2024+
© 2023 Neo4j, Inc. All rights reserved.
● Co-Pilot in Neo4j Browser
for autocomplete & Cypher
generation
● Bloom & NeoDash NL
integration
30
POWERING GENERATIVE AI APPS
Neo4j’s GenAI Roadmap Coming 2024+
© 2023 Neo4j, Inc. All rights reserved.
Thank
You!
jesus.barrasa@neo4j.com
michael.down@neo4j.com
31
© 2023 Neo4j, Inc. All rights reserved.
Up next…Workshops
• Stephenson Room, 5th floor -> Neo4j: Let’s build a graph!
• Auditorium -> Neo4j & AWS
• Euston Room, 5th floor -> Generative AI and Knowledge Graph Workshop
From 17:00 when workshops end join us for Drinks & Nibbles & Networking
Remember Slido.com for feedback
32
© 2023 Neo4j, Inc. All rights reserved.
Thank
You!
See you 22nd February 2024 at
our next GraphSummit London!
33

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Neo4j Product Updates & Knowledge Graphs at GraphSummit London 14 Nov 2023.pptx

  • 1. Neo4j Inc. All rights reserved 2023 Product Update Knowledge Graphs Jesús Barrasa, Michael Down Field Engineering 1
  • 2. © 2023 Neo4j, Inc. All rights reserved. Agenda New features in Neo4j & a peek into the future Knowledge Graphs + LLM = 😁 Demonstration 2
  • 3. © 2023 Neo4j, Inc. All rights reserved. New in Neo4j 5 - recap 3
  • 4. © 2023 Neo4j, Inc. All rights reserved. Graph Schema: New constraints on nodes, relationships and properties: Unique relationship property, Relationship key, Property data types NEO4J 5.0 NEW CAPABILITIES Database Enhancements 4
  • 5. © 2023 Neo4j, Inc. All rights reserved. Graph Pattern Matching: Improved expressivity of graph navigation with quantified path patterns. More powerful and performant syntax to navigate and traverse your graph. NEO4J 5.0 NEW CAPABILITIES Database Enhancements 5
  • 6. © 2023 Neo4j, Inc. All rights reserved. MATCH path=(a:Account)-[rel:TRANSACTION*3..6]->(a) WHERE size(apoc.coll.toSet(nodes(path))) = size(nodes(path)) - 1 AND ALL(idx in range(0, size(rel)-2) WHERE (rel[idx]).date < (rel[idx+1]).date AND (rel[idx+1].amount / rel[idx].amount) * 100 <= 20 ) RETURN path NEO4J 5.0 NEW CAPABILITIES Database Enhancements Graph Pattern Matching Example 6 Pre-QPP
  • 7. © 2023 Neo4j, Inc. All rights reserved. MATCH path=(a:Account)-[:PERFORMS]->(first_tx) ((tx_i)-[:BENEFITS_TO]->(a_i)-[:PERFORMS]->(tx_j) WHERE tx_i.date < tx_j.date AND 0.80 <= tx_i.amount / tx_j.amount <= 1.00 ){3,6} (last_tx)-[:BENEFITS_TO]->(a) WHERE size(apoc.coll.toSet([a]+a_i)) = size([a]+a_i) RETURN path NEO4J 5.0 NEW CAPABILITIES Database Enhancements Graph Pattern Matching Example 7 QPP
  • 8. © 2023 Neo4j, Inc. All rights reserved. Parallel Runtime 10
  • 9. © 2023 Neo4j, Inc. All rights reserved. NEO4J 5.0 NEW CAPABILITIES Parallel Runtime: Speed up analytical query up to 100x 11
  • 10. © 2023 Neo4j, Inc. All rights reserved. Parallel Runtime Speedup Up to 100x faster analytical queries by adding CPU cores 12 More cores Faster Queries
  • 11. © 2023 Neo4j, Inc. All rights reserved. Change Data Capture (CDC) 13
  • 12. © 2023 Neo4j, Inc. All rights reserved. NEO4J 5.0 NEW CAPABILITIES Change Data Capture: Automated Real-Time Change Tracking 14
  • 13. © 2023 Neo4j, Inc. All rights reserved. Looking Ahead: Auto-Sharding 15
  • 14. © 2023 Neo4j, Inc. All rights reserved. NEO4J 5.0 NEW CAPABILITIES Fabric Auto-Sharding 16 Coming 2024+ Mapping Sharding Rules
  • 15. © 2023 Neo4j, Inc. All rights reserved. NEO4J 5.0 NEW CAPABILITIES Fabric Auto-Sharding 17 Coming 2024+ Mapping Sharding Rules
  • 16. © 2023 Neo4j, Inc. All rights reserved. AI Enabler Graph Data Science & Generative AI 19
  • 18. Neo4j Inc. All rights reserved 2023 21 1 Knowledge Graph Construction Gen AI use cases
  • 21. © 2023 Neo4j, Inc. All rights reserved. LLM Demo Time! 24
  • 22. Neo4j Inc. All rights reserved 2023 25 1 2 3 Knowledge Graph Construction LLMs for Language Generation Gen AI use cases RAG-based Applications
  • 23. 26 Natural Language Search combining explicit and implicit relationships
  • 24. 27 Natural Language Search combining explicit and implicit relationships
  • 25. © 2023 Neo4j, Inc. All rights reserved. LLM Demo Time! 28
  • 26. © 2023 Neo4j, Inc. All rights reserved. ● Co-Pilot in Neo4j Browser for autocomplete & Cypher generation ● Bloom & NeoDash NL integration 29 POWERING GENERATIVE AI APPS Neo4j’s GenAI Roadmap Coming 2024+
  • 27. © 2023 Neo4j, Inc. All rights reserved. ● Co-Pilot in Neo4j Browser for autocomplete & Cypher generation ● Bloom & NeoDash NL integration 30 POWERING GENERATIVE AI APPS Neo4j’s GenAI Roadmap Coming 2024+
  • 28. © 2023 Neo4j, Inc. All rights reserved. Thank You! jesus.barrasa@neo4j.com michael.down@neo4j.com 31
  • 29. © 2023 Neo4j, Inc. All rights reserved. Up next…Workshops • Stephenson Room, 5th floor -> Neo4j: Let’s build a graph! • Auditorium -> Neo4j & AWS • Euston Room, 5th floor -> Generative AI and Knowledge Graph Workshop From 17:00 when workshops end join us for Drinks & Nibbles & Networking Remember Slido.com for feedback 32
  • 30. © 2023 Neo4j, Inc. All rights reserved. Thank You! See you 22nd February 2024 at our next GraphSummit London! 33