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hi everyone in this video I want to show you how to perform graph with Lama 3.1 a local running model so first what is graph graph is an approach to perform retrieval alment Generation by taking the relationship of entities and documents into consideration key concepts are nodes and relationships nodes represent entities or concepts extracted from data chunks such as people organizations events or locations in Knowledge Graph each note contains attributes and properties that provide more context about the entity we then Define the connections between nodes these can include various types of associations such as hierarchical like parent child temporal before and after or causal cause and effect relationships also have properties that describe the nature and the strength of the connection when youamp;#39;ve got a lot of documents you end up with a nice graph describing their relationship of all documents letamp;#39;s have a look at a very simple example in our data set nodes could repr