From 9a5c0e582c037188878eebb571e76cd39addd337 Mon Sep 17 00:00:00 2001 From: slobentanzer Date: Mon, 5 Aug 2024 20:07:45 +0200 Subject: [PATCH] add sequence diagrams for individual RAG workflows --- docs/images/boxplot-naive-vs-biochatter.pdf | Bin 14659 -> 14659 bytes docs/images/dotplot-per-task.pdf | Bin 61571 -> 61526 bytes docs/images/dotplot-per-task.png | Bin 2630885 -> 1835467 bytes docs/images/scatter-per-quantisation-name.pdf | Bin 34445 -> 34451 bytes docs/images/scatter-per-quantisation-name.png | Bin 370939 -> 370767 bytes docs/images/scatter-quantisation-accuracy.pdf | Bin 16487 -> 16487 bytes docs/images/scatter-size-accuracy.pdf | Bin 17723 -> 17723 bytes docs/images/stripplot-extraction-tasks.png | Bin 1084000 -> 1085006 bytes docs/images/stripplot-per-model.png | Bin 119417 -> 119572 bytes docs/images/stripplot-rag-tasks.pdf | Bin 23125 -> 23100 bytes docs/images/stripplot-rag-tasks.png | Bin 302314 -> 302192 bytes docs/rag.md | 53 +++++++++++++++++- 12 files changed, 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z%Y~E^0rucTwFR`4)(6^+u&$f&cgvYB93}^b<@tc z6l>i}+w1c{akQ> DatabaseAgent: question + Knowledge Graph ->> DatabaseAgent: schema information + DatabaseAgent ->> DatabaseAgent: select entities + DatabaseAgent ->> DatabaseAgent: select relationships + DatabaseAgent ->> DatabaseAgent: select properties + DatabaseAgent ->> DatabaseAgent: generate query + DatabaseAgent ->> Knowledge Graph: submit query + Knowledge Graph ->> DatabaseAgent: return results + DatabaseAgent ->> DatabaseAgent: summarise (optional) + DatabaseAgent ->> User/Primary Agent: return results +``` + ### Connecting The database connectivity of BioChatter to BioCypher knowledge graphs is handled @@ -273,6 +291,23 @@ in these repositories, you can call `docker compose up -d standalone` (`standalone` being the Milvus endpoint, which starts two other services alongside it). +```mermaid +sequenceDiagram + participant User/Primary Agent + participant VectorDatabaseAgent + participant Vector Database + participant Documents + + Documents ->> Vector Database: embed text fragments + User/Primary Agent ->> VectorDatabaseAgent: question + VectorDatabaseAgent ->> VectorDatabaseAgent: generate artificial answer (optional) + VectorDatabaseAgent ->> VectorDatabaseAgent: embed question or artificial answer + VectorDatabaseAgent ->> Vector Database: submit search query embedding + Vector Database ->> VectorDatabaseAgent: return most similar embedded fragments + VectorDatabaseAgent ->> VectorDatabaseAgent: summarise (optional) + VectorDatabaseAgent ->> User/Primary Agent: return results +``` + ### Connecting To connect to a vector DB host, we can use the corresponding class: @@ -352,6 +387,22 @@ Agent. It is designed to interact with various external APIs and provides a structured approach to generating queries, fetching results, and interpreting the responses from different API services. +```mermaid +sequenceDiagram + participant User/Primary Agent + participant APIAgent + participant External Software + + External Software ->> APIAgent: API definition + User/Primary Agent ->> APIAgent: question + APIAgent ->> APIAgent: parameterise API + APIAgent ->> APIAgent: generate API query + APIAgent ->> External Software: submit query (optional) + APIAgent ->> External Software: fetch result + External Software ->> APIAgent: return result + APIAgent ->> APIAgent: summarise / interpret (optional) + APIAgent ->> User/Primary Agent: return results +``` ### Example: OncoKB Integration

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