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Essays Manuals Projects Notes Objective: Stack GenAI con Docker, Neo4J, LangChain y Ollama.
Author: Docker Team
Year: 2023
Status: In process
License: © 2024 Docker Inc. All rights reserved
Translation: FJ Aguayo
Brief desc.: Installing Generative Artificial Intelligence Assistant, with an example from the Docker Team, for Windows 10.21H2, with GeForce GT 710 GPU: AI/MLearning integration made easy.
Cite: Docker. Accelerated Development with AI & ML. Available at: https://www.docker.com/blog/introducing-a-new-genai-stack/ and, https://neo4j.com/developer-blog/genai-app-how-to-build/
Pub. date: 2023-10-05
Reviewed: 2024-03-11

Table of contents: GenAI Stack Walkthrough: Behind the Scenes With Neo4j, LangChain, and Ollama in Docker
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GenAI Stack Walkthrough: Behind the Scenes With Neo4j, LangChain, and Ollama in Docker

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Abstract: At DockerCon 2023, with partners Neo4j, LangChain, and Ollama, we announced a new GenAI Stack. We have brought together the top technologies in the generative artificial intelligence (GenAI) space to build a solution that allows developers to deploy a full GenAI stack with only a few clicks.

Keywords: GenAI Stack, Docker, Neo4j, Ollama, LangChain, Generative Artificial Intelligence.

1. Introduction

The requirements for deploying the Generative Artificial Intelligence application in a Docker container are found in 2 on the Docker Documentation page. On Windows, the GenAI application can benefit from GPU acceleration only if the latest graphics card driver is installed. To do this, it is necessary to consult 3 the Official NVidia Drivers Page. And they must be updated before beginning this installation and subsequent deployment. In the case of Linux, it will be necessary to proceed in the same way and perform a native installation (compiling) of the Docker Engine itself so that the GPUs work correctly. (See, https://docs.docker.com/guides/use-case/genai-pdf-bot/containerize/#prerequisites)

Abbreviations

The following abbreviations are used:

Acron. Concept
AI Artificial Intelligence
AOP Agent-Oriented Programming
AOSE Agent-Oriented Software Engineering
APL Agent Programming Language
BDI Belief-Desire-Intention
CPS Cyber-Physical Systems
DSL Domain Specific Language
HTN Hierarchical Task Network
Iot Internet of Things
MAPC Multi-Agent Programming Contest
MAS Multi-Agent System
OOP Object-Oriented Programming
PRS Procedural Reasoning System

References

  1. [1]. Introducing a New GenAI Stack: Streamlined AI/ML Integration Made Easy. Visited (2024) https://www.docker.com/blog/introducing-a-new-genai-stack/

  2. [2]. Containerize a generative AI application. Visited (2024) https://docs.docker.com/guides/use-case/genai-pdf-bot/containerize/ 2

  3. [3]. Neo4j Developer Blog. M Hunger, T Bratanix, and O Hane. GenAI Stack Walkthrough: Behind the Scenes With Neo4j, LangChain, and Ollama in Docker. Visited (2024). https://neo4j.com/developer-blog/genai-app-how-to-build/  2

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