anything-llm

Table of contents

背景

該網站介紹了一個名為 Anything LLM 的開源專案，它是一個整合了眾多大型語言模型（LLM）API（如ChatGPT、Azure OpenAI、Hugging Face等）的平台。這個平台還整合了多個向量資料庫，並提供了PDF解析、網頁爬取和YouTube影片文字擷取等功能。Anything LLM 使得使用者可以在單一聊天界面中管理多個模型，支持多用戶使用，且可以進行複雜的數據處理和查詢任務。

Anything LLM 使用 MIT 授權，可以透過 Docker 容器輕鬆部署，且無需編程知識即可搭建。它將多個LLM功能和向量資料庫整合到一個界面，降低了技術門檻，但也使得深入研究LLM技術變得更有挑戰性。該平台的目標是為用戶提供一個綜合性的工具，以應對高內捲化的技術環境。

How to use Dockerized Anything LLM

Use the Dockerized version of AnythingLLM for a much faster and complete startup of AnythingLLM.

Minimum Requirements

[!TIP] Running AnythingLLM on AWS/GCP/Azure? You should aim for at least 2GB of RAM. Disk storage is proportional to however much data you will be storing (documents, vectors, models, etc). Minimum 10GB recommended.

  • docker installed on your machine
  • yarn and node on your machine
  • access to an LLM running locally or remotely

*AnythingLLM by default uses a built-in vector database powered by LanceDB

*AnythingLLM by default embeds text on instance privately Learn More

Recommend way to run dockerized AnythingLLM!

[!IMPORTANT] If you are running another service on localhost like Chroma, LocalAi, or LMStudio you will need to use http://host.docker.internal:xxxx to access the service from within the docker container using AnythingLLM as localhost:xxxx will not resolve for the host system.

Requires Docker v18.03+ on Win/Mac and 20.10+ on Linux/Ubuntu for host.docker.internal to resolve!

Linux: add --add-host=host.docker.internal:host-gateway to docker run command for this to resolve.

eg: Chroma host URL running on localhost:8000 on host machine needs to be http://host.docker.internal:8000 when used in AnythingLLM.

[!TIP] It is best to mount the containers storage volume to a folder on your host machine so that you can pull in future updates without deleting your existing data!

Pull in the latest image from docker. Supports both amd64 and arm64 CPU architectures.

docker pull mintplexlabs/anythingllm
Mount the storage locally and run AnythingLLM in Docker
Linux/MacOs ```shell export STORAGE_LOCATION=$HOME/anythingllm && \ mkdir -p $STORAGE_LOCATION && \ touch "$STORAGE_LOCATION/.env" && \ docker run -d -p 3001:3001 \ --cap-add SYS_ADMIN \ -v ${STORAGE_LOCATION}:/app/server/storage \ -v ${STORAGE_LOCATION}/.env:/app/server/.env \ -e STORAGE_DIR="/app/server/storage" \ mintplexlabs/anythingllm ```
Windows ```powershell # Run this in powershell terminal $env:STORAGE_LOCATION="$HOME\Documents\anythingllm"; ` If(!(Test-Path $env:STORAGE_LOCATION)) {New-Item $env:STORAGE_LOCATION -ItemType Directory}; ` If(!(Test-Path "$env:STORAGE_LOCATION\.env")) {New-Item "$env:STORAGE_LOCATION\.env" -ItemType File}; ` docker run -d -p 3001:3001 ` --cap-add SYS_ADMIN ` -v "$env:STORAGE_LOCATION`:/app/server/storage" ` -v "$env:STORAGE_LOCATION\.env:/app/server/.env" ` -e STORAGE_DIR="/app/server/storage" ` mintplexlabs/anythingllm; ```

Go to http://localhost:3001 and you are now using AnythingLLM! All your data and progress will persist between container rebuilds or pulls from Docker Hub.

How to use the user interface

  • To access the full application, visit http://localhost:3001 in your browser.

About UID and GID in the ENV

  • The UID and GID are set to 1000 by default. This is the default user in the Docker container and on most host operating systems. If there is a mismatch between your host user UID and GID and what is set in the .env file, you may experience permission issues.
  • git clone this repo and cd anything-llm to get to the root directory.
  • touch server/storage/anythingllm.db to create empty SQLite DB file.
  • cd docker/
  • cp .env.example .env you must do this before building
  • docker-compose up -d --build to build the image - this will take a few moments.

Your docker host will show the image as online once the build process is completed. This will build the app to http://localhost:3001.

Integrations and one-click setups

The integrations below are templates or tooling built by the community to make running the docker experience of AnythingLLM easier.

Use the Midori AI Subsystem to Manage AnythingLLM

Follow the setup found on Midori AI Subsystem Site for your host OS After setting that up install the AnythingLLM docker backend to the Midori AI Subsystem.

Once that is done, you are all set!

Common questions and fixes

Cannot connect to service running on localhost!

If you are in docker and cannot connect to a service running on your host machine running on a local interface or loopback:

  • localhost
  • 127.0.0.1
  • 0.0.0.0

[!IMPORTANT] On linux http://host.docker.internal:xxxx does not work. Use http://172.17.0.1:xxxx instead to emulate this functionality.

Then in docker you need to replace that localhost part with host.docker.internal. For example, if running Ollama on the host machine, bound to http://127.0.0.1:11434 you should put http://host.docker.internal:11434 into the connection URL in AnythingLLM.

API is not working, cannot login, LLM is “offline”?

You are likely running the docker container on a remote machine like EC2 or some other instance where the reachable URL is not http://localhost:3001 and instead is something like http://193.xx.xx.xx:3001 - in this case all you need to do is add the following to your frontend/.env.production before running docker-compose up -d --build

# frontend/.env.production
GENERATE_SOURCEMAP=false
VITE_API_BASE="http://<YOUR_REACHABLE_IP_ADDRESS>:3001/api"

For example, if the docker instance is available on 192.186.1.222 your VITE_API_BASE would look like VITE_API_BASE="http://192.186.1.222:3001/api" in frontend/.env.production.

Having issues with Ollama?

If you are getting errors like llama:streaming - could not stream chat. Error: connect ECONNREFUSED 172.17.0.1:11434 then visit the README below.

Fix common issues with Ollama

Still not working?

Ask for help on Discord

Eng06 instance

  • user:group $\rightarrow$ 1000:1000
  • cmd $ export STORAGE_LOCATION=$HOME/anythingllm && mkdir -p $STORAGE_LOCATION && touch "$STORAGE_LOCATION/.env" && docker run -d -p 3001:3001 --cap-add SYS_ADMIN -v ${STORAGE_LOCATION}:/app/server/storage -v ${STORAGE_LOCATION}/.env:/app/server/.env -e STORAGE_DIR="/app/server/storage" --ip eng06.sinotech-eng.com mintplexlabs/anythingllm