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ai:ollama-openwebui [2024/06/27 15:12] – Wulf Rajekai:ollama-openwebui [2024/08/08 17:31] (current) – Wulf Rajek
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 ====== Ollama Open-Webui ====== ====== Ollama Open-Webui ======
 +
 +Note: You should have at least 8 GB of RAM available to run the 7B models, 16 GB to run the 13B models, and 32 GB to run the 33B models.
  
 Notes only for now: Notes only for now:
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 mkdir /opt/openedai-speech/tts-config mkdir /opt/openedai-speech/tts-config
 mkdir /opt/pipelines mkdir /opt/pipelines
-mkdir /opt/whisper+mkdir /opt/docker-ssl-proxy 
 +mkdir /opt/faster-whisper-server
 </code> </code>
  
 <code - docker-ollama.yml> <code - docker-ollama.yml>
 +name: ollama
 services: services:
   ollama:   ollama:
Line 27: Line 31:
       - 11434:11434       - 11434:11434
     #runtime: nvidia     #runtime: nvidia
 +    restart: unless-stopped
     deploy:     deploy:
       resources:       resources:
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           devices:           devices:
           - driver: nvidia           - driver: nvidia
-            device_ids: ['0']+            #device_ids: ['0'] 
 +            count: 1
             capabilities: [gpu]             capabilities: [gpu]
 </code> </code>
  
 <code - docker-openwebui.yml> <code - docker-openwebui.yml>
 +name: open-webui
 services: services:
   open-webui:   open-webui:
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     volumes:     volumes:
       - /opt/open-webui:/app/backend/data       - /opt/open-webui:/app/backend/data
-    restart: always+    restart: unless-stopped
     extra_hosts:     extra_hosts:
       host.docker.internal: host-gateway       host.docker.internal: host-gateway
     environment:     environment:
-      - WEBUI_NAME="CustomGPT"+      - WEBUI_NAME=CustomGPTName 
 +      - TZ=Europe/London 
 +      - RAG_EMBEDDING_MODEL_TRUST_REMOTE_CODE=True # allow sentencetransformers to execute code like for alibaba-nlp/gte-large-en-v1.5 
 </code> </code>
  
 <code - docker-openedai-speech.yml> <code - docker-openedai-speech.yml>
 +name: openedai-speech
 services: services:
   openedai-speech:   openedai-speech:
Line 92: Line 103:
  
 <code - docker-pipelines.yml> <code - docker-pipelines.yml>
 +name: pipelines
 services: services:
   pipelines:   pipelines:
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             capabilities: [gpu]             capabilities: [gpu]
 </code> </code>
 +
 +https://zohaib.me/extending-openwebui-using-pipelines/
 +
  
 Under settings->connections set: Under settings->connections set:
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   - OPENAI API Key: 0p3n-w3bu!   - OPENAI API Key: 0p3n-w3bu!
  
-<code - docker-whisper.yml>+<code> 
 +git clone https://github.com/fedirz/faster-whisper-server 
 +</code> 
 + 
 +<code - docker-faster-whisper-server.yml> 
 +name: faster-whisper-server
 services: services:
-  faster-whisper: +  faster-whisper-server-cuda: 
-    image: lscr.io/linuxserver/faster-whisper:gpu +    image: fedirz/faster-whisper-server:latest-cuda 
-    container_name: faster-whisper +    build: 
-    environment: +      dockerfile: faster-whisper-server/Dockerfile.cuda 
-      - PUID=1000 +      context: ./faster-whisper-server 
-      - PGID=1000 +      platforms: 
-      - TZ=Europe/London +        - linux/amd64
-      - WHISPER_MODEL=tiny-int8 +
-      - WHISPER_BEAM=1 #optional +
-      - WHISPER_LANG=en #optional+
     volumes:     volumes:
-      - /opt/whisper:/config +      - /opt/faster-whisper-server/:/root/.cache/huggingface
-    ports: +
-      - 10300:10300+
     restart: unless-stopped     restart: unless-stopped
 +    ports:
 +      - 8010:8000
 +    develop:
 +      watch:
 +        - path: faster_whisper_server
 +          action: rebuild
     deploy:     deploy:
       resources:       resources:
         reservations:         reservations:
           devices:           devices:
-          - driver: nvidia +            - capabilities: ["gpu"] 
-            device_ids: ['0'] +
-            capabilities: [gpu]+
 </code> </code>
 go to settings -> audio, set  go to settings -> audio, set 
-  - OPENAI API host: http://host.docker.internal:10300/v1+  - OPENAI API host: http://host.docker.internal:8010/v1
   - OPENAI API Key: sk-something   - OPENAI API Key: sk-something
-  - model: hasspy:faster-whisper-tiny-int8+  - model: whisper-1 
 + 
 + 
 +NOTE: speech to text requires https connection to open-webui as browsers do not have access to microphone on http connection!  
 + 
 +<code> 
 +mkdir /opt/docker-ssl-proxy/ 
 +cd /opt/docker-ssl-proxy/ 
 +openssl req -subj '/CN=hostname.example.com' -x509 -newkey rsa:4096 -nodes -keyout key.pem -out cert.pem -days 365 
 +</code> 
 +<code - /opt/docker-ssl-proxy/proxy_ssl.conf> 
 +server { 
 +  listen 80; 
 +  server_name _; 
 +  return 301 https://$host$request_uri; 
 +} 
 +server { 
 +  listen 443 ssl; 
 +  ssl_certificate /etc/nginx/conf.d/cert.pem; 
 +  ssl_certificate_key /etc/nginx/conf.d/key.pem; 
 +  location / { 
 +     proxy_pass http://host.docker.internal:3000; 
 +  } 
 +} 
 +</code> 
 + 
 +<code - docker-ssl-proxy.yml> 
 +name: nginx-proxy 
 +services: 
 +  nginx-proxy: 
 +    image: nginx 
 +    container_name: nginx-proxy 
 +    ports: 
 +      - 80:80 
 +      - 443:443 
 +    volumes: 
 +      - /opt/docker-ssl-proxy:/etc/nginx/conf.d 
 +    restart: unless-stopped 
 +    extra_hosts: 
 +      host.docker.internal: host-gateway 
 +    environment: 
 +      - TZ=Europe/London 
 +</code> 
 + 
 +To pull an ollama image, better to use ollama directly as the webinterface doesn't handle stalls well: 
 +<code> 
 +docker exec -ti ollama ollama pull imagename:tag 
 +</code> 
 + 
 +To update all previously pulled ollama models, use this bash script: 
 +<code bash update-ollama-models.sh>  
 +#!/bin/bash 
 + 
 +docker exec -ti ollama ollama list | tail -n +2 | awk '{print $1}' | while read -r model; do 
 +  echo "Updating model: $model..." 
 +  docker exec -t ollama ollama pull $model 
 +  echo "--" 
 +done 
 +echo "All models updated." 
 +</code>
  
-possible alternative: https://github.com/fedirz/faster-whisper-server 
  
 AMD GPU on Windows: AMD GPU on Windows:
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 </code> </code>
  
-docker install - WSL2 backend +Create the respective docker volumes folder: 
-cmd line +<code> 
 +# p/Docker_Volumes = P:\Docker_Volumes 
 +mkdir P:\Docker_Volumes 
 +</code> 
 + 
 +# docker install - choose the WSL2 backend 
 +# cmd line  
 <code> <code>
 docker compose -f docker-openwebui.yml up -d docker compose -f docker-openwebui.yml up -d
Line 195: Line 280:
 </code> </code>
  
-mkdir + 
-p/Docker_Volumes = P:\Docker_Volumes+to update all ollama models on windows, use this powershell command - adjust for the hostname/ip ollama is running on: 
 +<code powershell> 
 +(Invoke-RestMethod http://localhost:11434/api/tags).Models.Name.ForEach{ ollama pull $_ } 
 + 
 +#or if in docker 
 +(Invoke-RestMethod http://localhost:11434/api/tags).Models.Name.ForEach{ docker exex -t ollama ollama pull $_ } 
 +</code> 
 + 
 + 
 +====== Curl OpenAI API test ====== 
 + 
 +<code> 
 +curl http://localhost:11434/v1/chat/completions \ 
 +    -H "Content-Type: application/json" \ 
 +    -d '{ 
 +        "model": "llama3", 
 +        "messages": [ 
 +            { 
 +                "role": "system", 
 +                "content": "You are a helpful assistant." 
 +            }, 
 +            { 
 +                "role": "user", 
 +                "content": "Hello!" 
 +            } 
 +        ] 
 +    }' 
 +{"id":"chatcmpl-957","object":"chat.completion","created":1722601457,"model":"llama3","system_fingerprint":"fp_ollama","choices":[{"index":0,"message":{"role":"assistant","content":"Hi there! It's great to meet you! I'm here to help with any questions or tasks you might have. What brings you to this virtual space today? Are you looking for recommendations, seeking answers to a specific question, or maybe looking for some inspiration? Let me know, and I'll do my best to assist you."},"finish_reason":"stop"}],"usage":{"prompt_tokens":23,"completion_tokens":68,"total_tokens":91}} 
 +</code> 
ai/ollama-openwebui.1719497561.txt.gz · Last modified: by Wulf Rajek