Jellyfin docker compose on windows nvidia gpu wsl2

#Jellyfin docker compose on windows nvidia gpu wsl2
services:
  jellyfin:
    image: lscr.io/linuxserver/jellyfin:latest
    container_name: jellyfin
    environment:
      - PUID=1000
      - PGID=1000
      - TZ=Europe/London
      - JELLYFIN_PublishedServerUrl=192.168.1.59 #optional
      - gpus=all
    volumes:
      - C:\Users\keith\Downloads\KLTECHVIDEOS\jellyfindocker/library:/config
      - C:\Users\keith\Downloads\KLTECHVIDEOS\jellyfindocker\TV
        Shows:/data/tvshows
      - C:\Users\keith\Downloads\KLTECHVIDEOS\jellyfindocker\Movies:/data/movies
    ports:
      - 8096:8096
      - 8920:8920 #optional
      - 7359:7359/udp #optional
      - 1900:1900/udp #optional
    deploy:
      # Add this section
      resources:
        reservations:
          devices:
            - driver: nvidia
              count: 1
              capabilities:
                - gpu
    restart: unless-stopped
networks: {}