Add MI50 + vLLM full setup guide
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vllm-mi50.md
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416
vllm-mi50.md
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Here you go — a **clean, polished, ready-to-drop-into-Trilium or GitHub** Markdown file.
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If you want, I can also auto-generate a matching `/docs/vllm-mi50/` folder structure and a mini-ToC.
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---
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# **MI50 + vLLM + Proxmox LXC Setup Guide**
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### *End-to-End Field Manual for gfx906 LLM Serving*
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**Version:** 1.0
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**Last updated:** 2025-11-17
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---
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## **📌 Overview**
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This guide documents how to run a **vLLM OpenAI-compatible server** on an
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**AMD Instinct MI50 (gfx906)** inside a **Proxmox LXC container**, expose it over LAN,
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and wire it into **Project Lyra's Cortex reasoning layer**.
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This file is long, specific, and intentionally leaves *nothing* out so you never have to rediscover ROCm pain rituals again.
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---
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## **1. What This Stack Looks Like**
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```
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Proxmox Host
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├─ AMD Instinct MI50 (gfx906)
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├─ AMDGPU + ROCm stack
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└─ LXC Container (CT 201: cortex-gpu)
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├─ Ubuntu 24.04
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├─ Docker + docker compose
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├─ vLLM inside Docker (nalanzeyu/vllm-gfx906)
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├─ GPU passthrough via /dev/kfd + /dev/dri + PCI bind
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└─ vLLM API exposed on :8000
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Lyra Cortex (VM/Server)
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└─ LLM_PRIMARY_URL=http://10.0.0.43:8000
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```
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---
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## **2. Proxmox Host — GPU Setup**
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### **2.1 Confirm MI50 exists**
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```bash
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lspci -nn | grep -i 'vega\|instinct\|radeon'
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```
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You should see something like:
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```
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0a:00.0 Display controller: AMD Instinct MI50 (gfx906)
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```
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### **2.2 Load AMDGPU driver**
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The main pitfall after **any host reboot**.
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```bash
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modprobe amdgpu
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```
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If you skip this, the LXC container won't see the GPU.
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---
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## **3. LXC Container Configuration (CT 201)**
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The container ID is **201**.
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Config file is at:
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```
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/etc/pve/lxc/201.conf
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```
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### **3.1 Working 201.conf**
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Paste this *exact* version:
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```ini
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arch: amd64
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cores: 4
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hostname: cortex-gpu
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memory: 16384
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swap: 512
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ostype: ubuntu
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onboot: 1
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startup: order=2,up=10,down=10
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net0: name=eth0,bridge=vmbr0,hwaddr=BC:24:11:C6:3E:88,ip=dhcp,type=veth
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rootfs: local-lvm:vm-201-disk-0,size=200G
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unprivileged: 0
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# Docker in LXC requires this
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features: keyctl=1,nesting=1
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lxc.apparmor.profile: unconfined
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lxc.cap.drop:
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# --- GPU passthrough for ROCm (MI50) ---
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lxc.mount.entry: /dev/kfd dev/kfd none bind,optional,create=file,mode=0666
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lxc.mount.entry: /dev/dri dev/dri none bind,optional,create=dir
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lxc.mount.entry: /sys/class/drm sys/class/drm none bind,ro,optional,create=dir
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lxc.mount.entry: /opt/rocm /opt/rocm none bind,ro,optional,create=dir
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# Bind the MI50 PCI device
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lxc.mount.entry: /dev/bus/pci/0000:0a:00.0 dev/bus/pci/0000:0a:00.0 none bind,optional,create=file
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# Allow GPU-related character devices
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lxc.cgroup2.devices.allow: c 226:* rwm
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lxc.cgroup2.devices.allow: c 29:* rwm
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lxc.cgroup2.devices.allow: c 189:* rwm
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lxc.cgroup2.devices.allow: c 238:* rwm
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lxc.cgroup2.devices.allow: c 241:* rwm
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lxc.cgroup2.devices.allow: c 242:* rwm
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lxc.cgroup2.devices.allow: c 243:* rwm
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lxc.cgroup2.devices.allow: c 244:* rwm
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lxc.cgroup2.devices.allow: c 245:* rwm
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lxc.cgroup2.devices.allow: c 246:* rwm
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lxc.cgroup2.devices.allow: c 247:* rwm
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lxc.cgroup2.devices.allow: c 248:* rwm
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lxc.cgroup2.devices.allow: c 249:* rwm
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lxc.cgroup2.devices.allow: c 250:* rwm
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lxc.cgroup2.devices.allow: c 510:0 rwm
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```
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### **3.2 Restart sequence**
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```bash
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pct stop 201
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modprobe amdgpu
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pct start 201
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pct enter 201
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```
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---
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## **4. Inside CT 201 — Verifying ROCm + GPU Visibility**
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### **4.1 Check device nodes**
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```bash
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ls -l /dev/kfd
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ls -l /dev/dri
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ls -l /opt/rocm
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```
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All must exist.
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### **4.2 Validate GPU via rocminfo**
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```bash
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/opt/rocm/bin/rocminfo | grep -i gfx
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```
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You need to see:
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```
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gfx906
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```
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If you see **nothing**, the GPU isn’t passed through — restart and re-check the host steps.
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---
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## **5. Install Docker in the LXC (Ubuntu 24.04)**
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This container runs Docker inside LXC (nesting enabled).
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```bash
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apt update
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apt install -y ca-certificates curl gnupg
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install -m 0755 -d /etc/apt/keyrings
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curl -fsSL https://download.docker.com/linux/ubuntu/gpg \
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chmod a+r /etc/apt/keyrings/docker.gpg
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echo \
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"deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.gpg] \
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https://download.docker.com/linux/ubuntu $(. /etc/os-release && echo $VERSION_CODENAME) stable" \
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> /etc/apt/sources.list.d/docker.list
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apt update
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apt install -y docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin
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```
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Check:
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```bash
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docker --version
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docker compose version
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```
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---
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## **6. Running vLLM Inside CT 201 via Docker**
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### **6.1 Create directory**
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```bash
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mkdir -p /root/vllm
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cd /root/vllm
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```
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### **6.2 docker-compose.yml**
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Save this exact file as `/root/vllm/docker-compose.yml`:
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```yaml
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version: "3.9"
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services:
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vllm-mi50:
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image: nalanzeyu/vllm-gfx906:latest
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container_name: vllm-mi50
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restart: unless-stopped
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ports:
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- "8000:8000"
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environment:
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VLLM_ROLE: "APIServer"
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VLLM_MODEL: "/model"
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VLLM_LOGGING_LEVEL: "INFO"
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command: >
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vllm serve /model
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--host 0.0.0.0
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--port 8000
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--dtype float16
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--max-model-len 4096
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--api-type openai
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devices:
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- "/dev/kfd:/dev/kfd"
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- "/dev/dri:/dev/dri"
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volumes:
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- /opt/rocm:/opt/rocm:ro
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```
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### **6.3 Start vLLM**
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```bash
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docker compose up -d
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docker compose logs -f
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```
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When healthy, you’ll see:
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```
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(APIServer) Application startup complete.
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```
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and periodic throughput logs.
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---
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## **7. Test vLLM API**
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### **7.1 From Proxmox host**
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```bash
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curl -X POST http://10.0.0.43:8000/v1/completions \
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-H "Content-Type: application/json" \
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-d '{"model":"/model","prompt":"ping","max_tokens":5}'
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```
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Should respond like:
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```json
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{"choices":[{"text":"-pong"}]}
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```
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### **7.2 From Cortex machine**
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```bash
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curl -X POST http://10.0.0.43:8000/v1/completions \
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-H "Content-Type: application/json" \
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-d '{"model":"/model","prompt":"ping from cortex","max_tokens":5}'
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```
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---
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## **8. Wiring into Lyra Cortex**
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In `cortex` container’s `docker-compose.yml`:
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```yaml
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environment:
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LLM_PRIMARY_URL: http://10.0.0.43:8000
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```
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Not `/v1/completions` because the router appends that automatically.
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In `cortex/.env`:
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```env
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LLM_FORCE_BACKEND=primary
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LLM_MODEL=/model
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```
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Test:
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```bash
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curl -X POST http://10.0.0.41:7081/reason \
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-H "Content-Type: application/json" \
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-d '{"prompt":"test vllm","session_id":"dev"}'
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```
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If you get a meaningful response: **Cortex → vLLM is online**.
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---
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## **9. Common Failure Modes (And Fixes)**
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### **9.1 “Failed to infer device type”**
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vLLM cannot see any ROCm devices.
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Fix:
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```bash
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# On host
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modprobe amdgpu
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pct stop 201
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pct start 201
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# In container
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/opt/rocm/bin/rocminfo | grep -i gfx
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docker compose up -d
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```
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### **9.2 GPU disappears after reboot**
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Same fix:
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```bash
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modprobe amdgpu
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pct stop 201
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pct start 201
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```
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### **9.3 Invalid image name**
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If you see pull errors:
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```
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pull access denied for nalanzeuy...
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```
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Use:
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```
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image: nalanzeyu/vllm-gfx906
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```
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### **9.4 Double `/v1` in URL**
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Ensure:
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```
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LLM_PRIMARY_URL=http://10.0.0.43:8000
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```
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Router appends `/v1/completions`.
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---
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## **10. Daily / Reboot Ritual**
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### **On Proxmox host**
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```bash
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modprobe amdgpu
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pct stop 201
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pct start 201
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```
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### **Inside CT 201**
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```bash
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/opt/rocm/bin/rocminfo | grep -i gfx
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cd /root/vllm
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docker compose up -d
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docker compose logs -f
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```
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### **Test API**
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```bash
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curl -X POST http://10.0.0.43:8000/v1/completions \
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-H "Content-Type: application/json" \
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-d '{"model":"/model","prompt":"ping","max_tokens":5}'
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```
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---
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## **11. Summary**
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You now have:
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* **MI50 (gfx906)** correctly passed into LXC
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* **ROCm** inside the container via bind mounts
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* **vLLM** running inside Docker in the LXC
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* **OpenAI-compatible API** on port 8000
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* **Lyra Cortex** using it automatically as primary backend
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This is a complete, reproducible setup that survives reboots (with the modprobe ritual) and allows you to upgrade/replace models anytime.
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---
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If you want, I can generate:
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||||||
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* A `/docs/vllm-mi50/README.md`
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* A "vLLM Gotchas" document
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* A quick-reference cheat sheet
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* A troubleshooting decision tree
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Just say the word.
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Reference in New Issue
Block a user