AMD Radeon RX 7700 XT - Local AI Workflow Notes

December 6, 2025 · View on GitHub

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Documentation and configuration notes for running local AI workloads on an AMD Radeon RX 7700 XT GPU with ROCm on Ubuntu Linux.

GPU Summary

PropertyValue
GPUAMD Radeon RX 7700 XT
ArchitectureRDNA 3 (Navi 32)
GFX Versiongfx1101
VRAM12 GB GDDR6
Compute Units54
Stream Processors3456
Max Boost Clock2171 MHz
Infinity Cache48 MB
Card VendorSapphire Technology Limited

System Environment

PropertyValue
OSUbuntu 25.10 (Questing Quokka)
Kernel6.14.0-15-generic
DesktopKDE Plasma (Wayland)
ROCm Version6.3.0
PyTorch2.9.1+rocm6.3
Driveramdgpu (kernel module)

Critical Configuration

Required Environment Variables

For proper GPU detection with gfx1101:

export HSA_OVERRIDE_GFX_VERSION=11.0.1
export ROCM_PATH=/opt/rocm

xformers Compatibility

xformers is not compatible with ROCm. Disable it:

export XFORMERS_DISABLED=1
export DISABLE_XFORMERS=1

AI Services Status

All services validated with GPU acceleration where applicable:

ServiceTypePortGPU Status
OllamaLLM Inference11434ROCm (12 GB available)
WhisperSpeech-to-Text9000ROCm (cuda:0 via HIP)
ComfyUIImage Generation8188ROCm (via PyTorch)
Edge-TTSText-to-Speech8880CPU (cloud API)
Chatterbox TTSText-to-Speech-ROCm (available)

Documentation

Quick Validation Commands

Check GPU Detection

rocminfo | grep -i "gfx"

Test PyTorch ROCm

python3 -c "import torch; print(f'ROCm available: {torch.cuda.is_available()}')"

Check Ollama GPU

docker logs ollama-rocm 2>&1 | grep -i "inference compute"

Repository Structure

.
├── README.md                 # This file
├── hardware-profile/         # Hardware and system documentation
│   ├── gpu-profile.md        # Detailed GPU specifications
│   ├── rocm-configuration.md # ROCm setup guide
│   └── ai-services-validation.md # Service GPU validation
├── comfyui.md               # ComfyUI installation notes
├── ref/                     # Reference materials
├── snippets/                # Code snippets
└── private/                 # Private configuration (git-ignored)

Notes

  • This GPU requires HSA_OVERRIDE_GFX_VERSION=11.0.1 for many ROCm applications
  • Docker containers need --device=/dev/kfd --device=/dev/dri for GPU access
  • Serial numbers and UUIDs have been redacted from public documentation

This documentation was co-authored with Claude Code (Anthropic). While efforts have been made to ensure accuracy, please verify configurations and commands against official AMD/ROCm documentation before use.