Curated AMD GPU compatibility index and CLI for AI workloads — ROCm and Vulkan
Project description
rocmate
Get AMD GPUs running with AI tools — without the rabbit hole.
rocmate is a curated compatibility index and CLI for running modern AI workloads on AMD GPUs — via ROCm or Vulkan. It tells you what works on your specific card, what to set, and what to avoid — based on configurations that real users have tested.
pip install rocmate
Why?
AMD GPUs offer great VRAM-per-dollar (especially the RX 7900 XTX with 24 GB), but getting Ollama, ComfyUI, faster-whisper, or axolotl to actually use the GPU still involves hunting through blog posts, GitHub issues, and Discord threads. Information is scattered, often outdated, and rarely specific to your chip generation (gfx1030 vs gfx1100 vs gfx1151 vs gfx1201).
rocmate consolidates this knowledge into one place — version-controlled, testable, community-maintained.
Quickstart
pip install rocmate
Check your system:
$ rocmate doctor
✓ GPU detected: AMD Radeon RX 7900 XTX (gfx1100)
✓ ROCm found: 7.2.3
✗ User not in 'render' group — run: sudo usermod -aG render $USER
✓ Docker available
✓ Vulkan available
Show the tested config for a tool:
rocmate show llama-cpp # auto-detects your chip
rocmate show llama-cpp --chip gfx1100
Find tools by keyword:
rocmate search llm
rocmate list --chip gfx1151 # filter by chip
Install with the right ENV vars (shows plan first, asks for confirmation):
rocmate install ollama
rocmate install ollama --chip gfx1100 # skip GPU detection
# Auto-fix detected issues
rocmate doctor --fix
Supported tools
→ Live compatibility matrix — auto-updated on every commit.
| Tool | gfx1151 Radeon 8060S/8050S |
gfx1100 RX 7900 XT/XTX |
gfx1101 RX 7800/7700 XT |
gfx1102 RX 7600 |
gfx1030 RX 6800/6900 |
gfx1201 RX 9070 |
|---|---|---|---|---|---|---|
| Ollama | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 |
| ComfyUI | 🟡 | ✅ | ✅ | 🟡 | 🟡 | — |
| faster-whisper | ✅ | ✅ | 🟡 | — | — | — |
| llama.cpp | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 |
| Stable Diffusion WebUI | 🟡 | ✅ | ✅ | 🟡 | 🟡 | — |
| vLLM | ✅ | ✅ | ✅ | 🟡 | 🟡 | 🟡 |
| Axolotl | 🟡 | ✅ | ✅ | 🟡 | 🟡 | — |
| ExLlamaV2 | 🟡 | ✅ | ✅ | 🟡 | 🟡 | — |
✅ tested · 🟡 partial / workarounds needed · — no data yet
Run rocmate show <tool> for chip-specific ENV vars, install hints, and tested ROCm versions.
Status
Actively maintained by @T0nd3 on an RX 7900 XTX. Contributions for other AMD chips are very welcome — one YAML file, five minutes. See CONTRIBUTING.md.
License
MIT — see LICENSE.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file rocmate-0.5.3.tar.gz.
File metadata
- Download URL: rocmate-0.5.3.tar.gz
- Upload date:
- Size: 66.0 kB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
2c698ec1d3ef9869f035c6fbad0e2ae71a7271b4e28c99c6bbf2074fd99e7a0c
|
|
| MD5 |
a089156a8adcf5673fcdfed576ac501b
|
|
| BLAKE2b-256 |
fd057e4245bca1edbbacd91cb7d71e5b125bff047c26c422e79b335ba6e63848
|
Provenance
The following attestation bundles were made for rocmate-0.5.3.tar.gz:
Publisher:
publish.yml on T0nd3/rocmate
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
rocmate-0.5.3.tar.gz -
Subject digest:
2c698ec1d3ef9869f035c6fbad0e2ae71a7271b4e28c99c6bbf2074fd99e7a0c - Sigstore transparency entry: 1586337044
- Sigstore integration time:
-
Permalink:
T0nd3/rocmate@9238615230131a60a721ac354ae640a5f2bdd28d -
Branch / Tag:
refs/tags/v0.5.3 - Owner: https://github.com/T0nd3
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
publish.yml@9238615230131a60a721ac354ae640a5f2bdd28d -
Trigger Event:
release
-
Statement type:
File details
Details for the file rocmate-0.5.3-py3-none-any.whl.
File metadata
- Download URL: rocmate-0.5.3-py3-none-any.whl
- Upload date:
- Size: 26.0 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
49cedb7bdc995c979a65a6e5eed9312e46dfad3867d58c09e597eeea1819375c
|
|
| MD5 |
983194c9ebf5a70bd302696c5af70d36
|
|
| BLAKE2b-256 |
b52bf310b7a9c71d82fed84ab6a68386096649754f15704036ee806059a3a795
|
Provenance
The following attestation bundles were made for rocmate-0.5.3-py3-none-any.whl:
Publisher:
publish.yml on T0nd3/rocmate
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
rocmate-0.5.3-py3-none-any.whl -
Subject digest:
49cedb7bdc995c979a65a6e5eed9312e46dfad3867d58c09e597eeea1819375c - Sigstore transparency entry: 1586337140
- Sigstore integration time:
-
Permalink:
T0nd3/rocmate@9238615230131a60a721ac354ae640a5f2bdd28d -
Branch / Tag:
refs/tags/v0.5.3 - Owner: https://github.com/T0nd3
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
publish.yml@9238615230131a60a721ac354ae640a5f2bdd28d -
Trigger Event:
release
-
Statement type: