hardware supported with ROCm on Linux?

\n

2. Install ROCm driver, libraries and tools

\n

Follow the detailed installation instructions for your Linux based platform.

\n

3. Install Machine Learning Frameworks

\n

Pip installation is an easy way to acquire all the required packages and is described in more detail below.

\n

\n

If you prefer to use a container strategy, check out the pre-built images at \nROCm Docker Hub \nand AMD Infinity Hub \nafter installing the required dependancies.

\n

\n

PyTorch

\n

AMD ROCm is fully integrated into the mainline PyTorch ecosystem. Pip wheels are built and tested as part of the stable and nightly releases. \nGo to pytorch.org and use the 'Install PyTorch' widget. \nSelect 'Stable + Linux + Pip + Python + ROCm' to get the specific pip installation command.

\n

An example command line (note the versioning of the whl file):

\n

\n

pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/rocm6.2

\n

\n

TensorFlow

\n

AMD ROCm is upstreamed into the TensorFlow github repository. \nPre-built wheels are hosted on pipy.org

\n

The latest version can be installed with this command:

\n

\n

pip install tensorflow-rocm

\n

\n

4. Use a Hugging Face Model

\n

Now that you have the base requirements installed, get the latest transformer models.

\n

\n

pip install transformers

\n

\n

This allows you to easily import any of the base models into your python application.\nHere is an example using GPT2 in PyTorch:

\n

from transformers import GPT2Tokenizer, GPT2Model\ntokenizer = GPT2Tokenizer.from_pretrained('gpt2')\nmodel = GPT2Model.from_pretrained('gpt2')\ntext = \"Replace me by any text you'd like.\"\nencoded_input = tokenizer(text, return_tensors='pt')\noutput = model(**encoded_input)\n

\n

All of the 200+ standard transformer models are regularly tested with our supported hardware platforms.\nNote that this also implies that all derivatives of those core models should also function correctly. \nLet us know if you run into issues at our ROCm Community page

\n

Here are a few of the more popular ones to get you started:

\n

\n
• BERT
\n
• BLOOM
\n
• LLaMA
\n
• OPT
\n
• T5
\n

\n

Click on the 'Use in Transformers' button to see the exact code to import a specific model into your Python application.

\n

5. Optimum Support

\n

For a deeper dive into using Hugging Face libraries on AMD GPUs, check out the Optimum page \ndescribing details on Flash Attention 2, GPTQ Quantization and ONNX Runtime integration.

\n

Details on getting started \nwith Hugging Face models are available on the Optimum page

\n

Serving a model with TGI

\n

Text Generation Inference (a.k.a “TGI”) provides an end-to-end solution to deploy large language models for inference at scale. \nTGI is already usable in production on AMD Instinct™ GPUs through the docker image ghcr.io/huggingface/text-generation-inference:latest-rocm. \nMake sure to refer to the documentation \nconcerning the support and any limitations.

\n

Benchmarking

\n

The Optimum-Benchmark is available as a utility to easily benchmark the performance of transformers on AMD GPUs, \nacross normal and distributed settings, with various supported optimizations and quantization schemes.

\n

Useful Links and Blogs

\n

\n
• Detailed Llama-3 results Run TGI on AMD Instinct MI300X
\n
• Detailed Llama-2 results show casing the Optimum benchmark on AMD Instinct MI250
\n
• Check out our blog titled Run a Chatgpt-like Chatbot on a Single GPU with ROCm
\n
• Complete ROCm Documentation for installation and usage
\n
• Extended training content and connect with the development community at the Developer Hub
\n

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