Posted in 2024
03 December 2024 - Transformer based Encoder-Decoder models for image-captioning on AMD GPUs
13 November 2024 - SGLang: Fast Serving Framework for Large Language and Vision-Language Models on AMD Instinct GPUs
13 November 2024 - Quantized 8-bit LLM training and inference using bitsandbytes on AMD GPUs
13 November 2024 - Introducing AMD’s Next-Gen Fortran Compiler
01 November 2024 - Distributed Data Parallel Training on AMD GPU with ROCm
24 October 2024 - Torchtune on AMD GPUs How-To Guide: Fine-tuning and Scaling LLMs with Multi-GPU Power
24 October 2024 - CTranslate2: Efficient Inference with Transformer Models on AMD GPUs
23 October 2024 - Inference with Llama 3.2 Vision LLMs on AMD GPUs Using ROCm
15 October 2024 - Speed Up Text Generation with Speculative Sampling on AMD GPUs
15 October 2024 - Multinode Fine-Tuning of Stable Diffusion XL on AMD GPUs with Hugging Face Accelerate and OCI’s Kubernetes Engine (OKE)
11 October 2024 - Enhancing vLLM Inference on AMD GPUs
09 October 2024 - Supercharging JAX with Triton Kernels on AMD GPUs
03 October 2024 - Leaner LLM Inference with INT8 Quantization on AMD GPUs using PyTorch
23 September 2024 - Fine-tuning Llama 3 with Axolotl using ROCm on AMD GPUs
19 September 2024 - Inferencing and serving with vLLM on AMD GPUs
17 September 2024 - Getting to Know Your GPU: A Deep Dive into AMD SMI
10 September 2024 - Introducing the AMD ROCm™ Offline Installer Creator: Simplifying Deployment for AI and HPC
06 September 2024 - Optimize GPT Training: Enabling Mixed Precision Training in JAX using ROCm on AMD GPUs
03 September 2024 - Image Classification with BEiT, MobileNet, and EfficientNet using ROCm on AMD GPUs
29 August 2024 - Seismic stencil codes - part 3
29 August 2024 - Seismic stencil codes - part 2
29 August 2024 - Seismic stencil codes - part 1
28 August 2024 - Benchmarking Machine Learning using ROCm and AMD GPUs: Reproducing Our MLPerf Inference Submission
09 August 2024 - Inferencing with Grok-1 on AMD GPUs
29 July 2024 - Optimizing RoBERTa: Fine-Tuning with Mixed Precision on AMD
29 July 2024 - Graph analytics on AMD GPUs using Gunrock
22 July 2024 - Using statistical methods to reliably compare algorithm performance in large generative AI models with JAX Profiler on AMD GPUs
11 July 2024 - DBRX Instruct on AMD GPUs
03 July 2024 - Accelerating models on ROCm using PyTorch TunableOp
02 July 2024 - A Guide to Implementing and Training Generative Pre-trained Transformers (GPT) in JAX on AMD GPUs
28 June 2024 - Mamba on AMD GPUs with ROCm
28 June 2024 - Deep Learning Recommendation Models on AMD GPUs
04 June 2024 - Segment Anything with AMD GPUs
16 May 2024 - Siemens taps AMD Instinct™ GPUs to expand high-performance hardware options for Simcenter STAR-CCM+
13 May 2024 - Reading AMD GPU ISA
01 May 2024 - Step-by-Step Guide to Use OpenLLM on AMD GPUs
01 May 2024 - Inferencing with Mixtral 8x22B on AMD GPUs
26 April 2024 - Table Question-Answering with TaPas
26 April 2024 - Multimodal (Visual and Language) understanding with LLaVA-NeXT
26 April 2024 - Application portability with HIP
18 April 2024 - C++17 parallel algorithms and HIPSTDPAR
17 April 2024 - Inferencing with AI2’s OLMo model on AMD GPU
16 April 2024 - Text Summarization with FLAN-T5
16 April 2024 - Speech-to-Text on an AMD GPU with Whisper
16 April 2024 - PyTorch C++ Extension on AMD GPU
16 April 2024 - Programming AMD GPUs with Julia
16 April 2024 - Program Synthesis with CodeGen
16 April 2024 - Affinity part 2 - System topology and controlling affinity
16 April 2024 - Affinity part 1 - Affinity, placement, and order
15 April 2024 - Enhancing LLM Accessibility: A Deep Dive into QLoRA Through Fine-tuning Llama Model on a single AMD GPU
15 April 2024 - Enhancing LLM Accessibility: A Deep Dive into QLoRA Through Fine-tuning Llama 2 on a single AMD GPU
15 April 2024 - Developing Triton Kernels on AMD GPUs
11 April 2024 - GPU Unleashed: Training Reinforcement Learning Agents with Stable Baselines3 on an AMD GPU in Gymnasium Environment
09 April 2024 - ResNet for image classification using AMD GPUs
08 April 2024 - Small language models with Phi-2
04 April 2024 - Using the ChatGLM-6B bilingual language model with AMD GPUs
04 April 2024 - Total body segmentation using MONAI Deploy on an AMD GPU
04 April 2024 - Retrieval Augmented Generation (RAG) using LlamaIndex
04 April 2024 - Image classification using Vision Transformer with AMD GPUs
04 April 2024 - Building semantic search with SentenceTransformers on AMD
01 April 2024 - Scale AI applications with Ray
29 March 2024 - Automatic mixed precision in PyTorch using AMD GPUs
15 March 2024 - Large language model inference optimizations on AMD GPUs
12 March 2024 - Building a decoder transformer model on AMD GPU(s)
11 March 2024 - Question-answering Chatbot with LangChain on an AMD GPU
08 March 2024 - Music Generation With MusicGen on an AMD GPU
23 February 2024 - Efficient image generation with Stable Diffusion models and ONNX Runtime using AMD GPUs
08 February 2024 - Simplifying deep learning: A guide to PyTorch Lightning
07 February 2024 - Two-dimensional images to three-dimensional scene mapping using NeRF on an AMD GPU
05 February 2024 - Using LoRA for efficient fine-tuning: Fundamental principles
01 February 2024 - Fine-tune Llama model with LoRA: Customizing a large language model for question-answering
01 February 2024 - Fine-tune Llama 2 with LoRA: Customizing a large language model for question-answering
29 January 2024 - Pre-training BERT using Hugging Face & TensorFlow on an AMD GPU
26 January 2024 - Pre-training BERT using Hugging Face & PyTorch on an AMD GPU
26 January 2024 - Accelerating XGBoost with Dask using multiple AMD GPUs
25 January 2024 - LLM distributed supervised fine-tuning with JAX
Posted in 2023
03 November 2023 - Sparse matrix vector multiplication - part 1
15 September 2023 - Jacobi Solver with HIP and OpenMP offloading
11 September 2023 - Creating a PyTorch/TensorFlow code environment on AMD GPUs
18 July 2023 - Finite difference method - Laplacian part 4
08 June 2023 - GPU-aware MPI with ROCm
17 May 2023 - Register pressure in AMD CDNA™2 GPUs
11 May 2023 - Finite difference method - Laplacian part 3
12 April 2023 - Introduction to profiling tools for AMD hardware
09 March 2023 - AMD Instinct™ MI200 GPU memory space overview
26 January 2023 - AMD ROCm™ installation
04 January 2023 - Finite difference method - Laplacian part 2
Posted in 2022
14 November 2022 - Finite difference method - Laplacian part 1
14 November 2022 - AMD matrix cores