TornadoVM, a Java heterogeneous programming framework, now supports CUDA Graphs, multiple streams, and vendor libraries like cuBLAS, cuFFT, and cuDNN, enabling Java applications to leverage NVIDIA's t…
Photoroom reduced inference latency of its convolutional segmentation backbone by 22% on A100 GPUs by switching to PyTorch's channels-last memory format. The change required only four lines of code an…
Researchers at arXiv analyzed the performance of Med-DDPM, a 3D generative diffusion model for MRI synthesis, across three generations of NVIDIA GPUs. They identified inefficiencies in memory access a…
A developer built a 3-node cluster using NVIDIA Jetson Orin Nano Super 8GB developer kits, achieving ~759 Mbps per link, peak 58.3°C under full load, and zero throttling at 1728 MHz. The cluster is de…
A developer implemented FlashAttention's forward and backward passes from scratch in pure CUDA C++, achieving O(N) memory complexity through manual SRAM tiling and online softmax recurrence. A rejecte…