…cause invalid (zero) kernel timestamps when using the function cuptiActivityRegisterTimestampCallback to register a timestamp callback. This issue was introduced in the CUDA 12.6 Update 2 release. Requirements Supported platforms Linux x86…
…programming language requires design decisions with various trade-offs. In the C++ library MatX , for instance, the DSL is purely implemented through types and templating , which enables interesting compile-time optimizations for…
…benefits of C++ for core CUDA constructs so you can spend less time reinventing wrappers and more time writing kernels and algorithms. Highlights include: New convenient vocabulary types for core CUDA concepts…
Nsight Compute 2026.1 - New Features Updates in 2026.1.1 Resolved Issues Fixed an issue where metric colors in a timeline row could differ from those shown in the corresponding tooltip…
…Compilation time has been greatly improved, particularly for models with many memory-bound kernels. On average a 1.5x improvement is observed across a variety of model architectures. TensorRT for RTX 1…
…Defining the kernel interface In cuTile, the @ct.kernel decorator marks a Python function as a GPU kernel. We pass compile-time constants using ct.Constant[T] type annotations: import math import…
…Orbital has integrated ALCHEMI Toolkit into their new OrbMolv2 model to drastically reduce the time required for inference. The new model will leverage ALCHEMI Toolkit components such as PME electrostatics for periodic…
…Learn more The cold-start problem In production inference deployments, demand fluctuates over time, requiring inference replicas to scale elastically. However, cold-starting inference workloads on Kubernetes can take several minutes. During…
…GPU workload activities now shown on Sampling Timeline. Added support for collecting Python Call Stacks. Added automatic and manual renaming of demangled kernel names. Acceleration Structure Viewer improvements. Expands syntax highlighting. New…
…The MoE model relies on parallel experts and requires frequent all-to-all communication. As the number of experts increases, the burden of EP communication increases. In DeepSeek-V3, communication time may…