beehive-lab

Update the Quarkus LangChain4j GPULlama3 extension to a new GPULlama3.java release. Use when bumping io.github.beehive-lab:gpu-llama3 in quarkus-langchain4j, adapting the runtime/deployment modules to API or capability changes, validating JDK/TornadoVM…

Update the LangChain4j GPULlama3 integration to a new GPULlama3.java release. Use when bumping io.github.beehive-lab:gpu-llama3, adapting the adapter to API or capability changes, enabling inherited integration tests, validating JDK/TornadoVM combinations and…

Build GPULlama3.java from source with Maven and run. Use when the compiled jar/classes are missing or stale, or after pulling new changes.

Setup TornadoVM to use with GPULlama3.java. Use this when already on a system with GPUs visible.

Nsight Compute workflow for analyzing one specific GPULlama3/TornadoVM CUDA kernel. Use after nsys or TornadoVM profiler output identifies the hot kernel.

Nsight Systems workflow for GPULlama3/TornadoVM CUDA runs. Use to capture CUDA timelines, summarize kernel/API/memcpy time, identify hot kernels, launch overhead, syncs, and GPU idle behavior.

Build, test, and contribute to TornadoVM's OpenCL/CUDA/Metal backends — make BACKEND targets, tornado-test (quickPass/single-class), checkstyle-before-PR, one-line commits, the develop-branch PR flow, and the recurring graalJars/setvars build gotchas. Use…

Run a measured performance/correctness campaign on the TornadoVM runtime — profile first (JFR for host, Nsight Systems for driver), falsify the hypothesis with a standalone probe, A/B against a same-build baseline, then ship one PR per measured claim. Use…

NVIDIA-specific TornadoVM workflows on the CUDA backend — profile with Nsight Systems (nsys) and read NVTX ranges, use the hybrid library-task API (cuBLAS/cuBLASLt/cuDNN/cuFFT/cuSPARSE/cuTENSOR/CUTLASS/NCCL native calls from Java), print the generated CUDA-C…