"DL Accelerator Kernel & Tools Delivering SDK library components for CPU, GPU, DSP, DL accelerator"

MulticoreWare

High Performance Machine Learning - Cognitive and Neuromorphic Computing platforms

Machine Learning Innovations
Empowering High Performance

DL Accelerator Kernel & Tools

Delivering SDK library components for CPU, GPU, DSP, DL accelerator

MulticoreWare engineering consulting services include low level software like Kernel development, porting kernels, profiling & optimizing kernels, memory planning, instructions pipelining to middle level software like CNN framework parsers, CNN model format converters, model compression & optimization etc. With vast array of hardware micro-architecture (CPU, GPU, DSP, DL HW accelerator) awareness and its experience to deliver consulting services uniquely positions MulticoreWare to take up any general purpose as well as custom hardware accelerator that are targeted for AI/ML/DL applications.

Examples of areas research, development, and solutions delivered include:

Kernel optimization with SIMD intrinsic
Kernel designs to achieve CPP (Cycles per Pixels) spec
Kernel optimization for various NN kernels (data-bound & compute-bound) on various DSP micro-architecture
OpenVX, OpenCV, OpenMP and OpenCL libraries to various DL accelerator platforms
End-to-end pipeline creation for embedded computer vision (CV) functions
Parallel computing, pipeline stalls, Runtime engine optimization etc.
End-to-end inference pipeline (Inception-V3, Yolo-v2/v3 etc.)
High Performance workload benchmarking