AI Accelerator Software Optimization - LLM Inference, Edge AI & Heterogeneous Compute

MulticoreWare’s Compute BU specializes in high-performance computing solutions that maximize efficiency across CPUs, GPUs, NPUs, and DSPs. We deliver end-to-end AI accelerator software, from deep learning compiler toolchains and NPU compiler optimization to cloud-to-edge AI deployment, helping customers stay competitive in a rapidly evolving compute landscape.

Our team brings deep expertise in LLM inference optimization, AI model compression and quantization, and GPU software performance tuning. Whether you’re building on heterogeneous computing platforms, optimizing an AI inference engine for embedded deployment, or scaling AI workloads in the cloud, we deliver measurable improvements in speed, efficiency, and resource utilization. We also support Embedded AI deployment across RISC-V and other emerging architectures, enabling AI chip software stacks that perform from the data center down to the edge.

We optimize AI/ML pipelines across 15+ accelerators with ISA-based tuning and graph-level optimizations like OP fusion and layout transformations in TensorFlow, PyTorch, ONNX, and TFLite. Our compiler expertise enables lowering ML operations to LLVM IR for efficient compute pipelines. We also integrate custom ML runtimes, ensuring precision and scalability for quantized and floating-point models.

We develop platform-specific SDKs, toolchains, and libraries for multi-ISA portability across x86, ARM, RISC-V, and DSPs. Our expertise spans LLVM-based graph compilers, BSPs, device drivers, and seamless porting across architectures. These solutions maximize performance and efficiency for heterogeneous compute environments.

We build scalable AI platforms on OpenStack and optimize cloud AI runtimes for edge-to-cloud deployments. Our performance tuning leverages SPEC, MLPerf, and Geekbench benchmarks, while ISA-based AI optimization improves latency and throughput across CPU, GPU, and NPU architectures. Virtualization support enhances HPC and cloud-scale compute efficiency.

We enable full-stack RISC-V solutions, including SoC bring-up, embedded development, and performance tuning. Our expertise covers optimized web servers for RISC-V and seamless software porting, ensuring efficiency and compatibility across diverse computing workloads.

Our compiler expertise spans LLVM-based enhancements, graph compiler optimizations, and HPC workload tuning. We profile and scale compute-intensive applications while validating cloud and AI infrastructures for security, reliability, and efficiency.

We build platform-specific Model Zoos and optimize AI models for conversion, fine-tuning, and benchmarking. Our expertise in scaling complex ML and LLM pipelines ensures seamless edge-to-cloud AI workflows, unlocking Generative AI’s full potential.

WHY CHOOSE MULTICOREWARE?

• Holistic Compute Solutions – Expertise across AI/ML frameworks, accelerators, compilers, and HPC workloads.
• Platform-Specific Optimizations – Precision-tuned solutions for CPUs, GPUs, DSPs, and NPUs, delivering measurable performance gains.
• Scalable Innovation – Seamless solutions that scale across architectures and environments, ensuring faster time-to-market.
• Real-World Expertise – Over a decade of hands-on experience in building AI solutions, compilers, and cloud-scale infrastructure for industry leaders.

For more information, write to us: info@multicorewareinc.com

OUR PRODUCTS

VaLVe: Variable - Length Vector (VaLVe) library:

VaLVe, an IP from MulticoreWare, is a powerful programmer productivity tool designed for SIMD programming. It extends support to multiple architectures, such as ARM V9 and RISC-V.

VaLVe is a two-layer library enabling explicit vector programming that makes vectors look and feel like native data types.

Perfalign: Accelerating Software Development:

Perfalign is a unified toolkit designed to simplify the complexities of AI model development.

With its comprehensive suite of tools – ranging from visualization to functional validation to profiling and performance analysis, Perfalign empowers developers by providing actionable data at their fingertips, enabling them to extract the maximum potential from both their models and hardware platforms.