Computing Industry Insights
Exploring Innovations and Challenges in the World of Computing
Delivering High-Performance Compute Solutions for Next-Gen Workloads
MulticoreWare’s Compute BU specializes in developing high-performance computing solutions that maximize efficiency across CPUs, GPUs, NPUs, and DSPs. From software stacks to cloud-scale infrastructure, we drive innovation in AI/ML workloads, heterogeneous compute platforms, and next-gen compilers, helping customers stay ahead in an evolving compute landscape.
Our team combines deep technical expertise with hands-on experience in AI accelerators, TensorFlow/PyTorch frameworks, and HPC workloads, delivering measurable improvements in speed, scalability, and resource optimization.
OUR SERVICES
AI/ML Accelerator Expertise
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.
CPU, GPU, and DSP Solutions
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.
AI Infrastructure on Cloud
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.
RISC-V Solutions
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.
Compilers Expertise
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.
GenAI and LLM Solutions
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.
GET IN TOUCH
Our team is happy to answer your questions. Please fill out the form and we will be in touch with you as soon as possible.
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