Engineering Optimal Performance
Mastering Software Analysis and Optimization
AI/ML Accelerators Expertise
At MulticoreWare, we integrate advanced AI engineering with deep system optimization expertise to enable businesses to harness the full power of AI/ML. Our solutions enhance efficiency, speed, and accuracy across diverse platforms, spanning LLM fine-tuning, AI model deployment, inference optimization, framework acceleration, and kernel development. By optimizing AI workflows across CPUs, GPUs, NPUs, and custom accelerators, we ensure peak AI performance while minimizing compute costs.
Our Offerings
Generative AI Capabilities
- Fine-Tuned AI Models – Customization of LLMs & SLMs (Llama, Phi-2, Gemma) using QLoRA and Sparse Fine-Tuning for domain-specific efficiency.
- Optimized AI Deployment – Seamless model rollout across Edge, Cloud, and On-Prem using MLFlow, Ray, and NVIDIA Triton for scalable AI.
- Scalable Data Pipelines – AI-ready data processing with LlamaIndex and Apache Airflow.
AI Frameworks & Inference Optimization
- Open-Source Framework Porting – Optimizing PyTorch, MXNet, and ONNX Runtime for cross-platform AI execution.
- Inference Acceleration – Optimized graph execution using OP Fusion, Layout Optimization, and Out-of-Order Execution to reduce compute overhead.
- Target-Specific Code Generation – Efficient MLIR, GLOW, and LLVM-based inference pipelines for edge and cloud AI applications.
Kernel Development & Neural Network Optimization
- ISA-Specific Kernel Tuning – Optimized NN operators for ARM, x86, RISC-V, and AI accelerators.
- Hand-Optimized Operators – Enhancing convolution, batch normalization, and activation layers for models like ResNet, MobileNet, and BERT.
AI Runtime & Model Deployment
- Optimized ONNX & TFLite Inference – Accelerated inference execution across diverse AI platforms.
- Android NNAPI Integration – Efficient ML offloading for low-power AI inference.
- Custom Backend Support – Integration of Float and Quantized models for tailored AI deployments.
Model Zoo & DNN Library Optimization
- Custom Model Conversion & Benchmarking – Pre-optimized models for enterprise AI adoption.
- Graph & Memory Optimization – Node fusion, OpenMP parallel execution, and efficient memory handling for large AI workloads.
Why Partner with MulticoreWare?
- End-to-End AI Solutions – Optimization across AI models, frameworks, runtimes, and kernels for full-stack efficiency.
- Tailored AI Acceleration – Custom solutions for CPUs, GPUs, NPUs, and specialized AI processors to maximize performance.
- Industry-Leading Innovation – Decades of expertise in AI engineering, compilers, and embedded systems, driving real-world AI transformation.
CPU, GPU & DSP Solutions
At MulticoreWare, we combine deep architectural expertise with innovative optimization techniques to deliver unmatched performance across CPUs, GPUs, and DSPs. Whether enhancing existing systems or building next-gen solutions, our services accelerate computing workloads and maximize ROI.
CPU expertise across Architectures:
Kernel Development & Optimization:
- Hand-Tuned NN Operators – Custom-optimized for leading AI models.
- Efficient Training & Inference – Optimized convolution, batch normalization, and pooling layers.
- Proven Results – Over 300+ optimized operators and 70+ years of engineering experience.
Why Partner with MulticoreWare?
- Cutting-Edge Computing Solutions – Expertise in CPU, GPU, and DSP acceleration for high-performance workloads.
- Tailored Optimization – Custom solutions for HPC, AI, and embedded computing ensuring measurable performance gains.
- Proven Industry Leadership – Decades of experience delivering optimized compute architectures and AI pipelines.
Accelerate Your Compute Performance with MulticoreWare. Write to us: info@multicorewareinc.com
Heterogeneous Compute Compilers (HCC)
Neural Network Optimization Engines
Domain Specific languages
Hardware Platforms
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