Engineering Optimal Performance
Mastering Software Analysis and Optimization
The integration of intelligence into compilers has become increasingly pivotal, given its burgeoning role in optimization within the software landscape, addressing the mounting complexity of contemporary software and hardware environments. Harnessing intelligence empowers compilers to autonomously adapt and optimize code for intricate architectures, yielding substantial improvements in performance, resource utilization, and overall software efficiency.
End-to-End Compiler Expertise
Optimizing software is paramount to ensuring efficient resource utilization and achieving overarching efficiency objectives. At MulticoreWare, our engineers are involved in various aspects of the LLVM compiler, spanning the entire development lifecycle, with hands-on expertise in frontend development, Intermediate Representation (IR) optimization, and backend implementation.
Our proficiency extends to crafting compiler passes designed to enhance performance. We’re adept at creating essential components such as LLDB, LLBT, and assemblers, finely tuned to cater to a diverse range of target architectures. Our high-level skills in implementing heterogeneous programming systems set us apart. We specialize in designing and executing new language features that seamlessly facilitate architecture-specific capabilities, pushing the boundaries of software performance.
MLIR
MulticoreWare’s expertise extends to MLIR, or Multi-Level Intermediate Representation, which stands as a transformative compiler infrastructure within the LLVM ecosystem. We excel in translating various machine learning operators from frameworks like TensorFlow, PyTorch, and ONNX to LLVM. This proficiency bridges the gap between productivity-focused frameworks and low-level hardware-specific optimizations, resulting in a seamless translation that significantly enhances performance.
Our specialized knowledge in MLIR encompasses graph transformation methodologies, including graph optimization and Ops fusion. These techniques are instrumental in improving inference throughput, further solidifying our position as experts in the realm of compiler technology.
End-to-End Compiler Expertise
At MulticoreWare, we deliver comprehensive solutions for both traditional and ML compilers, ensuring high-performance execution across CPUs, GPUs, and AI accelerators. Our expertise spans language extensions, LLVM backend optimizations, MLIR transformations, and operator tuning, enabling seamless integration with modern software stacks and hardware architectures.
Our Offerings
Traditional Compiler Solutions:
- Language Extensions & High-Level Libraries – Develop domain-specific languages and extend libraries for seamless cross-platform support.
- LLVM IR Optimization – Optimize LLVM Intermediate Representation (IR) for efficient code execution and portability.
- LLVM Backend Development – Implement custom backends for optimized code generation across various architectures.
- OS, Runtime & System Software Development – Develop assemblers, runtime environments, and OpenCL-compliant implementations.
ML Compiler Solutions:
- MLIR Expertise – Lower TensorFlow, PyTorch, and ONNX operators to optimized LLVM IR for high-performance execution.
- Graph Transformation & Optimization – Improve performance via operator fusion and graph-level optimizations.
- Framework Optimization – Tune 30+ AI operators to achieve peak efficiency for customer-specific frameworks.
Why Partner with MulticoreWare?
- Next-Gen Compiler Solutions – Custom compilers for traditional and AI workloads, enabling hardware acceleration.
- Optimized Performance – Improve compute efficiency across CPUs, GPUs, NPUs, and AI accelerators.
- Seamless Integration – Connect compilers with leading ML frameworks and programming languages.
Customize Your Compiler Solutions:
- Tailored to Your Performance Needs: Adapt our compiler solutions for your unique hardware (CPU, GPU, FPGA, AI accelerator).
- Open-Source Contributions: Explore our open-source projects and collaborate on the next generation of compiler innovations.
- Collaborative Innovation: Partner with our compiler experts to design and optimize compilers for your workloads.
Let’s Build the Future of Compilers Together! Write to us: info@multicorewareinc.com
Domain Specific languages
Hardware Platforms
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