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Best AI System Software
Skymizer’s system software solutions enable AI-on-Chip design houses to automate AI application development,
improve system performance, and optimize inference accuracy.
Our Key Values
Automate Application Development
Enable AI SoC to be easily adopted in frequently evolved applications by automatically compiling AI algorithms into chip’s machine code.
Analyze System Bottlenecks
Leverage virtual platforms to conduct Performance-Guided Optimizations (PGO) to improve speed and reduce memory requirements by utilizing all available computing/memory resources in the complex heterogeneous multi-core systems.
Enhance Accuracy and Performance through Hardware/Software Co-optimization
Align software development at a much earlier stage during SoC architecture exploration stage. Provide architecture-aware calibrations to maintain precision even in Int8 mode.
Case Studies
Datacenter
Colossal models like GPT3 become mainstream in the industry. See how ONNC deals with such challenge by collaborating compiler with runtime and makes heterogeneous multi-cards/multi-server possible.
Recommendation System
Recommendation Systems are extremely accuracy sensitive since they directly relate to enterprises' revenue stream. See how ONNC Calibrator minimizes precision error and helps you and your customers success.
Smartphones
It takes at least 18 months to develop an AI chip, while AI models and applications used in smartphones evolutes at all times. See how ONNC compiler prevents your AI chip phasing out before taping out.
SmartTV
Data movement optiomization is a key breakthrouh for minimize inference latency. See how ONNC runtime leverages this technology to provide best ueser experience for SmartTV users.
Surveillance
Designing heterogeneous multi-core in SOCs tends to suffer from software fragmentation, see how ONNC's totoal solution reduces man-hours and R&D risk.
AIOT
Equipping MCUs with AI super power make smart home and smart factory possible. See how ONNC's compiler fits a deep learning model into extremely resource-constrained MCUs.
Products
ONNC
CommercialONNC
CommercialONNC compiler is a bundle of C++ libraries and tools to boost your development of compiler for deep learning accelerators (DLAs). ONNC compiler targets on diverse SoC architectures from a simply single core system to a heterogeneous system with multi-level memory hierarchy and bus connection.
Forest
Runtime
CommericalForest
Runtime
CommericalForest Runtime executes compiled neural network models on the hardware platform of your choice. It provides common C++ APIs with C and Python bindings for various AI application doing inference. Forest Runtime is '''retargetable'''. It has modular architecture and we've ported it on diverse hardware platforms, including ''datacenter'', ''mobile'' and ''TinyML''.
Calibrator
CommericalCalibrator
CommericalONNC Calibrator leverages hardware architecture information to keep AI System-on-Chips in high precision through the post-training quantization (PTQ) technique. The key indicator to validate a quantization technique is its precision drop.