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NetsPresso

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About

NetsPresso offers a comprehensive AI software stack designed to maximize the performance of AI models on edge devices. It enables seamless integration of its modules into existing SDKs for optimized AI delivery. The platform covers the entire AI model lifecycle: Model Development provides a Model Zoo for pre-trained models, a Trainer for custom datasets, and a Compressor for creating lightweight models. Model Optimization includes a Graph Optimizer, Quantizer (for reduced precision and improved efficiency), and an IR Converter for framework compatibility. Model Testing offers a Simulator, a Profiler for detailed performance analysis on devices, and a Device Farm for validation across a wide range of real hardware. NetsPresso ensures model-device compatibility, enhances optimization quality, supports flexible model frameworks, provides efficient modular SDK integration, and offers both a graphical user interface and Python CLI for adaptable workflows. It also integrates with Qualcomm AI Hub for streamlined model compilation and profiling.

Platform

Task

model optimizing

Features

• ensures model-device compatibility

• gui and python cli access

• device farm for real-device testing

• model profiler for performance analysis

• model quantizer for reduced precision

• model compressor for lightweight models

• model trainer for custom datasets

• model zoo with pre-trained models

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