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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
Web
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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