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AZuroNanoOpt v6.1 – Hyper-Compact Edge AI Optimizer

https://test.pypi.org/project/azuronanoopt-kr
1•DREDREG•25m ago

Comments

DREDREG•25m ago
Ultra-fast. Ultra-small. ONNX-ready.

AzuroNanoOpt v6.1 is a next-gen AI optimization engine built for edge devices, micro-GPUs, NPUs and embedded ML workflows. Designed for extreme efficiency, fast convergence and seamless deployment.

Training Performance

Dataset: 2,000 train / 500 test

Accuracy: 100% by epoch 6, stable through epoch 10

Loss: 2.305 → 0.038 (adaptive LR: 0.01 → 0.00512)

Stability: Clean convergence even on very small datasets

Speed & Efficiency

Step time: 4.28 ms

Throughput: 25.56M params/sec

Inference latency: 2.36 ms → 2.34 ms (INT8)

Hardware: Standard CPU (no GPU acceleration)

Model Compression

Original: 0.42 MB

INT8 Quantized: 0.13 MB

70% reduction with 0% accuracy loss

MSE: 0.00000000, max diff: 0.000000

ONNX Export (Opset 18)

Dynamic shapes

File size: 0.01 MB

Fully clean graph, zero warnings

Production-ready on Windows, Linux, embedded boards

Licensing

30-day fully functional trial

Enterprise-grade isolation & sandbox support mail: kretski1@gmail.com

Demo: pip install azuronanoopt-kr TestPyPI: azuronanoopt-kr

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AZuroNanoOpt v6.1 – Hyper-Compact Edge AI Optimizer

https://test.pypi.org/project/azuronanoopt-kr
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