Nngen

Update
====

Some critical bugs of ONNX importer are fixed.
Quantization mechanism is improved. 8-bit quantization works well for the included examples.

- Algorithm to determine right-shift amounts in quantization is improved. Quantization speed is enhanced.
- Bug fixes of ONNX importer for Gemm: The weight matrix of a Gemm (matmul) is transposed when its input has a different layout. A bug of Bias/Scale bit-width of Gemm is also fixed.
- A bug fix of ONNX importer for GlobalAveragePool: In the previous version, max_pool is wrongly generated. It has been replaced with avg_pool.
- Examples of VGG-11 and ResNet-18 are improved.

Test environment
====

Update
====

- Added a Jupyter Notebook example: hello_nngen.ipynb
- Removed README.rst
- Updated the setup scripts

Test environment
====

Update
====

- Minor bug fixes of ONNX examples.

Test environment
====

Update
====

- README: "Getting started" with some important issues are added. Try NNgen!
- Bug fixes of "examples" and "tests"
- Bug fixes of verification methods in ng.verify.

Test environment
====

First OSS release of NNgen!