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NNgen: A Fully-Customizable Hardware Synthesis Compiler for Deep Neural Network

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Thanks to the funded provided by DARPA there is an increasingly capable, fully automated, RTL to GDS toolchain for creation ASICs called OpenROAD (https://theopenroadproject.org/). To help support the project, Google...

Hello everyone, As someone who has almost no background in digital electronics a more detailed guide (or perhaps a walkthrough using one of the example codes) on how to implement...

NNgen log ignores lazy_reshape, which is the output layer, and shows the previous operator as the output layer. ## the test case * /nngen/tests/matrix_reshape/test_matrix_reshape_int16.py ```py from __future__ import absolute_import from...

wontfix

The function does not terminate in deep (& complex) networks because it re-explores the already explored ”args” when exploring the computational graph. https://github.com/NNgen/nngen/blob/2a30d83a040871f37a1d3bb17ac5e314d1b9d1b6/nngen/basic_types.py#L476-L484 ## This seems to work well. ```...

wontfix

Hello, I tried to run an example, but I got the following errors /nngen/tests/onnx_matrix_conv2d_linear/test_onnx_matrix_conv2d_linear_int32_3x3_stride1_3x3_stride1.py which is not the same as the test file we want to collect: Could you please...

Hi, after I generate the onnx file using a Lenet 5 pytorch model, running the code `dtypes = {} (outputs, placeholders, variables, constants, operators) = ng.from_onnx(onnx_filename, value_dtypes=dtypes, default_placeholder_dtype=act_dtype, default_variable_dtype=weight_dtype, default_constant_dtype=weight_dtype,...

### issue I've tried to load an onnx-model that I had created using a module, "torch.onnx.export", from a ".pth"(Pytorch) model. The following codes are for these implimentaitions. Some nodes in...

I see that for the conversiom from ONNX to NNgen the usage of Mish layers is not supported. Can this please be added? Thank you in advance

Error while running nngen.from_onnx() Download the onnx file: https://github.com/onnx/models/blob/master/vision/body_analysis/arcface/model/arcfaceresnet100-8.onnx And run Python code: ```python import os import sys sys.path.insert(0, os.path.dirname(os.path.dirname( os.path.dirname(os.path.abspath(__file__))))) import nngen as ng act_dtype=ng.int16 weight_dtype=ng.int8 bias_dtype=ng.int32 scale_dtype=ng.int8 disable_fusion=False...

Error while running nngen.from_onnx() Download the onnx file: https://github.com/onnx/models/blob/master/vision/classification/alexnet/model/bvlcalexnet-3.onnx And run Python code: ```python import os import sys sys.path.insert(0, os.path.dirname(os.path.dirname( os.path.dirname(os.path.abspath(__file__))))) import nngen as ng act_dtype=ng.int16 weight_dtype=ng.int8 bias_dtype=ng.int32 scale_dtype=ng.int8 disable_fusion=False...