luci::QuantizeOnnxQDQPass Struct Reference

Class to quantize ONNX QuantizeLinear-DequantizeLinear operator. More...

#include <QuantizeOnnxQDQPass.h>

Collaboration diagram for luci::QuantizeOnnxQDQPass:

Public Member Functions
const char *	name (void) const final
bool	run (loco::Graph *g) final
Public Member Functions inherited from logo::Pass
virtual	~Pass ()=default

Detailed Description

Class to quantize ONNX QuantizeLinear-DequantizeLinear operator.

Definition at line 29 of file QuantizeOnnxQDQPass.h.

Member Function Documentation

name()

const char * luci::QuantizeOnnxQDQPass::name ( void  ) const

inlinefinalvirtual

Reimplemented from logo::Pass.

Definition at line 31 of file QuantizeOnnxQDQPass.h.

{ return "luci::QuantizeOnnxQDQ"; }

run()

bool luci::QuantizeOnnxQDQPass::run ( loco::Graph *  g )

finalvirtual

Quantize pattern

[Before]

   [CircleNode(fp32)]
           |

[CircleCustom(OnnxQuantizeLinear)] | [CircleCustom(OnnxDequantizeLinear)] | [CircleNode]

[After]

   [CircleNode(quantized)]
           |
      [CircleNode]

Implements logo::Pass.

Definition at line 270 of file QuantizeOnnxQDQPass.cpp.

{
  bool changed = false;
 
  for (auto node : loco::active_nodes(loco::output_nodes(g)))
  {
    if (auto circle_custom_out = dynamic_cast<luci::CircleCustomOut *>(node))
    {
      OnnxQDQPattern p(circle_custom_out);
      if (p.matched())
      {
        QuantizeOnnxQDQ quantize(p);
        quantize.apply();
        changed = true;
      }
    }
  }
 
  return changed;
}

References loco::active_nodes(), and loco::output_nodes().

Referenced by package.infer.session::inference(), and luci::QuantizeOnnxFakeQuantModelPass::run().

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The documentation for this struct was generated from the following files:

• compiler/luci/pass/src/QuantizeOnnxQDQPass.h
• compiler/luci/pass/src/QuantizeOnnxQDQPass.cpp