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porting sq to autoround #199

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porting sq to autoround #199

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n1ck-guo
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  • example
  • api
  • remove duplication process/code, increase running speed
  • evaluation on few models
  • tune alpha / exec order ?

Signed-off-by: n1ck-guo <heng.guo@intel.com>
@@ -0,0 +1,16 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
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move it to algorithm_ext

absorb_to_layer = self.remove_unsupported_layers(model, absorb_to_layer, no_absorb_layers)
return absorb_to_layer, no_absorb_layers

def remove_unsupported_layers(self, model, absorb_to_layer, no_absorb_layers):
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refer to autoawq to support handcrafted fused patten for popular models and use these configs first. graph trace has some limitations

"alpha_max": 1.0,
"alpha_step": 0.1,
"shared_criterion": "mean",
"n_samples": 32, ##512 for cuda, 128 for cpu?
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tune this parameters for gpu

Signed-off-by: n1ck-guo <heng.guo@intel.com>
Signed-off-by: n1ck-guo <heng.guo@intel.com>
@wenhuach21
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Please wait to merge until version 0.3 is released.

Signed-off-by: n1ck-guo <heng.guo@intel.com>
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2 participants