Merge pull request #34 from nroope/dev

Merge dev to main

Author: nroope

src/pquant/configs/config_mdmm.yaml

@@ -14,6 +14,7 @@ pruning_parameters:
   damping: 1.0
   use_grad: false
   l0_mode: "coarse" # 'coarse' or 'smooth'
+  constraint_lr: 1.0e-3
 
 quantization_parameters:
   enable_quantization: true

src/pquant/core/keras/activations.py

@@ -23,7 +23,7 @@ def hard_tanh(x):
 activation_registry = {"relu": relu, "tanh": tanh, "hard_tanh": hard_tanh}
 
 
-@keras.saving.register_keras_serializable(package="PQuant")
+@keras.saving.register_keras_serializable(package="PQuantML")
 class PQActivation(keras.layers.Layer):
     def __init__(
         self,
@@ -121,6 +121,10 @@ def set_output_quantization_bits(self, i, f):
 
     def post_pre_train_function(self):
         self.is_pretraining = False
+        if self.quantize_input:
+            self.input_quantizer.post_pre_train_function()
+        if self.quantize_output:
+            self.output_quantizer.post_pre_train_function()
 
     def ebops(self):
         if self.quantize_input and self.quantize_output: