From b9c5cf7418db875cf00cb8885eebfbcf68d38827 Mon Sep 17 00:00:00 2001
From: leufen1 <l.leufen@fz-juelich.de>
Date: Tue, 16 Feb 2021 15:40:37 +0100
Subject: [PATCH] added custom object for MyPaperModel
---
mlair/model_modules/model_class.py | 9 ++++-----
1 file changed, 4 insertions(+), 5 deletions(-)
diff --git a/mlair/model_modules/model_class.py b/mlair/model_modules/model_class.py
index a603b466..07eaa1ec 100644
--- a/mlair/model_modules/model_class.py
+++ b/mlair/model_modules/model_class.py
@@ -127,7 +127,7 @@ import keras
import tensorflow as tf
from mlair.model_modules.inception_model import InceptionModelBase
from mlair.model_modules.flatten import flatten_tail
-from mlair.model_modules.advanced_paddings import PadUtils, Padding2D
+from mlair.model_modules.advanced_paddings import PadUtils, Padding2D, SymmetricPadding2D
class AbstractModelClass(ABC):
@@ -648,7 +648,8 @@ class MyPaperModel(AbstractModelClass):
# apply to model
self.set_model()
self.set_compile_options()
- self.set_custom_objects(loss=self.compile_options["loss"], Padding2D=Padding2D)
+ self.set_custom_objects(loss=self.compile_options["loss"], SymmetricPadding2D=SymmetricPadding2D,
+ LearningRateDecay=mlair.model_modules.keras_extensions.LearningRateDecay)
def set_model(self):
"""
@@ -704,8 +705,6 @@ class MyPaperModel(AbstractModelClass):
X_input = keras.layers.Input(shape=self._input_shape)
pad_size = PadUtils.get_padding_for_same(first_kernel)
- # X_in = adv_pad.SymmetricPadding2D(padding=pad_size)(X_input)
- # X_in = inception_model.padding_layer("SymPad2D")(padding=pad_size, name="SymPad")(X_input) # adv_pad.SymmetricPadding2D(padding=pad_size)(X_input)
X_in = Padding2D("SymPad2D")(padding=pad_size, name="SymPad")(X_input)
X_in = keras.layers.Conv2D(filters=first_filters,
kernel_size=first_kernel,
@@ -748,7 +747,7 @@ class MyPaperModel(AbstractModelClass):
def set_compile_options(self):
self.optimizer = keras.optimizers.SGD(lr=self.initial_lr, momentum=0.9)
self.compile_options = {"loss": [keras.losses.mean_squared_error, keras.losses.mean_squared_error],
- "metrics": ['mse', 'mea']}
+ "metrics": ['mse', 'mae']}
if __name__ == "__main__":
--
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