From 556b9a69c7837fac109b4638b930685e7fa53c60 Mon Sep 17 00:00:00 2001
From: tomrink <rink@ssec.wisc.edu>
Date: Thu, 29 Apr 2021 23:13:00 -0500
Subject: [PATCH] snapshot...
---
modules/deeplearning/icing_cnn.py | 4 +++-
1 file changed, 3 insertions(+), 1 deletion(-)
diff --git a/modules/deeplearning/icing_cnn.py b/modules/deeplearning/icing_cnn.py
index fc0ad7d8..f7c464e4 100644
--- a/modules/deeplearning/icing_cnn.py
+++ b/modules/deeplearning/icing_cnn.py
@@ -1,4 +1,5 @@
import tensorflow as tf
+import tensorflow_addons as tfa
from util.setup import logdir, modeldir, cachepath
from util.util import homedir
import subprocess
@@ -18,7 +19,7 @@ PROC_BATCH_SIZE = 2046
PROC_BATCH_BUFFER_SIZE = 50000
NumLabels = 1
BATCH_SIZE = 256
-NUM_EPOCHS = 100
+NUM_EPOCHS = 60
TRACK_MOVING_AVERAGE = False
@@ -400,6 +401,7 @@ class IcingIntensityNN:
self.learningRateSchedule = tf.keras.optimizers.schedules.ExponentialDecay(initial_learning_rate, decay_steps, decay_rate)
optimizer = tf.keras.optimizers.Adam(learning_rate=self.learningRateSchedule)
+ optimizer = tfa.optimizers.MovingAverage(optimizer)
if TRACK_MOVING_AVERAGE:
ema = tf.train.ExponentialMovingAverage(decay=0.999)
--
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