From 406dc3d1d5658d74f91f9c0ead60a32ef9561ddc Mon Sep 17 00:00:00 2001
From: Felix Kleinert <f.kleinert@fz-juelich.de>
Date: Mon, 15 Aug 2022 10:23:44 +0200
Subject: [PATCH] include transformation in runscript
---
run_bnn.py | 11 +++++++++++
1 file changed, 11 insertions(+)
diff --git a/run_bnn.py b/run_bnn.py
index 7667b027..f1ed70ab 100644
--- a/run_bnn.py
+++ b/run_bnn.py
@@ -33,6 +33,16 @@ def main(parser_args):
stats_per_var = {'o3': 'dma8eu', 'relhum': 'average_values', 'temp': 'maximum', 'u': 'average_values',
'v': 'average_values', 'no': 'dma8eu', 'no2': 'dma8eu', 'cloudcover': 'average_values',
'pblheight': 'maximum'}
+ transformation = {'o3': {'method': 'standardise'},
+ 'relhum': {'method': 'min_max'},
+ 'temp': {'method': 'standardise'},
+ 'u': {'method': 'standardise'},
+ 'v': {'method': 'standardise'},
+ 'no': {'method': 'standardise'},
+ 'no2': {'method': 'standardise'},
+ 'cloudcover': {'method': 'min_max'},
+ 'pblheight': {'method': 'standardise'}
+ }
workflow = DefaultWorkflow( # stations=load_stations(),
#stations=["DEBW087","DEBW013", "DEBW107", "DEBW076"],
stations=load_stations(2),
@@ -41,6 +51,7 @@ def main(parser_args):
window_history_size=6,
epochs=100,
batch_size=1024,
+ transformation=transformation,
train_model=False, create_new_model=True, network="UBA",
evaluate_feature_importance=False, # plot_list=["PlotCompetitiveSkillScore"],
# competitors=["test_model", "test_model2"],
--
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