From adff3e91e59ca5b7dcbb374dde3756f7c098f924 Mon Sep 17 00:00:00 2001
From: leufen1 <l.leufen@fz-juelich.de>
Date: Fri, 26 Feb 2021 16:18:26 +0100
Subject: [PATCH] report val loss, use log loss monitoring plot scale
---
ACKNOWLEDGMENTS .md => ACKNOWLEDGMENTS.md | 0
mlair/plotting/training_monitoring.py | 2 +-
mlair/run_modules/training.py | 6 +++++-
3 files changed, 6 insertions(+), 2 deletions(-)
rename ACKNOWLEDGMENTS .md => ACKNOWLEDGMENTS.md (100%)
diff --git a/ACKNOWLEDGMENTS .md b/ACKNOWLEDGMENTS.md
similarity index 100%
rename from ACKNOWLEDGMENTS .md
rename to ACKNOWLEDGMENTS.md
diff --git a/mlair/plotting/training_monitoring.py b/mlair/plotting/training_monitoring.py
index 09f49c84..4b4ebbc3 100644
--- a/mlair/plotting/training_monitoring.py
+++ b/mlair/plotting/training_monitoring.py
@@ -86,7 +86,7 @@ class PlotModelHistory:
"""
ax = self._data[[self._plot_metric, f"val_{self._plot_metric}"]].plot(linewidth=0.7)
if len(self._additional_columns) > 0:
- self._data[self._additional_columns].plot(linewidth=0.7, secondary_y=True, ax=ax)
+ self._data[self._additional_columns].plot(linewidth=0.7, secondary_y=True, ax=ax, logy=True)
title = f"Model {self._plot_metric}: best = {self._data[[f'val_{self._plot_metric}']].min().values}"
ax.set(xlabel="epoch", ylabel=self._plot_metric, title=title)
ax.axhline(y=0, color="gray", linewidth=0.5)
diff --git a/mlair/run_modules/training.py b/mlair/run_modules/training.py
index 6c993d56..4409b643 100644
--- a/mlair/run_modules/training.py
+++ b/mlair/run_modules/training.py
@@ -246,4 +246,8 @@ class Training(RunEnvironment):
path_config.check_path_and_create(path)
df.to_latex(os.path.join(path, "training_settings.tex"), na_rep='---', column_format=column_format)
df.to_markdown(open(os.path.join(path, "training_settings.md"), mode="w", encoding='utf-8'),
- tablefmt="github")
\ No newline at end of file
+ tablefmt="github")
+
+ val_score = self.model.evaluate_generator(generator=self.val_set, use_multiprocessing=True, verbose=0, steps=1)
+ for index, item in enumerate(val_score):
+ logging.info(f"{self.model.metrics_names[index]}, {item}")
--
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