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authorGustaf Rydholm <gustaf.rydholm@gmail.com>2021-10-10 18:05:44 +0200
committerGustaf Rydholm <gustaf.rydholm@gmail.com>2021-10-10 18:05:44 +0200
commit9d3e158f48e3e965d67f154e05faaaf1cadbb836 (patch)
tree57b8e1b38874e9a778671abe4eaaa841fc56049b /training/conf/callbacks/lightning
parent38f546f0b86fc0dc89863b00c5ee8c6685394ef2 (diff)
Update configs
Diffstat (limited to 'training/conf/callbacks/lightning')
-rw-r--r--training/conf/callbacks/lightning/checkpoint.yaml9
-rw-r--r--training/conf/callbacks/lightning/early_stopping.yaml6
-rw-r--r--training/conf/callbacks/lightning/learning_rate_monitor.yaml4
3 files changed, 19 insertions, 0 deletions
diff --git a/training/conf/callbacks/lightning/checkpoint.yaml b/training/conf/callbacks/lightning/checkpoint.yaml
new file mode 100644
index 0000000..b4101d8
--- /dev/null
+++ b/training/conf/callbacks/lightning/checkpoint.yaml
@@ -0,0 +1,9 @@
+model_checkpoint:
+ _target_: pytorch_lightning.callbacks.ModelCheckpoint
+ monitor: val/loss # name of the logged metric which determines when model is improving
+ save_top_k: 1 # save k best models (determined by above metric)
+ save_last: true # additionaly always save model from last epoch
+ mode: min # can be "max" or "min"
+ verbose: false
+ dirpath: checkpoints/
+ filename: "{epoch:02d}"
diff --git a/training/conf/callbacks/lightning/early_stopping.yaml b/training/conf/callbacks/lightning/early_stopping.yaml
new file mode 100644
index 0000000..a188df3
--- /dev/null
+++ b/training/conf/callbacks/lightning/early_stopping.yaml
@@ -0,0 +1,6 @@
+early_stopping:
+ _target_: pytorch_lightning.callbacks.EarlyStopping
+ monitor: val/loss # name of the logged metric which determines when model is improving
+ patience: 16 # how many epochs of not improving until training stops
+ mode: min # can be "max" or "min"
+ min_delta: 0 # minimum change in the monitored metric needed to qualify as an improvement
diff --git a/training/conf/callbacks/lightning/learning_rate_monitor.yaml b/training/conf/callbacks/lightning/learning_rate_monitor.yaml
new file mode 100644
index 0000000..4a14e1f
--- /dev/null
+++ b/training/conf/callbacks/lightning/learning_rate_monitor.yaml
@@ -0,0 +1,4 @@
+learning_rate_monitor:
+ _target_: pytorch_lightning.callbacks.LearningRateMonitor
+ logging_interval: step
+ log_momentum: false