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authorGustaf Rydholm <gustaf.rydholm@gmail.com>2021-08-10 23:25:13 +0200
committerGustaf Rydholm <gustaf.rydholm@gmail.com>2021-08-10 23:25:13 +0200
commit441b7484348953deb7c94150675d54583ef5a81a (patch)
tree6a3e537f98a5c34fe166db7f4c60552b1212b8f5 /training/conf/lr_schedulers
parent82f4acabe24e5171c40afa2939a4777ba87bcc30 (diff)
Update to config and logging in VQGAN
Diffstat (limited to 'training/conf/lr_schedulers')
-rw-r--r--training/conf/lr_schedulers/cosine_annealing.yaml8
-rw-r--r--training/conf/lr_schedulers/one_cycle.yaml20
2 files changed, 28 insertions, 0 deletions
diff --git a/training/conf/lr_schedulers/cosine_annealing.yaml b/training/conf/lr_schedulers/cosine_annealing.yaml
new file mode 100644
index 0000000..c53ee3a
--- /dev/null
+++ b/training/conf/lr_schedulers/cosine_annealing.yaml
@@ -0,0 +1,8 @@
+cosine_annealing:
+ _target_: torch.optim.lr_scheduler.CosineAnnealingLR
+ T_max: 256
+ eta_min: 0.0
+ last_epoch: -1
+
+ interval: epoch
+ monitor: val/loss
diff --git a/training/conf/lr_schedulers/one_cycle.yaml b/training/conf/lr_schedulers/one_cycle.yaml
new file mode 100644
index 0000000..c60577a
--- /dev/null
+++ b/training/conf/lr_schedulers/one_cycle.yaml
@@ -0,0 +1,20 @@
+onc_cycle:
+ _target_: torch.optim.lr_scheduler.OneCycleLR
+ max_lr: 1.0e-3
+ total_steps: null
+ epochs: 512
+ steps_per_epoch: 4992
+ pct_start: 0.3
+ anneal_strategy: cos
+ cycle_momentum: true
+ base_momentum: 0.85
+ max_momentum: 0.95
+ div_factor: 25.0
+ final_div_factor: 10000.0
+ three_phase: true
+ last_epoch: -1
+ verbose: false
+
+ # Non-class arguments
+ interval: step
+ monitor: val/loss