dodox/dppo
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

use default epoch_start_ema=20 and update_ema_freq=10

Browse Source
This commit is contained in:
allenzren
2024-11-07 10:55:16 -05:00
parent c0921a1fb5
commit 0bdae945e9
82 changed files with 11 additions and 82 deletions
Download Patch File Download Diff File Expand all files Collapse all files
agent/pretrain/train_agent.py
+2 -1
View File
@@ -83,7 +83,8 @@ class PreTrainAgent:
# Training params
self.n_epochs = cfg.train.n_epochs
self.batch_size = cfg.train.batch_size
self.epoch_start_ema = cfg.train.epoch_start_ema
self.epoch_start_ema = cfg.train.get("epoch_start_ema", 20)
self.update_ema_freq = cfg.train.get("update_ema_freq", 10)
self.val_freq = cfg.train.get("val_freq", 100)
# Logging, checkpoints
agent/pretrain/train_diffusion_agent.py
+4 -1
View File
@@ -21,6 +21,7 @@ class TrainDiffusionAgent(PreTrainAgent):
timer = Timer()
self.epoch = 1
cnt_batch = 0
for _ in range(self.n_epochs):
# train
@@ -38,7 +39,9 @@ class TrainDiffusionAgent(PreTrainAgent):
self.optimizer.zero_grad()
# update ema
self.step_ema()
if cnt_batch % self.update_ema_freq == 0:
self.step_ema()
cnt_batch += 1
loss_train = np.mean(loss_train_epoch)
# validate
agent/pretrain/train_gaussian_agent.py
+4 -1
View File
@@ -24,6 +24,7 @@ class TrainGaussianAgent(PreTrainAgent):
timer = Timer()
self.epoch = 1
cnt_batch = 0
for _ in range(self.n_epochs):
# train
@@ -46,7 +47,9 @@ class TrainGaussianAgent(PreTrainAgent):
self.optimizer.zero_grad()
# update ema
self.step_ema()
if cnt_batch % self.update_ema_freq == 0:
self.step_ema()
cnt_batch += 1
loss_train = np.mean(loss_train_epoch)
ent_train = np.mean(ent_train_epoch)
cfg/d3il/pretrain/avoid_m1/pre_diffusion_mlp.yaml
-1
View File
@@ -33,7 +33,6 @@ train:
first_cycle_steps: 15000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/d3il/pretrain/avoid_m1/pre_gaussian_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/d3il/pretrain/avoid_m1/pre_gmm_mlp.yaml
-1
View File
@@ -33,7 +33,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/d3il/pretrain/avoid_m2/pre_diffusion_mlp.yaml
-1
View File
@@ -33,7 +33,6 @@ train:
first_cycle_steps: 15000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/d3il/pretrain/avoid_m2/pre_gaussian_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/d3il/pretrain/avoid_m2/pre_gmm_mlp.yaml
-1
View File
@@ -33,7 +33,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/d3il/pretrain/avoid_m3/pre_diffusion_mlp.yaml
-1
View File
@@ -33,7 +33,6 @@ train:
first_cycle_steps: 15000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/d3il/pretrain/avoid_m3/pre_gaussian_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/d3il/pretrain/avoid_m3/pre_gmm_mlp.yaml
-1
View File
@@ -33,7 +33,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/lamp_low/pre_diffusion_mlp.yaml
-1
View File
@@ -34,7 +34,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/lamp_low/pre_diffusion_unet.yaml
-1
View File
@@ -34,7 +34,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/lamp_low/pre_gaussian_mlp.yaml
-1
View File
@@ -33,7 +33,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/lamp_med/pre_diffusion_mlp.yaml
-1
View File
@@ -34,7 +34,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/lamp_med/pre_diffusion_unet.yaml
-1
View File
@@ -34,7 +34,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/lamp_med/pre_gaussian_mlp.yaml
-1
View File
@@ -33,7 +33,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/one_leg_low/pre_diffusion_mlp.yaml
-1
View File
@@ -34,7 +34,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/one_leg_low/pre_diffusion_unet.yaml
-1
View File
@@ -34,7 +34,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/one_leg_low/pre_gaussian_mlp.yaml
-1
View File
@@ -33,7 +33,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/one_leg_med/pre_diffusion_mlp.yaml
-1
View File
@@ -34,7 +34,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/one_leg_med/pre_diffusion_unet.yaml
-1
View File
@@ -34,7 +34,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/one_leg_med/pre_gaussian_mlp.yaml
-1
View File
@@ -33,7 +33,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/round_table_low/pre_diffusion_mlp.yaml
-1
View File
@@ -34,7 +34,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/round_table_low/pre_diffusion_unet.yaml
-1
View File
@@ -34,7 +34,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/round_table_low/pre_gaussian_mlp.yaml
-1
View File
@@ -33,7 +33,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/round_table_med/pre_diffusion_mlp.yaml
-1
View File
@@ -34,7 +34,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/round_table_med/pre_diffusion_unet.yaml
-1
View File
@@ -34,7 +34,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/furniture/pretrain/round_table_med/pre_gaussian_mlp.yaml
-1
View File
@@ -33,7 +33,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/gym/pretrain/halfcheetah-medium-v2/pre_diffusion_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 3000
warmup_steps: 1
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 100
model:
cfg/gym/pretrain/halfcheetah-medium-v2/pre_gaussian_mlp.yaml
+1 -1
View File
@@ -31,7 +31,7 @@ train:
first_cycle_steps: 1000
warmup_steps: 1
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 100
model:
cfg/gym/pretrain/hopper-medium-v2/pre_diffusion_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 3000
warmup_steps: 1
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 100
model:
cfg/gym/pretrain/hopper-medium-v2/pre_gaussian_mlp.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 1000
warmup_steps: 1
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 100
model:
cfg/gym/pretrain/kitchen-complete-v0/pre_diffusion_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 8000
warmup_steps: 1
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/gym/pretrain/kitchen-complete-v0/pre_gaussian_mlp.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/gym/pretrain/kitchen-mixed-v0/pre_diffusion_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 8000
warmup_steps: 1
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/gym/pretrain/kitchen-mixed-v0/pre_gaussian_mlp.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 1
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/gym/pretrain/kitchen-partial-v0/pre_diffusion_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 8000
warmup_steps: 1
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/gym/pretrain/kitchen-partial-v0/pre_gaussian_mlp.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 1
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/gym/pretrain/walker2d-medium-v2/pre_diffusion_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 3000
warmup_steps: 1
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 100
model:
cfg/gym/pretrain/walker2d-medium-v2/pre_gaussian_mlp.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 3000
warmup_steps: 1
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 100
model:
cfg/robomimic/pretrain/can/pre_diffusion_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/can/pre_diffusion_mlp_img.yaml
-1
View File
@@ -42,7 +42,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/can/pre_diffusion_mlp_ta1.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/can/pre_diffusion_mlp_ta1_ph.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/can/pre_diffusion_unet.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/can/pre_gaussian_mlp.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/can/pre_gaussian_mlp_ibrl.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/can/pre_gaussian_mlp_img.yaml
-1
View File
@@ -41,7 +41,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/can/pre_gaussian_mlp_ta1_ph.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/can/pre_gaussian_transformer.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/can/pre_gmm_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/can/pre_gmm_transformer.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/lift/pre_diffusion_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/lift/pre_diffusion_mlp_img.yaml
-1
View File
@@ -42,7 +42,6 @@ train:
first_cycle_steps: 8000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/lift/pre_diffusion_unet.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/lift/pre_gaussian_mlp.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/lift/pre_gaussian_mlp_img.yaml
-1
View File
@@ -41,7 +41,6 @@ train:
first_cycle_steps: 3000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/lift/pre_gaussian_transformer.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/lift/pre_gmm_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/lift/pre_gmm_transformer.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/square/pre_diffusion_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/square/pre_diffusion_mlp_img.yaml
-1
View File
@@ -42,7 +42,6 @@ train:
first_cycle_steps: 8000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/square/pre_diffusion_mlp_ta1.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/square/pre_diffusion_mlp_ta1_ph.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/square/pre_diffusion_unet.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/square/pre_gaussian_mlp.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/square/pre_gaussian_mlp_ibrl.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-4
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/square/pre_gaussian_mlp_img.yaml
-1
View File
@@ -41,7 +41,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/square/pre_gaussian_mlp_ta1_ph.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/square/pre_gaussian_transformer.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/square/pre_gmm_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/square/pre_gmm_transformer.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/transport/pre_diffusion_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/transport/pre_diffusion_mlp_img.yaml
-1
View File
@@ -42,7 +42,6 @@ train:
first_cycle_steps: 8000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/transport/pre_diffusion_unet.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 10000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/transport/pre_gaussian_mlp.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/transport/pre_gaussian_mlp_img.yaml
-1
View File
@@ -41,7 +41,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/transport/pre_gaussian_transformer.yaml
-1
View File
@@ -31,7 +31,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/transport/pre_gmm_mlp.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model:
cfg/robomimic/pretrain/transport/pre_gmm_transformer.yaml
-1
View File
@@ -32,7 +32,6 @@ train:
first_cycle_steps: 5000
warmup_steps: 100
min_lr: 1e-5
epoch_start_ema: 20
save_model_freq: 500
model: