diff --git a/video_prediction_tools/hparams/era5/convLSTM/model_hparams_template.json b/video_prediction_tools/hparams/era5/convLSTM/model_hparams_template.json
index e527c83ee4966c59647e877c3423dce59c00fd52..878c29a0553ddb74a563299a7d3ec5683469194c 100644
--- a/video_prediction_tools/hparams/era5/convLSTM/model_hparams_template.json
+++ b/video_prediction_tools/hparams/era5/convLSTM/model_hparams_template.json
@@ -6,7 +6,6 @@
     "context_frames":10,
     "loss_fun":"rmse",
     "shuffle_on_val":false
-
 }
 
 
diff --git a/video_prediction_tools/hparams/era5/mcnet/model_hparams_template.json b/video_prediction_tools/hparams/era5/mcnet/model_hparams_template.json
index c2edaad9f9ac158f6e7b8d94bb81db16d55d05e8..0b3788d726fc91e3d5c1aec98166259a2e0012e9 100644
--- a/video_prediction_tools/hparams/era5/mcnet/model_hparams_template.json
+++ b/video_prediction_tools/hparams/era5/mcnet/model_hparams_template.json
@@ -3,9 +3,7 @@
     "batch_size": 10,
     "lr": 0.001,
     "max_epochs":2,
-    "context_frames":10,
-    "sequence_length":20
-
+    "context_frames":10
 }
 
 
diff --git a/video_prediction_tools/hparams/era5/ours_gan/model_hparams_template.json b/video_prediction_tools/hparams/era5/ours_gan/model_hparams_template.json
index c19ecf6d3b565268efb5f74e14943f32a19519b4..0ccf44e6370f765857204317f172c866865b4b35 100644
--- a/video_prediction_tools/hparams/era5/ours_gan/model_hparams_template.json
+++ b/video_prediction_tools/hparams/era5/ours_gan/model_hparams_template.json
@@ -13,6 +13,5 @@
     "state_weight": 0.0,
     "nz": 32,
     "max_epochs":2,
-    "context_frames":12,
-    "sequence_length":24
+    "context_frames":12
 }
diff --git a/video_prediction_tools/hparams/era5/ours_vae_l1/model_hparams_template.json b/video_prediction_tools/hparams/era5/ours_vae_l1/model_hparams_template.json
index 0acefc42a13583d13ac1c263ea44593a6d5e17d0..8e96727e95f761efc170365abd4e8af89696c168 100644
--- a/video_prediction_tools/hparams/era5/ours_vae_l1/model_hparams_template.json
+++ b/video_prediction_tools/hparams/era5/ours_vae_l1/model_hparams_template.json
@@ -11,7 +11,5 @@
     "state_weight": 0.0,
     "nz": 32,
     "max_epochs":2,
-    "context_frames":10,
-    "sequence_length":20
-
+    "context_frames":10
 }
diff --git a/video_prediction_tools/hparams/era5/savp/model_hparams_template.json b/video_prediction_tools/hparams/era5/savp/model_hparams_template.json
index d7058c6b2534d46cd6e08672d33a76bfcc4c7a35..d182658a2161a0405d9fb92d9677fc34bd39251f 100644
--- a/video_prediction_tools/hparams/era5/savp/model_hparams_template.json
+++ b/video_prediction_tools/hparams/era5/savp/model_hparams_template.json
@@ -13,8 +13,7 @@
     "state_weight": 0.0,
     "nz": 16,
     "max_epochs":2,
-    "context_frames":10,
-    "sequence_length":20
+    "context_frames":10
 }
 
 
diff --git a/video_prediction_tools/hparams/era5/vae/model_hparams_template.json b/video_prediction_tools/hparams/era5/vae/model_hparams_template.json
index 1afb4d4391421b34111c252f4775d448be7675d0..2dcecd346b9b4adc4f3179020d0ee83b8512c6a0 100644
--- a/video_prediction_tools/hparams/era5/vae/model_hparams_template.json
+++ b/video_prediction_tools/hparams/era5/vae/model_hparams_template.json
@@ -5,7 +5,6 @@
     "nz":16,
     "max_epochs":2,
     "context_frames":10,
-    "sequence_length":20,
     "weight_recon":1,
     "loss_fun": "rmse",
     "shuffle_on_val": false
diff --git a/video_prediction_tools/hparams/moving_mnist/convLSTM/model_hparams.json b/video_prediction_tools/hparams/moving_mnist/convLSTM/model_hparams.json
index b59f6cb2ee96162b2eb6014d7ca6bd37f54d4218..6cda5552d437b9b283a40bdde77eb1d3b3497b36 100644
--- a/video_prediction_tools/hparams/moving_mnist/convLSTM/model_hparams.json
+++ b/video_prediction_tools/hparams/moving_mnist/convLSTM/model_hparams.json
@@ -4,7 +4,6 @@
     "lr": 0.001,
     "max_epochs":20,
     "context_frames":10,
-    "sequence_length":20,
     "loss_fun":"cross_entropy"
 }
 
diff --git a/video_prediction_tools/hparams/moving_mnist/convLSTM/model_hparams_template.json b/video_prediction_tools/hparams/moving_mnist/convLSTM/model_hparams_template.json
index b59f6cb2ee96162b2eb6014d7ca6bd37f54d4218..6cda5552d437b9b283a40bdde77eb1d3b3497b36 100644
--- a/video_prediction_tools/hparams/moving_mnist/convLSTM/model_hparams_template.json
+++ b/video_prediction_tools/hparams/moving_mnist/convLSTM/model_hparams_template.json
@@ -4,7 +4,6 @@
     "lr": 0.001,
     "max_epochs":20,
     "context_frames":10,
-    "sequence_length":20,
     "loss_fun":"cross_entropy"
 }