Working Emnist lines dataset.

68 files changed, 0 insertions, 1397 deletions

diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_124928/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_124928/config.yml
deleted file mode 100644
index 2aa52cd..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_124928/config.yml
+++ /dev/null
@@ -1,43 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: null
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.001
-  weight_decay: 0
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141139/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_141139/config.yml
deleted file mode 100644
index 829297d..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141139/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.0003
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.0006
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141213/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_141213/config.yml
deleted file mode 100644
index 829297d..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141213/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.0003
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.0006
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141213/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_141213/model/best.pt
deleted file mode 100644
index d0db78b..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141213/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141213/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_141213/model/last.pt
deleted file mode 100644
index d0db78b..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141213/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141433/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_141433/config.yml
deleted file mode 100644
index 3df32bb..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141433/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.01
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.1
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141433/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_141433/model/best.pt
deleted file mode 100644
index 5914c8f..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141433/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141433/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_141433/model/last.pt
deleted file mode 100644
index 5ba44bb..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141433/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141702/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_141702/config.yml
deleted file mode 100644
index fb75736..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141702/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141702/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_141702/model/best.pt
deleted file mode 100644
index 96c21c1..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141702/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141702/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_141702/model/last.pt
deleted file mode 100644
index f024c0d..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_141702/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_145028/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_145028/config.yml
deleted file mode 100644
index fb75736..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_145028/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_150212/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_150212/config.yml
deleted file mode 100644
index fb75736..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_150212/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_150301/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_150301/config.yml
deleted file mode 100644
index fb75736..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_150301/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_150317/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_150317/config.yml
deleted file mode 100644
index fb75736..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_150317/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_151135/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_151135/config.yml
deleted file mode 100644
index fb75736..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_151135/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_151135/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_151135/model/best.pt
deleted file mode 100644
index f833a89..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_151135/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_151135/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_151135/model/last.pt
deleted file mode 100644
index f833a89..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_151135/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_151408/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_151408/config.yml
deleted file mode 100644
index fb75736..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_151408/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_153144/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_153144/config.yml
deleted file mode 100644
index 829297d..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_153144/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.0003
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.0006
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_153207/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_153207/config.yml
deleted file mode 100644
index fb75736..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_153207/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_153310/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_153310/config.yml
deleted file mode 100644
index fb75736..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_153310/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_153310/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_153310/model/best.pt
deleted file mode 100644
index cbbc5e1..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_153310/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_153310/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_153310/model/last.pt
deleted file mode 100644
index cbbc5e1..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_153310/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_175150/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_175150/config.yml
deleted file mode 100644
index fb75736..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_175150/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_175150/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_175150/model/best.pt
deleted file mode 100644
index c93e3c6..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_175150/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_175150/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_175150/model/last.pt
deleted file mode 100644
index c93e3c6..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_175150/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_180741/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_180741/config.yml
deleted file mode 100644
index 1be5113..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_180741/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: Adam
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 5.0e-05
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_180741/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_180741/model/best.pt
deleted file mode 100644
index 580bad2..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_180741/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_180741/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_180741/model/last.pt
deleted file mode 100644
index 97e245c..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_180741/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_181933/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_181933/config.yml
deleted file mode 100644
index d2f98a2..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_181933/config.yml
+++ /dev/null
@@ -1,46 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: Adamax
-optimizer_args:
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 0
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_181933/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_181933/model/best.pt
deleted file mode 100644
index 5a3df56..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_181933/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_181933/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_181933/model/last.pt
deleted file mode 100644
index 7f28dc3..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_181933/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_183347/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_183347/config.yml
deleted file mode 100644
index d2f98a2..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_183347/config.yml
+++ /dev/null
@@ -1,46 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: Adamax
-optimizer_args:
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 0
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_183347/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_183347/model/best.pt
deleted file mode 100644
index 6f09780..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_183347/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_183347/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_183347/model/last.pt
deleted file mode 100644
index 3bb103e..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_183347/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190044/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_190044/config.yml
deleted file mode 100644
index a7c66c5..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190044/config.yml
+++ /dev/null
@@ -1,46 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 0
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190044/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_190044/model/best.pt
deleted file mode 100644
index c3e3618..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190044/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190044/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_190044/model/last.pt
deleted file mode 100644
index c3e3618..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190044/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190633/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_190633/config.yml
deleted file mode 100644
index a7c66c5..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190633/config.yml
+++ /dev/null
@@ -1,46 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 0
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190633/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_190633/model/best.pt
deleted file mode 100644
index 44d9b9b..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190633/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190633/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_190633/model/last.pt
deleted file mode 100644
index 44d9b9b..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190633/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190738/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_190738/config.yml
deleted file mode 100644
index a7c66c5..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190738/config.yml
+++ /dev/null
@@ -1,46 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 0
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190738/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_190738/model/best.pt
deleted file mode 100644
index 4a0333c..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190738/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190738/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_190738/model/last.pt
deleted file mode 100644
index 4a0333c..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_190738/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191111/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191111/config.yml
deleted file mode 100644
index a7c66c5..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191111/config.yml
+++ /dev/null
@@ -1,46 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 0
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 0
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191310/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191310/config.yml
deleted file mode 100644
index 08c344c..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191310/config.yml
+++ /dev/null
@@ -1,46 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 1
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 0
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191310/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191310/model/best.pt
deleted file mode 100644
index 076aae1..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191310/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191310/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191310/model/last.pt
deleted file mode 100644
index 076aae1..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191310/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191412/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191412/config.yml
deleted file mode 100644
index 0b9b10e..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191412/config.yml
+++ /dev/null
@@ -1,42 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 1
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: null
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: RMSprop
-optimizer_args:
-  alpha: 0.9
-  centered: false
-  eps: 1.0e-07
-  lr: 0.001
-  momentum: 0
-  weight_decay: 0
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191412/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191412/model/best.pt
deleted file mode 100644
index 2fb0195..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191412/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191412/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191412/model/last.pt
deleted file mode 100644
index 2fb0195..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191412/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191504/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191504/config.yml
deleted file mode 100644
index 93c2854..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191504/config.yml
+++ /dev/null
@@ -1,42 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 4
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: null
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: RMSprop
-optimizer_args:
-  alpha: 0.9
-  centered: false
-  eps: 1.0e-07
-  lr: 0.001
-  momentum: 0
-  weight_decay: 0
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191504/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191504/model/best.pt
deleted file mode 100644
index 9acc5b1..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191504/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191504/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191504/model/last.pt
deleted file mode 100644
index b8cc01c..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191504/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191826/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191826/config.yml
deleted file mode 100644
index 7340941..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191826/config.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 8
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 0
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191826/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191826/model/best.pt
deleted file mode 100644
index 26bfb07..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191826/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191826/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0721_191826/model/last.pt
deleted file mode 100644
index 26bfb07..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0721_191826/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0722_191559/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0722_191559/config.yml
deleted file mode 100644
index 90f0e13..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0722_191559/config.yml
+++ /dev/null
@@ -1,49 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 8
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 33
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 0
-resume_experiment: last
-train_args:
-  batch_size: 256
-  epochs: 33
-  val_metric: accuracy
-verbosity: 1
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0722_191559/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0722_191559/model/best.pt
deleted file mode 100644
index f0f297b..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0722_191559/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0722_191559/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0722_191559/model/last.pt
deleted file mode 100644
index c1adda5..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0722_191559/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213125/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0722_213125/config.yml
deleted file mode 100644
index 8d77de5..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213125/config.yml
+++ /dev/null
@@ -1,49 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 8
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 0
-resume_experiment: null
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
-verbosity: 2
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213413/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0722_213413/config.yml
deleted file mode 100644
index 8d77de5..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213413/config.yml
+++ /dev/null
@@ -1,49 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 8
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 0
-resume_experiment: null
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
-verbosity: 2
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213413/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0722_213413/model/best.pt
deleted file mode 100644
index e985997..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213413/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213413/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0722_213413/model/last.pt
deleted file mode 100644
index e985997..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213413/model/last.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213549/config.yml b/src/training/experiments/CharacterModel_Emnist_MLP/0722_213549/config.yml
deleted file mode 100644
index 8d77de5..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213549/config.yml
+++ /dev/null
@@ -1,49 +0,0 @@
-criterion: CrossEntropyLoss
-criterion_args:
-  ignore_index: -100
-  reduction: mean
-  weight: null
-data_loader_args:
-  batch_size: 256
-  cuda: true
-  num_workers: 8
-  sample_to_balance: true
-  seed: 4711
-  shuffle: true
-  splits:
-  - train
-  - val
-  subsample_fraction: null
-  target_transform: null
-  transform: null
-dataloader: EmnistDataLoader
-device: cuda:0
-experiment_group: Sample Experiments
-lr_scheduler: OneCycleLR
-lr_scheduler_args:
-  epochs: 16
-  max_lr: 0.001
-  steps_per_epoch: 1314
-metrics:
-- accuracy
-model: CharacterModel
-network: MLP
-network_args:
-  input_size: 784
-  num_layers: 3
-  output_size: 62
-optimizer: AdamW
-optimizer_args:
-  amsgrad: false
-  betas:
-  - 0.9
-  - 0.999
-  eps: 1.0e-08
-  lr: 0.01
-  weight_decay: 0
-resume_experiment: null
-train_args:
-  batch_size: 256
-  epochs: 16
-  val_metric: accuracy
-verbosity: 2
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213549/model/best.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0722_213549/model/best.pt
deleted file mode 100644
index 0dde787..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213549/model/best.pt
+++ /dev/null
diff --git a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213549/model/last.pt b/src/training/experiments/CharacterModel_Emnist_MLP/0722_213549/model/last.pt
deleted file mode 100644
index e02738b..0000000
--- a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213549/model/last.pt
+++ /dev/null