diff options
Diffstat (limited to 'src/training/experiments')
76 files changed, 24 insertions, 1546 deletions
diff --git a/src/training/experiments/CharacterModel_Emnist_LeNet/0721_231455/config.yml b/src/training/experiments/CharacterModel_Emnist_LeNet/0721_231455/config.yml deleted file mode 100644 index 2595325..0000000 --- a/src/training/experiments/CharacterModel_Emnist_LeNet/0721_231455/config.yml +++ /dev/null @@ -1,48 +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: LeNet -network_args: - input_size: - - 28 - - 28 - 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_LeNet/0721_231455/model/best.pt b/src/training/experiments/CharacterModel_Emnist_LeNet/0721_231455/model/best.pt Binary files differdeleted file mode 100644 index 6d78bad..0000000 --- a/src/training/experiments/CharacterModel_Emnist_LeNet/0721_231455/model/best.pt +++ /dev/null diff --git a/src/training/experiments/CharacterModel_Emnist_LeNet/0721_231455/model/last.pt b/src/training/experiments/CharacterModel_Emnist_LeNet/0721_231455/model/last.pt Binary files differdeleted file mode 100644 index 6d78bad..0000000 --- a/src/training/experiments/CharacterModel_Emnist_LeNet/0721_231455/model/last.pt +++ /dev/null diff --git a/src/training/experiments/CharacterModel_Emnist_LeNet/0722_190746/config.yml b/src/training/experiments/CharacterModel_Emnist_LeNet/0722_190746/config.yml deleted file mode 100644 index 2595325..0000000 --- a/src/training/experiments/CharacterModel_Emnist_LeNet/0722_190746/config.yml +++ /dev/null @@ -1,48 +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: LeNet -network_args: - input_size: - - 28 - - 28 - 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_LeNet/0722_190746/model/best.pt b/src/training/experiments/CharacterModel_Emnist_LeNet/0722_190746/model/best.pt Binary files differdeleted file mode 100644 index 43a3891..0000000 --- a/src/training/experiments/CharacterModel_Emnist_LeNet/0722_190746/model/best.pt +++ /dev/null diff --git a/src/training/experiments/CharacterModel_Emnist_LeNet/0722_190746/model/last.pt b/src/training/experiments/CharacterModel_Emnist_LeNet/0722_190746/model/last.pt Binary files differdeleted file mode 100644 index 61c03f0..0000000 --- a/src/training/experiments/CharacterModel_Emnist_LeNet/0722_190746/model/last.pt +++ /dev/null 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted 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 Binary files differdeleted file mode 100644 index e02738b..0000000 --- a/src/training/experiments/CharacterModel_Emnist_MLP/0722_213549/model/last.pt +++ /dev/null diff --git a/src/training/experiments/sample.yml b/src/training/experiments/sample.yml deleted file mode 100644 index 0ed560d..0000000 --- a/src/training/experiments/sample.yml +++ /dev/null @@ -1,43 +0,0 @@ -experiment_group: Sample Experiments -experiments: - - dataloader: EmnistDataLoader - model: CharacterModel - metrics: [accuracy] - network: MLP - network_args: - input_shape: 784 - num_layers: 2 - train_args: - batch_size: 256 - epochs: 16 - criterion: CrossEntropyLoss - criterion_args: - weight: null - ignore_index: -100 - reduction: mean - optimizer: AdamW - optimizer_args: - lr: 3.e-4 - betas: [0.9, 0.999] - eps: 1.e-08 - weight_decay: 0 - amsgrad: false - lr_scheduler: OneCycleLR - lr_scheduler_args: - max_lr: 3.e-5 - epochs: 16 - # - dataloader: EmnistDataLoader - # model: CharacterModel - # network: MLP - # network_args: - # input_shape: 784 - # num_layers: 4 - # train_args: - # batch_size: 256 - # - dataloader: EmnistDataLoader - # model: CharacterModel - # network: LeNet - # network_args: - # input_shape: [28, 28] - # train_args: - # batch_size: 256 diff --git a/src/training/experiments/sample_experiment.yml b/src/training/experiments/sample_experiment.yml index e8d5023..70edb63 100644 --- a/src/training/experiments/sample_experiment.yml +++ b/src/training/experiments/sample_experiment.yml @@ -1,6 +1,6 @@ experiment_group: Sample Experiments experiments: - - dataloader: EmnistDataLoader + - dataloader: EmnistDataLoaders data_loader_args: splits: [train, val] sample_to_balance: true @@ -14,19 +14,18 @@ experiments: seed: 4711 model: CharacterModel metrics: [accuracy] - network: MLP - network_args: - input_size: 784 - output_size: 62 - num_layers: 3 - # network: LeNet + # network: MLP # network_args: - # input_size: [28, 28] + # input_size: 784 # output_size: 62 + # num_layers: 3 + network: LeNet + network_args: + input_size: [28, 28] + output_size: 62 train_args: batch_size: 256 epochs: 16 - val_metric: accuracy criterion: CrossEntropyLoss criterion_args: weight: null @@ -52,5 +51,20 @@ experiments: lr_scheduler_args: max_lr: 1.e-3 epochs: 16 - verbosity: 2 # 0, 1, 2 + callbacks: [Checkpoint, EarlyStopping, WandbCallback, WandbImageLogger, OneCycleLR] + callback_args: + Checkpoint: + monitor: val_accuracy + EarlyStopping: + monitor: val_loss + min_delta: 0.0 + patience: 3 + mode: min + WandbCallback: + log_batch_frequency: 10 + WandbImageLogger: + num_examples: 4 + OneCycleLR: + null + verbosity: 1 # 0, 1, 2 resume_experiment: null |