diff options
| -rw-r--r-- | experiments/batch_norm/no.yaml | 38 | ||||
| -rw-r--r-- | experiments/batch_norm/yes.yaml | 38 |
2 files changed, 76 insertions, 0 deletions
diff --git a/experiments/batch_norm/no.yaml b/experiments/batch_norm/no.yaml new file mode 100644 index 0000000..7d6ff42 --- /dev/null +++ b/experiments/batch_norm/no.yaml @@ -0,0 +1,38 @@ +type: classification +lr: 0.01 +batch_size: 100 +batch_norm: false +epochs: 30 +augmentations: + - rotation: 0 +convolutions: + - in_channels: 1 + out_channels: 8 + size: 11 + padding: 5 + - in_channels: 8 + out_channels: 16 + - in_channels: 16 + out_channels: 16 + - in_channels: 16 + out_channels: 16 + max_pool: true + - in_channels: 16 + out_channels: 32 + max_pool: true + - in_channels: 32 + out_channels: 64 + max_pool: true + - in_channels: 64 + out_channels: 128 + - in_channels: 128 + out_channels: 256 +linears: + - in_features: 2304 + out_features: 1024 + - in_features: 1024 + out_features: 512 + - in_features: 512 + out_features: 150 + - in_features: 150 + out_features: 150 diff --git a/experiments/batch_norm/yes.yaml b/experiments/batch_norm/yes.yaml new file mode 100644 index 0000000..68e171f --- /dev/null +++ b/experiments/batch_norm/yes.yaml @@ -0,0 +1,38 @@ +type: classification +lr: 0.01 +batch_size: 100 +batch_norm: true +epochs: 30 +augmentations: + - rotation: 0 +convolutions: + - in_channels: 1 + out_channels: 8 + size: 11 + padding: 5 + - in_channels: 8 + out_channels: 16 + - in_channels: 16 + out_channels: 16 + - in_channels: 16 + out_channels: 16 + max_pool: true + - in_channels: 16 + out_channels: 32 + max_pool: true + - in_channels: 32 + out_channels: 64 + max_pool: true + - in_channels: 64 + out_channels: 128 + - in_channels: 128 + out_channels: 256 +linears: + - in_features: 2304 + out_features: 1024 + - in_features: 1024 + out_features: 512 + - in_features: 512 + out_features: 150 + - in_features: 150 + out_features: 150 |