diff --git a/prototorch/models/abstract.py b/prototorch/models/abstract.py
index c6c1164..d4d8e97 100644
--- a/prototorch/models/abstract.py
+++ b/prototorch/models/abstract.py
@@ -3,13 +3,12 @@
 import pytorch_lightning as pl
 import torch
 import torchmetrics
-
-from ..core.competitions import WTAC
-from ..core.components import Components, LabeledComponents
-from ..core.distances import euclidean_distance
-from ..core.initializers import LabelsInitializer
-from ..core.pooling import stratified_min_pooling
-from ..nn.wrappers import LambdaLayer
+from prototorch.core.competitions import WTAC
+from prototorch.core.components import Components, LabeledComponents
+from prototorch.core.distances import euclidean_distance
+from prototorch.core.initializers import LabelsInitializer
+from prototorch.core.pooling import stratified_min_pooling
+from prototorch.nn.wrappers import LambdaLayer
 
 
 class ProtoTorchBolt(pl.LightningModule):
diff --git a/prototorch/models/callbacks.py b/prototorch/models/callbacks.py
index 095f41d..0037c7c 100644
--- a/prototorch/models/callbacks.py
+++ b/prototorch/models/callbacks.py
@@ -4,9 +4,9 @@ import logging
 
 import pytorch_lightning as pl
 import torch
+from prototorch.core.components import Components
+from prototorch.core.initializers import LiteralCompInitializer
 
-from ..core.components import Components
-from ..core.initializers import LiteralCompInitializer
 from .extras import ConnectionTopology
 
 
diff --git a/prototorch/models/cbc.py b/prototorch/models/cbc.py
index a8cba61..c94644b 100644
--- a/prototorch/models/cbc.py
+++ b/prototorch/models/cbc.py
@@ -1,12 +1,12 @@
 import torch
 import torchmetrics
+from prototorch.core.competitions import CBCC
+from prototorch.core.components import ReasoningComponents
+from prototorch.core.initializers import RandomReasoningsInitializer
+from prototorch.core.losses import MarginLoss
+from prototorch.core.similarities import euclidean_similarity
+from prototorch.nn.wrappers import LambdaLayer
 
-from ..core.competitions import CBCC
-from ..core.components import ReasoningComponents
-from ..core.initializers import RandomReasoningsInitializer
-from ..core.losses import MarginLoss
-from ..core.similarities import euclidean_similarity
-from ..nn.wrappers import LambdaLayer
 from .abstract import ImagePrototypesMixin
 from .glvq import SiameseGLVQ
 
diff --git a/prototorch/models/extras.py b/prototorch/models/extras.py
index 644d0f1..fdd6b4b 100644
--- a/prototorch/models/extras.py
+++ b/prototorch/models/extras.py
@@ -5,8 +5,7 @@ Modules not yet available in prototorch go here temporarily.
 """
 
 import torch
-
-from ..core.similarities import gaussian
+from prototorch.core.similarities import gaussian
 
 
 def rank_scaled_gaussian(distances, lambd):
diff --git a/prototorch/models/glvq.py b/prototorch/models/glvq.py
index c781784..8bc0295 100644
--- a/prototorch/models/glvq.py
+++ b/prototorch/models/glvq.py
@@ -1,14 +1,14 @@
 """Models based on the GLVQ framework."""
 
 import torch
+from prototorch.core.competitions import wtac
+from prototorch.core.distances import lomega_distance, omega_distance, squared_euclidean_distance
+from prototorch.core.initializers import EyeTransformInitializer
+from prototorch.core.losses import GLVQLoss, lvq1_loss, lvq21_loss
+from prototorch.core.transforms import LinearTransform
+from prototorch.nn.wrappers import LambdaLayer, LossLayer
 from torch.nn.parameter import Parameter
 
-from ..core.competitions import wtac
-from ..core.distances import lomega_distance, omega_distance, squared_euclidean_distance
-from ..core.initializers import EyeTransformInitializer
-from ..core.losses import GLVQLoss, lvq1_loss, lvq21_loss
-from ..core.transforms import LinearTransform
-from ..nn.wrappers import LambdaLayer, LossLayer
 from .abstract import ImagePrototypesMixin, SupervisedPrototypeModel
 
 
diff --git a/prototorch/models/knn.py b/prototorch/models/knn.py
index 0886550..6b2077a 100644
--- a/prototorch/models/knn.py
+++ b/prototorch/models/knn.py
@@ -2,10 +2,11 @@
 
 import warnings
 
-from ..core.competitions import KNNC
-from ..core.components import LabeledComponents
-from ..core.initializers import LiteralCompInitializer, LiteralLabelsInitializer
-from ..utils.utils import parse_data_arg
+from prototorch.core.competitions import KNNC
+from prototorch.core.components import LabeledComponents
+from prototorch.core.initializers import LiteralCompInitializer, LiteralLabelsInitializer
+from prototorch.utils.utils import parse_data_arg
+
 from .abstract import SupervisedPrototypeModel
 
 
diff --git a/prototorch/models/lvq.py b/prototorch/models/lvq.py
index f398f93..7306f53 100644
--- a/prototorch/models/lvq.py
+++ b/prototorch/models/lvq.py
@@ -1,8 +1,9 @@
 """LVQ models that are optimized using non-gradient methods."""
 
-from ..core.losses import _get_dp_dm
-from ..nn.activations import get_activation
-from ..nn.wrappers import LambdaLayer
+from prototorch.core.losses import _get_dp_dm
+from prototorch.nn.activations import get_activation
+from prototorch.nn.wrappers import LambdaLayer
+
 from .abstract import NonGradientMixin
 from .glvq import GLVQ
 
diff --git a/prototorch/models/probabilistic.py b/prototorch/models/probabilistic.py
index c00375f..fda3433 100644
--- a/prototorch/models/probabilistic.py
+++ b/prototorch/models/probabilistic.py
@@ -1,10 +1,10 @@
 """Probabilistic GLVQ methods"""
 
 import torch
+from prototorch.core.losses import nllr_loss, rslvq_loss
+from prototorch.core.pooling import stratified_min_pooling, stratified_sum_pooling
+from prototorch.nn.wrappers import LambdaLayer, LossLayer
 
-from ..core.losses import nllr_loss, rslvq_loss
-from ..core.pooling import stratified_min_pooling, stratified_sum_pooling
-from ..nn.wrappers import LambdaLayer, LossLayer
 from .extras import GaussianPrior, RankScaledGaussianPrior
 from .glvq import GLVQ, SiameseGMLVQ
 
diff --git a/prototorch/models/unsupervised.py b/prototorch/models/unsupervised.py
index c18f033..8458f10 100644
--- a/prototorch/models/unsupervised.py
+++ b/prototorch/models/unsupervised.py
@@ -2,11 +2,11 @@
 
 import numpy as np
 import torch
+from prototorch.core.competitions import wtac
+from prototorch.core.distances import squared_euclidean_distance
+from prototorch.core.losses import NeuralGasEnergy
+from prototorch.nn.wrappers import LambdaLayer
 
-from ..core.competitions import wtac
-from ..core.distances import squared_euclidean_distance
-from ..core.losses import NeuralGasEnergy
-from ..nn.wrappers import LambdaLayer
 from .abstract import NonGradientMixin, UnsupervisedPrototypeModel
 from .callbacks import GNGCallback
 from .extras import ConnectionTopology
diff --git a/prototorch/models/vis.py b/prototorch/models/vis.py
index 9744a9d..1836398 100644
--- a/prototorch/models/vis.py
+++ b/prototorch/models/vis.py
@@ -5,10 +5,9 @@ import pytorch_lightning as pl
 import torch
 import torchvision
 from matplotlib import pyplot as plt
+from prototorch.utils.utils import mesh2d
 from torch.utils.data import DataLoader, Dataset
 
-from ..utils.utils import mesh2d
-
 
 class Vis2DAbstract(pl.Callback):
     def __init__(self,