diff --git a/src/pyrovelocity/utils.py b/src/pyrovelocity/utils.py
index 0e58fa48b..092cb3f31 100644
--- a/src/pyrovelocity/utils.py
+++ b/src/pyrovelocity/utils.py
@@ -5,15 +5,11 @@
 import os
 import sys
 from inspect import getmembers
-from numbers import Integral
-from numbers import Real
+from numbers import Integral, Real
 from pathlib import Path
 from pprint import pprint
-from types import FunctionType
-from types import ModuleType
-from typing import Callable
-from typing import List
-from typing import Tuple
+from types import FunctionType, ModuleType
+from typing import Callable, List, Tuple
 
 import matplotlib.pyplot as plt
 import numpy as np
@@ -25,12 +21,12 @@
 import yaml
 from anndata._core.anndata import AnnData
 from beartype import beartype
+from jaxtyping import ArrayLike
 from scvi.data import synthetic_iid
 
 from pyrovelocity.io.compressedpickle import CompressedPickle
 from pyrovelocity.logging import configure_logging
 
-
 # import torch
 # from scipy.sparse import issparse
 # from sklearn.decomposition import PCA
@@ -179,12 +175,15 @@ def pretty_log_dict(d: dict) -> str:
     for key, value in d.items():
         # key_colored = colored(key, "green")
         key_colored = key
-        value_lines = str(value).split("\n")
-        value_colored = "\n".join(
-            # colored(line, "white") for line in value_lines
-            line
-            for line in value_lines
-        )
+        if isinstance(value, ArrayLike):
+            value_colored = f"{value.shape}"
+        else:
+            value_lines = str(value).split("\n")
+            value_colored = "\n".join(
+                # colored(line, "white") for line in value_lines
+                line
+                for line in value_lines
+            )
         dict_as_string += f"{key_colored}:\n{value_colored}\n"
     return dict_as_string