diff --git a/bnpm/torch_helpers.py b/bnpm/torch_helpers.py
index ff53bd6..21bce82 100644
--- a/bnpm/torch_helpers.py
+++ b/bnpm/torch_helpers.py
@@ -275,6 +275,34 @@ def initialize_torch_settings(
         torch.linalg.qr(torch.as_tensor([[1.0, 2.0], [3.0, 4.0]], device=init_linalg_device))
 
 
+def profiler_simple(
+    path_save: str = 'trace.json',
+):
+    """
+    Simple profiler for PyTorch. \n
+    Makes a context manager that can be used to profile code. \n
+    Upon exit, will save the trace to the specified path. \n
+    """
+    from torch.profiler import profile, record_function, ProfilerActivity
+    from contextlib import contextmanager
+    
+    @contextmanager
+    def simple_profiler(path_save: str = 'trace.json'):
+        with profile(
+            activities=[ProfilerActivity.CPU, ProfilerActivity.CUDA], 
+            record_shapes=True,
+            profile_memory=True,
+            with_stack=True,
+            # with_flops=True,
+            # with_modules=True,
+        ) as p:
+            with record_function("model_inference"):
+                yield
+        p.export_chrome_trace(path_save)
+
+    return simple_profiler(path_save=path_save)
+
+
 
 ######################################
 ############ DATA HELPERS ############