diff --git a/src/axolotl/loaders/patch_manager.py b/src/axolotl/loaders/patch_manager.py
index 1e46f5c34..81e4dd786 100644
--- a/src/axolotl/loaders/patch_manager.py
+++ b/src/axolotl/loaders/patch_manager.py
@@ -457,7 +457,7 @@ class PatchManager:
             and self.cfg.flash_attention
             and not self.inference
         ):
-            # TODO(MengqingCao): split these patches seperately
+            # TODO(MengqingCao): split these patches separately
             from axolotl.monkeypatch.llama_attn_hijack_flash import (
                 is_xformers_swiglu_available,
                 replace_llama_mlp_with_swiglu,
diff --git a/tests/e2e/multigpu/solo/test_grpo.py b/tests/e2e/multigpu/solo/test_grpo.py
index b48eb30e1..257a388d0 100644
--- a/tests/e2e/multigpu/solo/test_grpo.py
+++ b/tests/e2e/multigpu/solo/test_grpo.py
@@ -144,7 +144,7 @@ def recursive_kill(process: subprocess.Popen):
 @pytest.mark.skip(reason="flaky vllm tests in modal")
 class TestGRPO:
     """
-    Test case for GRPO training using multilpe GPUs
+    Test case for GRPO training using multiple GPUs
     """
 
     def _utils_write_yaml_and_rewards(self, cfg, temp_dir, suffix=""):
diff --git a/tests/e2e/test_preprocess.py b/tests/e2e/test_preprocess.py
index 4aa4cb6c2..8f15cbe55 100644
--- a/tests/e2e/test_preprocess.py
+++ b/tests/e2e/test_preprocess.py
@@ -14,7 +14,7 @@ class TestPreprocess:
     """test cases for preprocess"""
 
     def test_w_deepspeed(self, temp_dir):
-        """make sure preproces doesn't choke when using deepspeed in the config"""
+        """make sure preprocess doesn't choke when using deepspeed in the config"""
 
         cfg = DictDefault(
             {