diff --git a/torchtune/modules/tokenizers/__init__.py b/torchtune/modules/tokenizers/__init__.py
new file mode 100644
index 0000000000..59fe15bfa7
--- /dev/null
+++ b/torchtune/modules/tokenizers/__init__.py
@@ -0,0 +1,39 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+#
+# This source code is licensed under the BSD-style license found in the
+# LICENSE file in the root directory of this source tree.
+
+# NOTE: This file is maintained for backward compatibility purposes.
+# The imports below point to the new location in `torchtune.modules.transforms.tokenizers`.
+# The import paths will be removed in v0.7. Please update your code to use the new path
+# (torchtune.modules.transforms.tokenizers) to avoid breaking changes in future releases.
+
+
+import warnings
+
+from torchtune.modules.transforms.tokenizers import (
+    BaseTokenizer,
+    ModelTokenizer,
+    parse_hf_tokenizer_json,
+    SentencePieceBaseTokenizer,
+    TikTokenBaseTokenizer,
+    tokenize_messages_no_special_tokens,
+)
+
+warnings.warn(
+    "The import path 'torchtune.modules.tokenizers' is deprecated and will be removed in v0.7. "
+    "Please update your imports to 'torchtune.modules.transforms.tokenizers'.",
+    DeprecationWarning,
+    stacklevel=2,
+)
+
+
+__all__ = [
+    "SentencePieceBaseTokenizer",
+    "TikTokenBaseTokenizer",
+    "ModelTokenizer",
+    "BaseTokenizer",
+    "tokenize_messages_no_special_tokens",
+    "parse_hf_tokenizer_json",
+]