diff --git a/WORKSPACE b/WORKSPACE
index 2f440470b6..0ab857c072 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -8,10 +8,13 @@ tf_configure(
 
 http_archive(
     name = "org_tensorflow",
-    sha256 = "c030cb1905bff1d2446615992aad8d8d85cbe90c4fb625cee458c63bf466bc8e",
-    strip_prefix = "tensorflow-2.12.0",
+    patches = [
+        "//build_deps/tf_dependency:tf.patch",
+    ],
+    sha256 = "ce357fd0728f0d1b0831d1653f475591662ec5bca736a94ff789e6b1944df19f",
+    strip_prefix = "tensorflow-2.14.0",
     urls = [
-        "https://github.com/tensorflow/tensorflow/archive/refs/tags/v2.12.0.tar.gz",
+        "https://github.com/tensorflow/tensorflow/archive/refs/tags/v2.14.0.tar.gz",
     ],
 )
 
diff --git a/build_deps/tf_dependency/tf.patch b/build_deps/tf_dependency/tf.patch
new file mode 100644
index 0000000000..4d732d447d
--- /dev/null
+++ b/build_deps/tf_dependency/tf.patch
@@ -0,0 +1,74 @@
+diff --git tensorflow/tools/toolchains/cpus/aarch64/aarch64_compiler_configure.bzl tensorflow/tools/toolchains/cpus/aarch64/aarch64_compiler_configure.bzl
+index a2bdd6a7eed..ec25c23d8d4 100644
+--- tensorflow/tools/toolchains/cpus/aarch64/aarch64_compiler_configure.bzl
++++ tensorflow/tools/toolchains/cpus/aarch64/aarch64_compiler_configure.bzl
+@@ -2,7 +2,7 @@
+ 
+ load("//tensorflow/tools/toolchains:cpus/aarch64/aarch64.bzl", "remote_aarch64_configure")
+ load("//third_party/remote_config:remote_platform_configure.bzl", "remote_platform_configure")
+-load("//third_party/py:python_configure.bzl", "remote_python_configure")
++load("//third_party/py/non_hermetic:python_configure.bzl", "remote_python_configure")
+ 
+ def ml2014_tf_aarch64_configs(name_container_map, env):
+     for name, container in name_container_map.items():
+diff --git tensorflow/tools/toolchains/remote_config/rbe_config.bzl tensorflow/tools/toolchains/remote_config/rbe_config.bzl
+index 9f71a414bf7..57f70752323 100644
+--- tensorflow/tools/toolchains/remote_config/rbe_config.bzl
++++ tensorflow/tools/toolchains/remote_config/rbe_config.bzl
+@@ -1,6 +1,6 @@
+ """Macro that creates external repositories for remote config."""
+ 
+-load("//third_party/py:python_configure.bzl", "local_python_configure", "remote_python_configure")
++load("//third_party/py/non_hermetic:python_configure.bzl", "local_python_configure", "remote_python_configure")
+ load("//third_party/gpus:cuda_configure.bzl", "remote_cuda_configure")
+ load("//third_party/nccl:nccl_configure.bzl", "remote_nccl_configure")
+ load("//third_party/gpus:rocm_configure.bzl", "remote_rocm_configure")
+diff --git tensorflow/workspace2.bzl tensorflow/workspace2.bzl
+index 7e9faa558a4..5b18cb0969a 100644
+--- tensorflow/workspace2.bzl
++++ tensorflow/workspace2.bzl
+@@ -8,7 +8,7 @@ load("//third_party/gpus:rocm_configure.bzl", "rocm_configure")
+ load("//third_party/tensorrt:tensorrt_configure.bzl", "tensorrt_configure")
+ load("//third_party/nccl:nccl_configure.bzl", "nccl_configure")
+ load("//third_party/git:git_configure.bzl", "git_configure")
+-load("//third_party/py:python_configure.bzl", "python_configure")
++load("//third_party/py/non_hermetic:python_configure.bzl", "python_configure")
+ load("//third_party/systemlibs:syslibs_configure.bzl", "syslibs_configure")
+ load("//tensorflow/tools/toolchains:cpus/aarch64/aarch64_compiler_configure.bzl", "aarch64_compiler_configure")
+ load("//tensorflow/tools/toolchains:cpus/arm/arm_compiler_configure.bzl", "arm_compiler_configure")
+diff --git third_party/py/non_hermetic/python_configure.bzl third_party/py/non_hermetic/python_configure.bzl
+index 300cbfb6c71..09d98505dd9 100644
+--- third_party/py/non_hermetic/python_configure.bzl
++++ third_party/py/non_hermetic/python_configure.bzl
+@@ -206,7 +206,7 @@ def _create_local_python_repository(repository_ctx):
+     # Resolve all labels before doing any real work. Resolving causes the
+     # function to be restarted with all previous state being lost. This
+     # can easily lead to a O(n^2) runtime in the number of labels.
+-    build_tpl = repository_ctx.path(Label("//third_party/py:BUILD.tpl"))
++    build_tpl = repository_ctx.path(Label("//third_party/py/non_hermetic:BUILD.tpl"))
+ 
+     python_bin = get_python_bin(repository_ctx)
+     _check_python_bin(repository_ctx, python_bin)
+diff --git third_party/py/numpy/BUILD third_party/py/numpy/BUILD
+index 97c7907fc38..c80cc5287bc 100644
+--- third_party/py/numpy/BUILD
++++ third_party/py/numpy/BUILD
+@@ -2,14 +2,15 @@ licenses(["restricted"])
+ 
+ package(default_visibility = ["//visibility:public"])
+ 
+-alias(
++py_library(
+     name = "numpy",
+-    actual = "@pypi_numpy//:pkg",
++    srcs = ["tf_numpy_dummy.py"],
++    srcs_version = "PY3",
+ )
+ 
+ alias(
+     name = "headers",
+-    actual = "@pypi_numpy//:numpy_headers",
++    actual = "@local_config_python//:numpy_headers",
+ )
+ 
+ genrule(