diff --git a/poetry.lock b/poetry.lock
index 7861b7506fd7..7d27b9b9e136 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -3073,7 +3073,7 @@ wrapt = ">=1.11.0"
 
 [[package]]
 name = "tensorflow-addons"
-version = "0.17.1"
+version = "0.19.0"
 description = "TensorFlow Addons."
 category = "main"
 optional = false
@@ -3084,9 +3084,9 @@ packaging = "*"
 typeguard = ">=2.7"
 
 [package.extras]
-tensorflow = ["tensorflow (>=2.7.0,<2.10.0)"]
-tensorflow-cpu = ["tensorflow-cpu (>=2.7.0,<2.10.0)"]
-tensorflow-gpu = ["tensorflow-gpu (>=2.7.0,<2.10.0)"]
+tensorflow = ["tensorflow (>=2.9.0,<2.12.0)"]
+tensorflow-cpu = ["tensorflow-cpu (>=2.9.0,<2.12.0)"]
+tensorflow-gpu = ["tensorflow-gpu (>=2.9.0,<2.12.0)"]
 
 [[package]]
 name = "tensorflow-estimator"
@@ -3732,7 +3732,7 @@ transformers = ["transformers", "sentencepiece"]
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.7,<3.11"
-content-hash = "533c672e81e140b85ae3ae680222317abe8da25f72bda7c3c0d07533b9052edf"
+content-hash = "7c565daeeb6a6065ca31a645b9617a039fb54a568947314a368a58a6b96ac576"
 
 [metadata.files]
 absl-py = [
@@ -5940,6 +5940,7 @@ ruamel-yaml-clib = [
     {file = "ruamel.yaml.clib-0.2.7-cp310-cp310-win_amd64.whl", hash = "sha256:d000f258cf42fec2b1bbf2863c61d7b8918d31ffee905da62dede869254d3b8a"},
     {file = "ruamel.yaml.clib-0.2.7-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:045e0626baf1c52e5527bd5db361bc83180faaba2ff586e763d3d5982a876a9e"},
     {file = "ruamel.yaml.clib-0.2.7-cp311-cp311-macosx_12_6_arm64.whl", hash = "sha256:721bc4ba4525f53f6a611ec0967bdcee61b31df5a56801281027a3a6d1c2daf5"},
+    {file = "ruamel.yaml.clib-0.2.7-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl", hash = "sha256:41d0f1fa4c6830176eef5b276af04c89320ea616655d01327d5ce65e50575c94"},
     {file = "ruamel.yaml.clib-0.2.7-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:4b3a93bb9bc662fc1f99c5c3ea8e623d8b23ad22f861eb6fce9377ac07ad6072"},
     {file = "ruamel.yaml.clib-0.2.7-cp36-cp36m-macosx_12_0_arm64.whl", hash = "sha256:a234a20ae07e8469da311e182e70ef6b199d0fbeb6c6cc2901204dd87fb867e8"},
     {file = "ruamel.yaml.clib-0.2.7-cp36-cp36m-manylinux2014_aarch64.whl", hash = "sha256:15910ef4f3e537eea7fe45f8a5d19997479940d9196f357152a09031c5be59f3"},
@@ -6337,21 +6338,21 @@ tensorflow = [
     {file = "tensorflow-2.8.4-cp39-cp39-win_amd64.whl", hash = "sha256:f1f21b673b99a6bd08a97b1bf5557bfe179f5cea9d27adc797822aa97e236870"},
 ]
 tensorflow-addons = [
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-    {file = "tensorflow_addons-0.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:af8c1b0eade2c12c9007f24d30d75711f3313e500171a7d471c10a336e0dc68b"},
-    {file = "tensorflow_addons-0.17.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e9648b5fb937f19d015946fc6f607de525105ead78afbc7acfe9db3cf4a42ee4"},
-    {file = "tensorflow_addons-0.17.1-cp310-cp310-win_amd64.whl", hash = "sha256:2a652ff30e1bae50c5d740c340705a110ad82d4df2f729a48a7324d710e3a8ac"},
-    {file = "tensorflow_addons-0.17.1-cp37-cp37m-macosx_10_15_x86_64.whl", hash = "sha256:e526633dd5ecb64bc7f2b0b02d056723e7001a01d57f5017ec75baed838b0763"},
-    {file = "tensorflow_addons-0.17.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:42aa05ddd2512395de50ba8c9f6f3694e1afc6f913d040161ad758123aaf9959"},
-    {file = "tensorflow_addons-0.17.1-cp37-cp37m-win_amd64.whl", hash = "sha256:be5dd587ee9a6db5739a6e87fef4cfc1e894987666c6688985f41d1016bb5c11"},
-    {file = "tensorflow_addons-0.17.1-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:4b05a73e1434c53027a5dc9f8448ec1361e3fc998783e86b0286f5acc5a1872d"},
-    {file = "tensorflow_addons-0.17.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:17d8ed3ccf4ae47e2f2ac21a4159d2a50e065f374cb7eccd3469c8e4aa03d3c0"},
-    {file = "tensorflow_addons-0.17.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:de49693b488e4c616bf9c942c5af22f165837de85cf930f18fe8196525aa9e97"},
-    {file = "tensorflow_addons-0.17.1-cp38-cp38-win_amd64.whl", hash = "sha256:f884097d6fedb3e7d300d28dc633431303a1dbb7a6d91c442d7aef0b36a5c2c7"},
-    {file = "tensorflow_addons-0.17.1-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:7bb1ba28a94ed58da783e4752ffb7bd9b309bdd7d20c26a0bfaae25c7858e97a"},
-    {file = "tensorflow_addons-0.17.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2265a0bf3728c8f729eef9c9524fa86d3091a6b3f85c0c23d2e26564b58d4dba"},
-    {file = "tensorflow_addons-0.17.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8049e8687e4ff4f1db3022e00b03c655f483e983cb42b3dcc68b2d89c8788302"},
-    {file = "tensorflow_addons-0.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:de36d011e79ff86413265a3656cba23d75b741bd5f6817e43674c731d059e6b8"},
+    {file = "tensorflow_addons-0.19.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:ca3764beba54c4ee4bb01a4294f8c2fef5c3814fd0f521dbe8beb4522545cb2d"},
+    {file = "tensorflow_addons-0.19.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f74646fe83fd6f0d84ae5e0186c85cae3dd7e6c2329c8a5db4574c144706f39"},
+    {file = "tensorflow_addons-0.19.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a46016fe9a1705043e39b7dacee3b089303ecdedbf1b12eb607aa35b7d2471e3"},
+    {file = "tensorflow_addons-0.19.0-cp310-cp310-win_amd64.whl", hash = "sha256:eefbdb4e0450b93fba6b393870784dad4c91189e5551e01b268aeb5fe5b04da6"},
+    {file = "tensorflow_addons-0.19.0-cp37-cp37m-macosx_10_14_x86_64.whl", hash = "sha256:a297db1af6e682277f593411d4d28b939646c2b67b8351ef0d31a30b9531fb93"},
+    {file = "tensorflow_addons-0.19.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:06b673fe22c4113edabdc0dc1ef919ba0f1fb024ca39a5718ec146285c400e8f"},
+    {file = "tensorflow_addons-0.19.0-cp37-cp37m-win_amd64.whl", hash = "sha256:eefb6bf6d7a31d60649d6f6e99aee172ed4f5e693a079acfb264297997de21d0"},
+    {file = "tensorflow_addons-0.19.0-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:d447a3f7852810b7985c890852dbcb6454f3899100d439d5eba370a78d8bd281"},
+    {file = "tensorflow_addons-0.19.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:51fefd5f496ada5dafb13c446853fa1ddeb5482a0b9074af14efe0b99903816e"},
+    {file = "tensorflow_addons-0.19.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:101c3142149f16e81362cc1d0959686543cb69df79f38a3ea3c5205fbf57b28e"},
+    {file = "tensorflow_addons-0.19.0-cp38-cp38-win_amd64.whl", hash = "sha256:c93602cf3b8a7bbe1fbf973b7b9f986892be34ba8b943923f09ae6cd79f0a241"},
+    {file = "tensorflow_addons-0.19.0-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:fc058876dce711009227c47559b05295a5fb480748d6ec5c49386b1dc2c00167"},
+    {file = "tensorflow_addons-0.19.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:9334910bb6b599dd627e632a59f35ae9256bda2312b06929066a437076bf4789"},
+    {file = "tensorflow_addons-0.19.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f25b029a917b635162b1f14df0263b2f79deadcd71daecd3161f69ccb1fbcea4"},
+    {file = "tensorflow_addons-0.19.0-cp39-cp39-win_amd64.whl", hash = "sha256:b8f4c3a88b381bd28bba3189a0216749f9e799ae3dc4959651728e01ae20d738"},
 ]
 tensorflow-estimator = [
     {file = "tensorflow_estimator-2.8.0-py2.py3-none-any.whl", hash = "sha256:bee8e0520c60ae7eaf6ca8cb46c5a9f4b45725531380db8fbe38fcb48478b6bb"},
@@ -6362,18 +6363,22 @@ tensorflow-hub = [
 tensorflow-io-gcs-filesystem = [
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:22753dc28c949bfaf29b573ee376370762c88d80330fe95cfb291261eb5e927a"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:52988659f405166df79905e9859bc84ae2a71e3ff61522ba32a95e4dce8e66d2"},
+    {file = "tensorflow_io_gcs_filesystem-0.28.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9cf11d36d5aac6365f9f6c4bc71eb23346a2f5dc139c91af1e2ea06cfd7f69a7"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp310-cp310-win_amd64.whl", hash = "sha256:698d7f89e09812b9afeb47c3860797343a22f997c64ab9dab98132c61daa8a7d"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:bbf245883aa52ec687b66d0fcbe0f5f0a92d98c0b1c53e6a736039a3548d29a1"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp311-cp311-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:6d95f306ff225c5053fd06deeab3e3a2716357923cb40c44d566c11be779caa3"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp311-cp311-win_amd64.whl", hash = "sha256:5fbef5836e70026245d8d9e692c44dae2c6dbc208c743d01f5b7a2978d6b6bc6"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp37-cp37m-macosx_10_14_x86_64.whl", hash = "sha256:00cf6a92f1f9f90b2ba2d728870bcd2a70b116316d0817ab0b91dd390c25b3fd"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:f76cbe1a784841c223f6861e5f6c7e53aa6232cb626d57e76881a0638c365de6"},
+    {file = "tensorflow_io_gcs_filesystem-0.28.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b8f4b1b83ee28906881221c0a40822cbf30ebfcc3e96430f91f396309e6b452c"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp37-cp37m-win_amd64.whl", hash = "sha256:c5d99f56c12a349905ff684142e4d2df06ae68ecf50c4aad5449a5f81731d858"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:b6e2d275020fb4d1a952cd3fa546483f4e46ad91d64e90d3458e5ca3d12f6477"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:a6670e0da16c884267e896ea5c3334d6fd319bd6ff7cf917043a9f3b2babb1b3"},
+    {file = "tensorflow_io_gcs_filesystem-0.28.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3ebb4724594bb897f74c637c256cb9509b25fc6b83860a2a6e2a6d42fd1a1a2a"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp38-cp38-win_amd64.whl", hash = "sha256:bfed720fc691d3f45802a7bed420716805aef0939c11cebf25798906201f626e"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:cc062ce13ec95fb64b1fd426818a6d2b0e5be9692bc0e43a19cce115b6da4336"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:366e1eff8dbd6b64333d7061e2a8efd081ae4742614f717ced08d8cc9379eb50"},
+    {file = "tensorflow_io_gcs_filesystem-0.28.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:47944fba38f46c9137b7bc27fb293953249d437f225bf46b96bac6a177bdfe04"},
     {file = "tensorflow_io_gcs_filesystem-0.28.0-cp39-cp39-win_amd64.whl", hash = "sha256:9484893779324b2d34874b0aacf3b824eb4f22d782e75df029cbccab2e607974"},
 ]
 tensorflow-macos = [
diff --git a/pyproject.toml b/pyproject.toml
index 3f18d1586be6..314757ec0b95 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -108,7 +108,7 @@ psycopg2-binary = ">=2.8.2,<2.10.0"
 python-dateutil = "~2.8"
 protobuf = ">=3.9.2,< 3.20"
 tensorflow_hub = "~0.12.0"
-tensorflow-addons = "~0.17.0"
+tensorflow-addons = ">=0.17,<0.20"
 setuptools = ">=41.0.0"
 ujson = ">=1.35,<6.0"
 regex = ">=2020.6,<2022.11"