diff --git a/chirp/projects/zoo/models.py b/chirp/projects/zoo/models.py
index 289738f4..6708813d 100644
--- a/chirp/projects/zoo/models.py
+++ b/chirp/projects/zoo/models.py
@@ -33,6 +33,8 @@
 import tensorflow.compat.v1 as tf1
 import tensorflow_hub as hub
 
+from ai_edge_litert import interpreter as tfl_interpreter  # pylint: disable=g-direct-tensorflow-import
+
 
 def model_class_map() -> dict[str, Any]:
   """Get the mapping of model keys to classes."""
@@ -419,7 +421,7 @@ def from_config(cls, config: config_dict.ConfigDict) -> 'BirdNet':
       with tempfile.NamedTemporaryFile() as tmpf:
         model_file = epath.Path(config.model_path)
         model_file.copy(tmpf.name, overwrite=True)
-        model = tf.lite.Interpreter(
+        model = tfl_interpreter.Interpreter(
             tmpf.name, num_threads=config.num_tflite_threads
         )
       model.allocate_tensors()
diff --git a/chirp/train_tests/frontend_test.py b/chirp/train_tests/frontend_test.py
index f4c26f3a..7c8bb773 100644
--- a/chirp/train_tests/frontend_test.py
+++ b/chirp/train_tests/frontend_test.py
@@ -23,6 +23,7 @@
 
 from absl.testing import absltest
 from absl.testing import parameterized
+from ai_edge_litert import interpreter as tfl_interpreter  # pylint: disable=g-direct-tensorflow-import
 
 
 class FrontendTest(parameterized.TestCase):
@@ -200,7 +201,7 @@ def test_tflite_stft_export(
     tflite_float_model = converter.convert()
 
     # Use the converted TFLite model.
-    interpreter = tf.lite.Interpreter(model_content=tflite_float_model)
+    interpreter = tfl_interpreter.Interpreter(model_content=tflite_float_model)
     interpreter.allocate_tensors()
     input_tensor = interpreter.get_input_details()[0]
     output_tensor = interpreter.get_output_details()[0]
@@ -247,7 +248,7 @@ def test_simple_melspec(self):
     tflite_float_model = converter.convert()
 
     # Use the converted TFLite model.
-    interpreter = tf.lite.Interpreter(model_content=tflite_float_model)
+    interpreter = tfl_interpreter.Interpreter(model_content=tflite_float_model)
     interpreter.allocate_tensors()
     input_tensor = interpreter.get_input_details()[0]
     output_tensor = interpreter.get_output_details()[0]
diff --git a/poetry.lock b/poetry.lock
index a0d11169..0d480ec1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
@@ -11,115 +11,136 @@ files = [
     {file = "absl_py-1.4.0-py3-none-any.whl", hash = "sha256:0d3fe606adfa4f7db64792dd4c7aee4ee0c38ab75dfd353b7a83ed3e957fcb47"},
 ]
 
+[[package]]
+name = "ai-edge-litert"
+version = "1.0.1"
+description = "LiteRT is for mobile and embedded devices."
+optional = false
+python-versions = "*"
+files = [
+    {file = "ai_edge_litert-1.0.1-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:48f525fed0af268f4e904b0c9c8ab174e48422f9c2506b679c468a15e6bf64fc"},
+    {file = "ai_edge_litert-1.0.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:766c92511bb06851005454f164f10f4a2ed79f94877b11860c1e14158f948221"},
+    {file = "ai_edge_litert-1.0.1-cp310-cp310-manylinux_2_17_x86_64.whl", hash = "sha256:25a9b1577941498842bf77630722eda1163026c37abd57af66791a6955551b9d"},
+    {file = "ai_edge_litert-1.0.1-cp311-cp311-macosx_10_15_x86_64.whl", hash = "sha256:e31a2aa9b031c42b1534744bbce78ef3fae7a7ac5a07008340554a5589d91003"},
+    {file = "ai_edge_litert-1.0.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:3bcec68832cdbdeb222aea43f31a70f9a3d55c17c1a0e4daf29c59109656c086"},
+    {file = "ai_edge_litert-1.0.1-cp311-cp311-manylinux_2_17_x86_64.whl", hash = "sha256:afa5eaca094f62e0b7c1981a94b1d03389cbc0e4a963eefb82d49053dd97bd73"},
+    {file = "ai_edge_litert-1.0.1-cp39-cp39-macosx_10_15_x86_64.whl", hash = "sha256:ef15c8cc1c029e047321541fd51932b745fba4ee21da64567c43d862b95687d9"},
+    {file = "ai_edge_litert-1.0.1-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:8c65c75a5b9f40a050416c62fd068e428848c96ec1873155976af884afac49e5"},
+    {file = "ai_edge_litert-1.0.1-cp39-cp39-manylinux_2_17_x86_64.whl", hash = "sha256:ed8e7c3b058c2ba4233c1b3a0d59b9ca3197edf19d21be6710c8098472ab1e5b"},
+]
+
+[package.dependencies]
+numpy = ">=1.23.2"
+
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.0"
+version = "2.4.3"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "aiohappyeyeballs-2.4.0.tar.gz", hash = "sha256:55a1714f084e63d49639800f95716da97a1f173d46a16dfcfda0016abb93b6b2"},
+    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
+    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
 ]
 
 [[package]]
 name = "aiohttp"
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 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -433,13 +454,13 @@ wrapt = {version = ">=1.14,<2", markers = "python_version >= \"3.11\""}
 
 [[package]]
 name = "astroid"
-version = "3.3.4"
+version = "3.3.5"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
 python-versions = ">=3.9.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -791,19 +812,19 @@ files = [
 
 [[package]]
 name = "chex"
-version = "0.1.86"
+version = "0.1.87"
 description = "Chex: Testing made fun, in JAX!"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
 absl-py = ">=0.9.0"
-jax = ">=0.4.16"
-jaxlib = ">=0.1.37"
+jax = ">=0.4.27"
+jaxlib = ">=0.4.27"
 numpy = ">=1.24.1"
 toolz = ">=0.9.0"
 typing-extensions = ">=4.2.0"
@@ -1092,6 +1113,23 @@ files = [
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 ]
 
+[[package]]
+name = "deprecated"
+version = "1.2.14"
+description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+]
+
+[package.dependencies]
+wrapt = ">=1.10,<2"
+
+[package.extras]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
+
 [[package]]
 name = "dill"
 version = "0.3.1.1"
@@ -1162,21 +1200,21 @@ files = [
 
 [[package]]
 name = "dnspython"
-version = "2.6.1"
+version = "2.7.0"
 description = "DNS toolkit"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
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-dnssec = ["cryptography (>=41)"]
+dev = ["black (>=23.1.0)", "coverage (>=7.0)", "flake8 (>=7)", "hypercorn (>=0.16.0)", "mypy (>=1.8)", "pylint (>=3)", "pytest (>=7.4)", "pytest-cov (>=4.1.0)", "quart-trio (>=0.11.0)", "sphinx (>=7.2.0)", "sphinx-rtd-theme (>=2.0.0)", "twine (>=4.0.0)", "wheel (>=0.42.0)"]
+dnssec = ["cryptography (>=43)"]
 doh = ["h2 (>=4.1.0)", "httpcore (>=1.0.0)", "httpx (>=0.26.0)"]
-doq = ["aioquic (>=0.9.25)"]
-idna = ["idna (>=3.6)"]
+doq = ["aioquic (>=1.0.0)"]
+idna = ["idna (>=3.7)"]
 trio = ["trio (>=0.23)"]
 wmi = ["wmi (>=1.5.1)"]
 
@@ -1746,13 +1784,13 @@ tool = ["click (>=6.0.0)"]
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.68.0"
+version = "1.69.0"
 description = "Vertex AI API client library"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1947,13 +1985,13 @@ protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4
 
 [[package]]
 name = "google-cloud-pubsub"
-version = "2.23.1"
+version = "2.25.2"
 description = "Google Cloud Pub/Sub API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1962,6 +2000,8 @@ google-auth = ">=2.14.1,<3.0.0dev"
 grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
 grpcio = ">=1.51.3,<2.0dev"
 grpcio-status = ">=1.33.2"
+opentelemetry-api = {version = ">=1.27.0", markers = "python_version >= \"3.8\""}
+opentelemetry-sdk = {version = ">=1.27.0", markers = "python_version >= \"3.8\""}
 proto-plus = [
     {version = ">=1.22.0,<2.0.0dev", markers = "python_version < \"3.11\""},
     {version = ">=1.22.2,<2.0.0dev", markers = "python_version >= \"3.11\""},
@@ -2233,61 +2273,70 @@ testing = ["protobuf (>=4.21.9)"]
 
 [[package]]
 name = "grpcio"
-version = "1.66.1"
+version = "1.66.2"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
 name = "grpcio-status"
@@ -2376,13 +2425,13 @@ kerberos = ["requests-kerberos (>=0.7.0)"]
 
 [[package]]
 name = "httpcore"
-version = "1.0.5"
+version = "1.0.6"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -2393,7 +2442,7 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.26.0)"]
+trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httplib2"
@@ -2436,13 +2485,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "humanize"
-version = "4.10.0"
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 description = "Python humanize utilities"
 optional = false
-python-versions = ">=3.8"
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 ]
 
 [package.extras]
@@ -2508,26 +2557,22 @@ files = [
 
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 ]
 
 [package.dependencies]
-zipp = ">=3.20"
+zipp = ">=0.5"
 
 [package.extras]
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-cover = ["pytest-cov"]
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-type = ["pytest-mypy"]
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 [[package]]
 name = "importlib-resources"
@@ -2594,13 +2639,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
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 description = "IPython: Productive Interactive Computing"
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 python-versions = ">=3.10"
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 [package.dependencies]
@@ -2695,53 +2740,59 @@ colors = ["colorama (>=0.4.6)"]
 
 [[package]]
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+version = "0.4.34"
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 optional = false
 python-versions = ">=3.10"
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 numpy = ">=1.24"
 opt-einsum = "*"
 scipy = ">=1.10"
 
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-tpu = ["jaxlib (==0.4.33)", "libtpu-nightly (==0.1.dev20240916)", "requests"]
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+cuda12-pip = ["jax-cuda12-plugin[with-cuda] (==0.4.34)", "jaxlib (==0.4.34)"]
+k8s = ["kubernetes"]
+minimum-jaxlib = ["jaxlib (==0.4.34)"]
+tpu = ["jaxlib (==0.4.34)", "libtpu-nightly (==0.1.dev20241002)", "requests"]
 
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 [package.dependencies]
@@ -2881,13 +2932,13 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.12.1"
+version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 [package.dependencies]
@@ -3155,13 +3206,13 @@ files = [
 
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 description = "Multi-backend Keras."
 optional = false
 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
@@ -3486,71 +3537,72 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
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-version = "2.1.5"
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 [[package]]
@@ -4156,6 +4208,52 @@ files = [
 dev = ["black", "bumpver", "coveralls", "flake8", "isort", "mypy", "pip-tools", "pylint", "pytest", "pytest-cov", "pyyaml"]
 docs = ["myst-parser", "sphinx", "sphinx-markdown-builder (>=0.6.0)", "sphinx-rtd-dark-mode", "sphinx-rtd-theme"]
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.27.0"
+description = "OpenTelemetry Python API"
+optional = false
+python-versions = ">=3.8"
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+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+importlib-metadata = ">=6.0,<=8.4.0"
+
+[[package]]
+name = "opentelemetry-sdk"
+version = "1.27.0"
+description = "OpenTelemetry Python SDK"
+optional = false
+python-versions = ">=3.8"
+files = [
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+
+[package.dependencies]
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+opentelemetry-semantic-conventions = "0.48b0"
+typing-extensions = ">=3.7.4"
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.48b0"
+description = "OpenTelemetry Semantic Conventions"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+opentelemetry-api = "1.27.0"
+
 [[package]]
 name = "opt-einsum"
 version = "3.4.0"
@@ -4170,7 +4268,7 @@ files = [
 [[package]]
 name = "optax"
 version = "0.2.4.dev0"
-description = "A gradient processing and optimisation library in JAX."
+description = "A gradient processing and optimization library in JAX."
 optional = false
 python-versions = ">=3.9"
 files = []
@@ -4178,7 +4276,7 @@ develop = false
 
 [package.dependencies]
 absl-py = ">=0.7.1"
-chex = ">=0.1.86"
+chex = ">=0.1.87"
 etils = {version = "*", extras = ["epy"]}
 jax = ">=0.4.27"
 jaxlib = ">=0.4.27"
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 type = "git"
 url = "https://github.com/google-deepmind/optax.git"
 reference = "main"
-resolved_reference = "c199648eef6d647d2d7a6b0d7712a9b063878acc"
+resolved_reference = "d9212fb1232082a3c5241eb37db9d2d12b056841"
 
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 [package.dependencies]
@@ -4278,7 +4396,7 @@ typing-extensions = ">=4.5.0"
 
 [package.extras]
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+docs = ["docutils", "jax[cpu]", "numpy", "sphinx", "sphinx-autoapi", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx-copybutton", "sphinx-rtd-theme", "sphinxcontrib-bibtex", "torch"]
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 numpy = ["numpy"]
@@ -4287,21 +4405,20 @@ torch = ["torch"]
 
 [[package]]
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 description = "Orbax Checkpoint"
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-python-versions = ">=3.9"
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 etils = {version = "*", extras = ["epath", "epy"]}
 humanize = "*"
-jax = ">=0.4.26"
-jaxlib = "*"
+jax = ">=0.4.34"
 msgpack = "*"
 nest_asyncio = "*"
 numpy = "*"
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 [package.dependencies]
 wcwidth = "*"
 
+[[package]]
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 name = "pywin32"
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+version = "307"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
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 [[package]]
@@ -5617,21 +5845,21 @@ networkx = ["networkx (>=2.0.0,<3.0.0)"]
 
 [[package]]
 name = "redis"
-version = "5.0.8"
+version = "5.1.1"
 description = "Python client for Redis database and key-value store"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 async-timeout = {version = ">=4.0.3", markers = "python_full_version < \"3.11.3\""}
 
 [package.extras]
-hiredis = ["hiredis (>1.0.0)"]
-ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==20.0.1)", "requests (>=2.26.0)"]
+hiredis = ["hiredis (>=3.0.0)"]
+ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==23.2.1)", "requests (>=2.31.0)"]
 
 [[package]]
 name = "referencing"
@@ -5817,18 +6045,19 @@ files = [
 
 [[package]]
 name = "rich"
-version = "13.8.1"
+version = "13.9.2"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
 markdown-it-py = ">=2.2.0"
 pygments = ">=2.13.0,<3.0.0"
+typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
@@ -5996,7 +6225,6 @@ ml-collections = ">=0.1.1"
 numpy = ">=1.12"
 optax = {git = "https://github.com/google-deepmind/optax.git", rev = "main"}
 tensorflow = ">=2.7"
-tensorflow-addons = ">=0.15.0"
 tensorflow-datasets = "*"
 
 [package.extras]
@@ -6006,7 +6234,7 @@ testing = ["dmvr @ git+https://github.com/google-deepmind/dmvr.git", "lingvo (==
 type = "git"
 url = "https://github.com/google-research/scenic.git"
 reference = "HEAD"
-resolved_reference = "b712494288c6f8b08e725c8a89e5ea16932c2b00"
+resolved_reference = "8f58121b1f32467c707161554f4e4fc96923ab9a"
 
 [[package]]
 name = "scikit-learn"
@@ -6452,33 +6680,6 @@ wrapt = ">=1.11.0"
 [package.extras]
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-[[package]]
-name = "tensorflow-addons"
-version = "0.23.0"
-description = "TensorFlow Addons."
-optional = false
-python-versions = "*"
-files = [
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-]
-
-[package.dependencies]
-packaging = "*"
-typeguard = ">=2.7,<3.0.0"
-
-[package.extras]
-tensorflow = ["tensorflow (>=2.13.0,<2.16.0)"]
-tensorflow-cpu = ["tensorflow-cpu (>=2.13.0,<2.16.0)"]
-tensorflow-gpu = ["tensorflow-gpu (>=2.13.0,<2.16.0)"]
-
 [[package]]
 name = "tensorflow-datasets"
 version = "4.9.6"
@@ -6666,12 +6867,12 @@ protobuf = ">=3.20.3,<5"
 
 [[package]]
 name = "tensorflow-metadata"
-version = "1.15.0"
+version = "1.16.0"
 description = "Library and standards for schema and statistics."
 optional = false
 python-versions = "<4,>=3.9"
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@@ -6715,13 +6916,13 @@ numpy = ">=1.22.0"
 
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+    {file = "yarl-1.14.0-py3-none-any.whl", hash = "sha256:c8ed4034f0765f8861620c1f2f2364d2e58520ea288497084dae880424fc0d9f"},
+    {file = "yarl-1.14.0.tar.gz", hash = "sha256:88c7d9d58aab0724b979ab5617330acb1c7030b79379c8138c1c8c94e121d1b3"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
@@ -7415,4 +7602,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.12"
-content-hash = "dbfe84bdd9cfee734e37dfc0786d42d2b48990c086e861a07b775043604bcc09"
+content-hash = "31cbc4054bd012583598c87e7582eb964b9127fde219c95c942766d7ab8edfff"
diff --git a/pyproject.toml b/pyproject.toml
index 59c65d7f..9ca1c483 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,6 +12,7 @@ license = "Apache 2.0"
 # See: https://python-poetry.org/docs/managing-dependencies/#dependency-groups
 python = ">=3.10,<3.12"
 absl-py = "^1.4.0"
+ai-edge-litert = "^1.0.0"
 apache-beam = {version = "^2.50.0", extras = ["gcp"]}
 clu = "^0.0.9"
 flax = "^0.8.1"