diff --git a/README.md b/README.md
index e33a665..319fff4 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,7 @@ pipx ensurepath
 pipx install poetry=1.7
 
 # conda env
-conda create -n fanan python=3.11.9 -y --channel conda-forge
+conda create -n fanan python=3.10.12 -y --channel conda-forge
 conda activate fanan
 poetry install
 
diff --git a/poetry.lock b/poetry.lock
index 0d34cb7..3722afe 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -98,6 +98,7 @@ files = [
 
 [package.dependencies]
 aiosignal = ">=1.1.2"
+async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
@@ -136,15 +137,39 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "annotated-types"
-version = "0.6.0"
+version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
-    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
+[[package]]
+name = "array-record"
+version = "0.5.1"
+description = "A file format that achieves a new frontier of IO efficiency"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "array_record-0.5.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b9f2e304e59a17af9f5bf2a86b93ad4700d0eeb85d742a884aa38dc0b54dda5b"},
+    {file = "array_record-0.5.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:897362036f2920093eff3d729c2a6e1844e3077f513d6bd29640cd02f98e07c7"},
+    {file = "array_record-0.5.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6ebe99f37e3a797322f4f5cfc6902b5e852012ba2729fac628aad6affb225247"},
+    {file = "array_record-0.5.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ea3969b9f954f6f01ddac64f59eea45392dc4eb8c1bf3d1ca5c9bcfd7f8d46e7"},
+    {file = "array_record-0.5.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f08eea9a4afbfa05fb7fafaa007b89e286a8a27a7775cb80338199576ffe07b4"},
+    {file = "array_record-0.5.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:248fb29086cb3a6322a5d8b8332d77713a030bc54f0bacdf215a6d3185f73f90"},
+    {file = "array_record-0.5.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8ebd7c12c0a159a44c6c8fdaf915036fcddfdfa499a878ddcff9761c6d1af685"},
+    {file = "array_record-0.5.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9922862216a9d3be76fdc27968af1ec0ea20f986329998ba45b0f01ee3e646fa"},
+]
+
+[package.dependencies]
+absl-py = "*"
+etils = {version = "*", extras = ["epath"]}
+
+[package.extras]
+beam = ["apache-beam[gcp] (>=2.50.0)", "google-cloud-storage (>=2.11.0)", "tensorflow (>=2.14.0)"]
+
 [[package]]
 name = "asttokens"
 version = "2.4.1"
@@ -163,6 +188,32 @@ six = ">=1.12.0"
 astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
 test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 
+[[package]]
+name = "astunparse"
+version = "1.6.3"
+description = "An AST unparser for Python"
+optional = false
+python-versions = "*"
+files = [
+    {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"},
+    {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"},
+]
+
+[package.dependencies]
+six = ">=1.6.1,<2.0"
+wheel = ">=0.23.0,<1.0"
+
+[[package]]
+name = "async-timeout"
+version = "4.0.3"
+description = "Timeout context manager for asyncio programs"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
+    {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
+]
+
 [[package]]
 name = "attrs"
 version = "23.2.0"
@@ -390,6 +441,81 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
+[[package]]
+name = "contextlib2"
+version = "21.6.0"
+description = "Backports and enhancements for the contextlib module"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "contextlib2-21.6.0-py2.py3-none-any.whl", hash = "sha256:3fbdb64466afd23abaf6c977627b75b6139a5a3e8ce38405c5b413aed7a0471f"},
+    {file = "contextlib2-21.6.0.tar.gz", hash = "sha256:ab1e2bfe1d01d968e1b7e8d9023bc51ef3509bba217bb730cee3827e1ee82869"},
+]
+
+[[package]]
+name = "coverage"
+version = "7.5.1"
+description = "Code coverage measurement for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "coverage-7.5.1.tar.gz", hash = "sha256:54de9ef3a9da981f7af93eafde4ede199e0846cd819eb27c88e2b712aae9708c"},
+]
+
+[package.extras]
+toml = ["tomli"]
+
 [[package]]
 name = "datasets"
 version = "2.19.0"
@@ -471,6 +597,68 @@ files = [
     {file = "distlib-0.3.8.tar.gz", hash = "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"},
 ]
 
+[[package]]
+name = "dm-tree"
+version = "0.1.8"
+description = "Tree is a library for working with nested data structures."
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[[package]]
+name = "docker-pycreds"
+version = "0.4.0"
+description = "Python bindings for the docker credentials store API"
+optional = false
+python-versions = "*"
+files = [
+    {file = "docker-pycreds-0.4.0.tar.gz", hash = "sha256:6ce3270bcaf404cc4c3e27e4b6c70d3521deae82fb508767870fdbf772d584d4"},
+    {file = "docker_pycreds-0.4.0-py2.py3-none-any.whl", hash = "sha256:7266112468627868005106ec19cd0d722702d2b7d5912a28e19b826c3d37af49"},
+]
+
+[package.dependencies]
+six = ">=1.4.0"
+
 [[package]]
 name = "einops"
 version = "0.8.0"
@@ -484,19 +672,22 @@ files = [
 
 [[package]]
 name = "etils"
-version = "1.8.0"
+version = "1.7.0"
 description = "Collection of common python utils"
 optional = false
-python-versions = ">=3.11"
+python-versions = ">=3.10"
 files = [
-    {file = "etils-1.8.0-py3-none-any.whl", hash = "sha256:f31d7f27a889457eaa44eab18ce836d24fd6d40dbbb167d38879b7296f6456ea"},
-    {file = "etils-1.8.0.tar.gz", hash = "sha256:fb478f57fec202e260e54c9192b317692fd63db2d11d993e70bcdffa29cccd58"},
+    {file = "etils-1.7.0-py3-none-any.whl", hash = "sha256:61af8f7c242171de15e22e5da02d527cb9e677d11f8bcafe18fcc3548eee3e60"},
+    {file = "etils-1.7.0.tar.gz", hash = "sha256:97b68fd25e185683215286ef3a54e38199b6245f5fe8be6bedc1189be4256350"},
 ]
 
 [package.dependencies]
+absl-py = {version = "*", optional = true, markers = "extra == \"etqdm\""}
 fsspec = {version = "*", optional = true, markers = "extra == \"epath\""}
 importlib_resources = {version = "*", optional = true, markers = "extra == \"epath\""}
-typing_extensions = {version = "*", optional = true, markers = "extra == \"epy\""}
+numpy = {version = "*", optional = true, markers = "extra == \"enp\""}
+tqdm = {version = "*", optional = true, markers = "extra == \"etqdm\""}
+typing_extensions = {version = "*", optional = true, markers = "extra == \"epath\""}
 zipp = {version = "*", optional = true, markers = "extra == \"epath\""}
 
 [package.extras]
@@ -519,6 +710,20 @@ etree-jax = ["etils[etree]", "jax[cpu]"]
 etree-tf = ["etils[etree]", "tensorflow"]
 lazy-imports = ["etils[ecolab]"]
 
+[[package]]
+name = "exceptiongroup"
+version = "1.2.1"
+description = "Backport of PEP 654 (exception groups)"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "exceptiongroup-1.2.1-py3-none-any.whl", hash = "sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad"},
+    {file = "exceptiongroup-1.2.1.tar.gz", hash = "sha256:a4785e48b045528f5bfe627b6ad554ff32def154f42372786903b7abcfe1aa16"},
+]
+
+[package.extras]
+test = ["pytest (>=6)"]
+
 [[package]]
 name = "executing"
 version = "2.0.1"
@@ -549,6 +754,17 @@ docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1
 testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
+[[package]]
+name = "flatbuffers"
+version = "24.3.25"
+description = "The FlatBuffers serialization format for Python"
+optional = false
+python-versions = "*"
+files = [
+    {file = "flatbuffers-24.3.25-py2.py3-none-any.whl", hash = "sha256:8dbdec58f935f3765e4f7f3cf635ac3a77f83568138d6a2311f524ec96364812"},
+    {file = "flatbuffers-24.3.25.tar.gz", hash = "sha256:de2ec5b203f21441716617f38443e0a8ebf3d25bf0d9c0bb0ce68fa00ad546a4"},
+]
+
 [[package]]
 name = "flax"
 version = "0.8.3"
@@ -563,7 +779,7 @@ files = [
 [package.dependencies]
 jax = ">=0.4.19"
 msgpack = "*"
-numpy = {version = ">=1.23.2", markers = "python_version >= \"3.11\""}
+numpy = ">=1.22"
 optax = "*"
 orbax-checkpoint = "*"
 PyYAML = ">=5.4.1"
@@ -699,27 +915,71 @@ smb = ["smbprotocol"]
 ssh = ["paramiko"]
 tqdm = ["tqdm"]
 
+[[package]]
+name = "gast"
+version = "0.5.4"
+description = "Python AST that abstracts the underlying Python version"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "gast-0.5.4-py3-none-any.whl", hash = "sha256:6fc4fa5fa10b72fb8aab4ae58bcb023058386e67b6fa2e3e34cec5c769360316"},
+    {file = "gast-0.5.4.tar.gz", hash = "sha256:9c270fe5f4b130969b54174de7db4e764b09b4f7f67ccfc32480e29f78348d97"},
+]
+
+[[package]]
+name = "gitdb"
+version = "4.0.11"
+description = "Git Object Database"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "gitdb-4.0.11-py3-none-any.whl", hash = "sha256:81a3407ddd2ee8df444cbacea00e2d038e40150acfa3001696fe0dcf1d3adfa4"},
+    {file = "gitdb-4.0.11.tar.gz", hash = "sha256:bf5421126136d6d0af55bc1e7c1af1c397a34f5b7bd79e776cd3e89785c2b04b"},
+]
+
+[package.dependencies]
+smmap = ">=3.0.1,<6"
+
+[[package]]
+name = "gitpython"
+version = "3.1.43"
+description = "GitPython is a Python library used to interact with Git repositories"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "GitPython-3.1.43-py3-none-any.whl", hash = "sha256:eec7ec56b92aad751f9912a73404bc02ba212a23adb2c7098ee668417051a1ff"},
+    {file = "GitPython-3.1.43.tar.gz", hash = "sha256:35f314a9f878467f5453cc1fee295c3e18e52f1b99f10f6cf5b1682e968a9e7c"},
+]
+
+[package.dependencies]
+gitdb = ">=4.0.1,<5"
+
+[package.extras]
+doc = ["sphinx (==4.3.2)", "sphinx-autodoc-typehints", "sphinx-rtd-theme", "sphinxcontrib-applehelp (>=1.0.2,<=1.0.4)", "sphinxcontrib-devhelp (==1.0.2)", "sphinxcontrib-htmlhelp (>=2.0.0,<=2.0.1)", "sphinxcontrib-qthelp (==1.0.3)", "sphinxcontrib-serializinghtml (==1.1.5)"]
+test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions"]
+
 [[package]]
 name = "google-api-core"
-version = "2.8.0"
+version = "2.19.0"
 description = "Google API client core library"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "google-api-core-2.8.0.tar.gz", hash = "sha256:065bb8e11c605fd232707ae50963dc1c8af5b3c95b4568887515985e6c1156b3"},
-    {file = "google_api_core-2.8.0-py3-none-any.whl", hash = "sha256:1b9f59236ce1bae9a687c1d4f22957e79a2669e53d032893f6bf0fca54f6931d"},
+    {file = "google-api-core-2.19.0.tar.gz", hash = "sha256:cf1b7c2694047886d2af1128a03ae99e391108a08804f87cfd35970e49c9cd10"},
+    {file = "google_api_core-2.19.0-py3-none-any.whl", hash = "sha256:8661eec4078c35428fd3f69a2c7ee29e342896b70f01d1a1cbcb334372dd6251"},
 ]
 
 [package.dependencies]
-google-auth = ">=1.25.0,<3.0dev"
-googleapis-common-protos = ">=1.52.0,<2.0dev"
-protobuf = ">=3.12.0"
-requests = ">=2.18.0,<3.0.0dev"
+google-auth = ">=2.14.1,<3.0.dev0"
+googleapis-common-protos = ">=1.56.2,<2.0.dev0"
+proto-plus = ">=1.22.3,<2.0.0dev"
+protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0"
+requests = ">=2.18.0,<3.0.0.dev0"
 
 [package.extras]
-grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio-status (>=1.33.2,<2.0dev)"]
-grpcgcp = ["grpcio-gcp (>=0.2.2)"]
-grpcio-gcp = ["grpcio-gcp (>=0.2.2)"]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
+grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
+grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
@@ -744,80 +1004,128 @@ pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 
+[[package]]
+name = "google-pasta"
+version = "0.2.0"
+description = "pasta is an AST-based Python refactoring library"
+optional = false
+python-versions = "*"
+files = [
+    {file = "google-pasta-0.2.0.tar.gz", hash = "sha256:c9f2c8dfc8f96d0d5808299920721be30c9eec37f2389f28904f454565c8a16e"},
+    {file = "google_pasta-0.2.0-py2-none-any.whl", hash = "sha256:4612951da876b1a10fe3960d7226f0c7682cf901e16ac06e473b267a5afa8954"},
+    {file = "google_pasta-0.2.0-py3-none-any.whl", hash = "sha256:b32482794a366b5366a32c92a9a9201b107821889935a02b3e51f6b432ea84ed"},
+]
+
+[package.dependencies]
+six = "*"
+
 [[package]]
 name = "googleapis-common-protos"
-version = "1.56.1"
+version = "1.63.0"
 description = "Common protobufs used in Google APIs"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "googleapis-common-protos-1.56.1.tar.gz", hash = "sha256:6b5ee59dc646eb61a8eb65ee1db186d3df6687c8804830024f32573298bca19b"},
-    {file = "googleapis_common_protos-1.56.1-py2.py3-none-any.whl", hash = "sha256:ddcd955b5bb6589368f659fa475373faa1ed7d09cde5ba25e88513d87007e174"},
+    {file = "googleapis-common-protos-1.63.0.tar.gz", hash = "sha256:17ad01b11d5f1d0171c06d3ba5c04c54474e883b66b949722b4938ee2694ef4e"},
+    {file = "googleapis_common_protos-1.63.0-py2.py3-none-any.whl", hash = "sha256:ae45f75702f7c08b541f750854a678bd8f534a1a6bace6afe975f1d0a82d6632"},
 ]
 
 [package.dependencies]
-protobuf = ">=3.15.0"
+protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0"
 
 [package.extras]
-grpc = ["grpcio (>=1.0.0)"]
+grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "grpcio"
-version = "1.63.0"
+version = "1.64.0"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
 files = [
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+]
+
+[package.dependencies]
+numpy = ">=1.17.3"
 
 [[package]]
 name = "huggingface-hub"
@@ -905,8 +1213,9 @@ files = [
 ]
 
 [package.dependencies]
-decorator = {version = "*", markers = "python_version >= \"3.11\""}
-ipython = {version = ">=7.31.1", markers = "python_version >= \"3.11\""}
+decorator = {version = "*", markers = "python_version > \"3.6\" and python_version < \"3.11\""}
+ipython = {version = ">=7.31.1", markers = "python_version > \"3.6\" and python_version < \"3.11\""}
+tomli = {version = "*", markers = "python_version > \"3.6\" and python_version < \"3.11\""}
 
 [[package]]
 name = "ipython"
@@ -922,6 +1231,7 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
@@ -958,7 +1268,7 @@ files = [
 
 [package.dependencies]
 ml-dtypes = ">=0.2.0"
-numpy = {version = ">=1.23.2", markers = "python_version >= \"3.11\""}
+numpy = ">=1.22"
 opt-einsum = "*"
 scipy = ">=1.9"
 
@@ -1114,6 +1424,43 @@ files = [
 [package.dependencies]
 referencing = ">=0.31.0"
 
+[[package]]
+name = "keras"
+version = "3.3.3"
+description = "Multi-backend Keras."
+optional = false
+python-versions = ">=3.9"
+files = [
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+]
+
+[package.dependencies]
+absl-py = "*"
+h5py = "*"
+ml-dtypes = "*"
+namex = "*"
+numpy = "*"
+optree = "*"
+rich = "*"
+
+[[package]]
+name = "libclang"
+version = "18.1.1"
+description = "Clang Python Bindings, mirrored from the official LLVM repo: https://github.com/llvm/llvm-project/tree/main/clang/bindings/python, to make the installation process easier."
+optional = false
+python-versions = "*"
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+]
+
 [[package]]
 name = "linkify-it-py"
 version = "2.0.3"
@@ -1134,6 +1481,21 @@ dev = ["black", "flake8", "isort", "pre-commit", "pyproject-flake8"]
 doc = ["myst-parser", "sphinx", "sphinx-book-theme"]
 test = ["coverage", "pytest", "pytest-cov"]
 
+[[package]]
+name = "markdown"
+version = "3.6"
+description = "Python implementation of John Gruber's Markdown."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
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+testing = ["coverage", "pyyaml"]
+
 [[package]]
 name = "markdown-it-py"
 version = "3.0.0"
@@ -1331,34 +1693,50 @@ docs = ["IPython", "bump2version", "furo", "sphinx", "sphinx-argparse", "towncri
 lint = ["black", "check-manifest", "flake8", "isort", "mypy"]
 test = ["Cython", "greenlet", "ipython", "pytest", "pytest-cov", "pytest-textual-snapshot", "setuptools"]
 
+[[package]]
+name = "ml-collections"
+version = "0.1.1"
+description = "ML Collections is a library of Python collections designed for ML usecases."
+optional = false
+python-versions = ">=2.6"
+files = [
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+]
+
+[package.dependencies]
+absl-py = "*"
+contextlib2 = "*"
+PyYAML = "*"
+six = "*"
+
 [[package]]
 name = "ml-dtypes"
-version = "0.4.0"
+version = "0.3.2"
 description = ""
 optional = false
 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
-numpy = {version = ">=1.23.3", markers = "python_version >= \"3.11\""}
+numpy = {version = ">=1.21.2", markers = "python_version >= \"3.10\""}
 
 [package.extras]
 dev = ["absl-py", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-xdist"]
@@ -1552,6 +1930,17 @@ files = [
 [package.dependencies]
 dill = ">=0.3.8"
 
+[[package]]
+name = "namex"
+version = "0.0.8"
+description = "A simple utility to separate the implementation of your Python package and its public API surface."
+optional = false
+python-versions = "*"
+files = [
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+]
+
 [[package]]
 name = "nest-asyncio"
 version = "1.6.0"
@@ -1691,6 +2080,66 @@ dp-accounting = ["absl-py (>=1.0.0)", "attrs (>=21.4.0)", "mpmath (>=1.2.1)", "n
 examples = ["dp_accounting (>=0.4)", "flax", "tensorflow (>=2.4.0)", "tensorflow-datasets (>=4.2.0)"]
 test = ["dm-tree (>=0.1.7)", "flax (>=0.5.3)"]
 
+[[package]]
+name = "optree"
+version = "0.11.0"
+description = "Optimized PyTree Utilities."
+optional = false
+python-versions = ">=3.7"
+files = [
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 [[package]]
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 [package.dependencies]
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+xmp = ["defusedxml"]
+
 [[package]]
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 [package.extras]
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 [package.extras]
 twisted = ["twisted"]
 
+[[package]]
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+description = "Promises/A+ implementation for Python"
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 [[package]]
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 wcwidth = "*"
 
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+
 [[package]]
 name = "ptyprocess"
 version = "0.7.0"
@@ -2337,101 +2944,101 @@ rpds-py = ">=0.7.0"
 
 [[package]]
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 description = "Alternative regular expression module, to replace re."
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 python-versions = ">=3.8"
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 webhdfs = ["requests"]
 zst = ["zstandard"]
 
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 [package.extras]
 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
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@@ -2875,15 +3844,29 @@ files = [
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 numpy = ">=1.16.0"
 
+[[package]]
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 [[package]]
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 optional = false
 python-versions = "<4.0,>=3.8"
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 [package.dependencies]
@@ -3011,6 +3994,28 @@ dev = ["tokenizers[testing]"]
 docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
 testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
 
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+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
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+
 [[package]]
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 version = "0.12.1"
@@ -3213,6 +4218,48 @@ platformdirs = ">=3.9.1,<5"
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+[[package]]
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+optional = false
+python-versions = ">=3.7"
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+
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+gcp = ["google-cloud-storage"]
+importers = ["filelock", "mlflow", "polars", "rich", "tenacity"]
+kubeflow = ["google-cloud-storage", "kubernetes", "minio", "sh"]
+launch = ["awscli", "azure-containerregistry", "azure-identity", "azure-storage-blob", "boto3", "botocore", "chardet", "google-auth", "google-cloud-aiplatform", "google-cloud-artifact-registry", "google-cloud-compute", "google-cloud-storage", "iso8601", "kubernetes", "kubernetes-asyncio", "nbconvert", "nbformat", "optuna", "pydantic", "pyyaml (>=6.0.0)", "tomli", "typing-extensions"]
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+reports = ["pydantic (>=2.0.0)"]
+sweeps = ["sweeps (>=0.2.0)"]
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 [[package]]
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 version = "0.2.13"
@@ -3224,6 +4271,37 @@ files = [
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
 ]
 
+[[package]]
+name = "werkzeug"
+version = "3.0.3"
+description = "The comprehensive WSGI web application library."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "werkzeug-3.0.3-py3-none-any.whl", hash = "sha256:fc9645dc43e03e4d630d23143a04a7f947a9a3b5727cd535fdfe155a17cc48c8"},
+    {file = "werkzeug-3.0.3.tar.gz", hash = "sha256:097e5bfda9f0aba8da6b8545146def481d06aa7d3266e7448e2cccf67dd8bd18"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
+[package.extras]
+watchdog = ["watchdog (>=2.3)"]
+
+[[package]]
+name = "wheel"
+version = "0.43.0"
+description = "A built-package format for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "wheel-0.43.0-py3-none-any.whl", hash = "sha256:55c570405f142630c6b9f72fe09d9b67cf1477fcf543ae5b8dcb1f5b7377da81"},
+    {file = "wheel-0.43.0.tar.gz", hash = "sha256:465ef92c69fa5c5da2d1cf8ac40559a8c940886afcef87dcf14b9470862f1d85"},
+]
+
+[package.extras]
+test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
+
 [[package]]
 name = "wrapt"
 version = "1.16.0"
@@ -3525,20 +4603,20 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.18.1"
+version = "3.18.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
-    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
+    {file = "zipp-3.18.2-py3-none-any.whl", hash = "sha256:dce197b859eb796242b0622af1b8beb0a722d52aa2f57133ead08edd5bf5374e"},
+    {file = "zipp-3.18.2.tar.gz", hash = "sha256:6278d9ddbcfb1f1089a88fde84481528b07b0e10474e09dcfe53dad4069fa059"},
 ]
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = "3.11.9"
-content-hash = "13e9009e8a56b090641240e09a5d3c2e768e9c2d7ce74797976c9aa7b7d4796a"
+python-versions = "3.10.12"
+content-hash = "b3cba81a7708c1b27f617da00f81fde5fea8666ecfa72b06ddae7e093e44ee1f"
diff --git a/pyproject.toml b/pyproject.toml
index 6c920c4..92880dd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,7 +7,7 @@ license = "MIT License"
 readme = "README.md"
 
 [tool.poetry.dependencies]
-python = "3.11.9"
+python = "3.10.12"
 ruff = "0.4.2"
 jax = "0.4.26"
 jaxlib = "0.4.26"
@@ -27,6 +27,12 @@ jaxtyping = "0.2.28"
 pre-commit = "3.7.0"
 ipdb = "0.13.13"
 beartype = "0.18.5"
+tensorflow = "2.16.1"
+tensorflow-datasets = "4.9.4"
+pillow = "10.3.0"
+coverage = "7.5.1"
+wandb = "0.17.0"
+ml-collections = "0.1.1"
 
 
 
@@ -53,21 +59,16 @@ select = [
     "SIM",
     # isort
     "I",
-
-    "Q",
 ]
 ignore = [
     "F722" # forward-annotation-syntax-error (F722)
 ]
 
-fixable = ["ALL"]
 
 [tool.ruff.format]
 quote-style = "double"
 line-ending = "auto"
-indent-style = "space"
-skip-magic-trailing-comma = false
-docstring-code-format = true
+docstring-code-format = false
 docstring-code-line-length = "dynamic"