diff --git a/core/poetry.lock b/core/poetry.lock
index c08fdc0..97f1118 100644
--- a/core/poetry.lock
+++ b/core/poetry.lock
@@ -48,13 +48,13 @@ beam = ["apache-beam[gcp] (>=2.50.0)", "google-cloud-storage (>=2.11.0)", "tenso
 
 [[package]]
 name = "astroid"
-version = "3.2.2"
+version = "3.3.5"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
-python-versions = ">=3.8.0"
+python-versions = ">=3.9.0"
 files = [
-    {file = "astroid-3.2.2-py3-none-any.whl", hash = "sha256:e8a0083b4bb28fcffb6207a3bfc9e5d0a68be951dd7e336d5dcf639c682388c0"},
-    {file = "astroid-3.2.2.tar.gz", hash = "sha256:8ead48e31b92b2e217b6c9733a21afafe479d52d6e164dd25fb1a770c7c3cf94"},
+    {file = "astroid-3.3.5-py3-none-any.whl", hash = "sha256:a9d1c946ada25098d790e079ba2a1b112157278f3fb7e718ae6a9252f5835dc8"},
+    {file = "astroid-3.3.5.tar.gz", hash = "sha256:5cfc40ae9f68311075d27ef68a4841bdc5cc7f6cf86671b49f00607d30188e2d"},
 ]
 
 [package.dependencies]
@@ -98,33 +98,33 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "24.4.2"
+version = "24.10.0"
 description = "The uncompromising code formatter."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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+    {file = "black-24.10.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ccfa1d0cb6200857f1923b602f978386a3a2758a65b52e0950299ea014be6800"},
+    {file = "black-24.10.0-cp39-cp39-win_amd64.whl", hash = "sha256:2cd9c95431d94adc56600710f8813ee27eea544dd118d45896bb734e9d7a0dc7"},
+    {file = "black-24.10.0-py3-none-any.whl", hash = "sha256:3bb2b7a1f7b685f85b11fed1ef10f8a9148bceb49853e47a294a3dd963c1dd7d"},
+    {file = "black-24.10.0.tar.gz", hash = "sha256:846ea64c97afe3bc677b761787993be4991810ecc7a4a937816dd6bddedc4875"},
 ]
 
 [package.dependencies]
@@ -138,23 +138,23 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
+d = ["aiohttp (>=3.10)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.141"
+version = "1.35.55"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.141-py3-none-any.whl", hash = "sha256:f906c797a02d37a3b88fe4c97e4d72b387e19ab6f3096d2f573578f020fd9bf4"},
-    {file = "boto3-1.34.141.tar.gz", hash = "sha256:947c7a94ac3a2131142914a53afc3b1c5a572d6a79515bf2f0473188817cfcd6"},
+    {file = "boto3-1.35.55-py3-none-any.whl", hash = "sha256:c7a0a0bc5ae3bed5d38e8bfe5a56b31621e79bdd7c1ea6e5ba4326d820cde3a5"},
+    {file = "boto3-1.35.55.tar.gz", hash = "sha256:82fa8cdb00731aeffe7a5829821ae78d75c7ae959b638c15ff3b4681192ace90"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.141,<1.35.0"
+botocore = ">=1.35.55,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -163,13 +163,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.141"
+version = "1.35.55"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.141-py3-none-any.whl", hash = "sha256:0e661a452c0489b6d62a9c91fed3320d5690a524489a7e50afc8efadb994dba8"},
-    {file = "botocore-1.34.141.tar.gz", hash = "sha256:d2815c09037039a287461eddc07af895d798bc897e6ba4b08f5a12eaa9886ff1"},
+    {file = "botocore-1.35.55-py3-none-any.whl", hash = "sha256:3d54739e498534c9d7a6e9732ae2d17ed29c7d5e29fe36c956d8488b859538b0"},
+    {file = "botocore-1.35.55.tar.gz", hash = "sha256:61ae18f688250372d7b6046e35c86f8fd09a7c0f0064b52688f3490b4d6c9d6b"},
 ]
 
 [package.dependencies]
@@ -178,127 +178,142 @@ python-dateutil = ">=2.1,<3.0.0"
 urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
 
 [package.extras]
-crt = ["awscrt (==0.20.11)"]
+crt = ["awscrt (==0.22.0)"]
 
 [[package]]
 name = "cachetools"
-version = "5.3.3"
+version = "5.5.0"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"},
-    {file = "cachetools-5.3.3.tar.gz", hash = "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"},
+    {file = "cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292"},
+    {file = "cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a"},
 ]
 
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
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+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.2"
+version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 [[package]]
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 ]
 
 [package.dependencies]
-numpy = ">=1.20"
+numpy = ">=1.23"
 
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.8.0)", "types-Pillow"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.11.1)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
-test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
+test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "cycler"
@@ -406,13 +442,13 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "dill"
-version = "0.3.8"
+version = "0.3.9"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "dill-0.3.8.tar.gz", hash = "sha256:3ebe3c479ad625c4553aca177444d89b486b1d84982eeacded644afc0cf797ca"},
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+    {file = "dill-0.3.9.tar.gz", hash = "sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c"},
 ]
 
 [package.extras]
@@ -487,13 +523,13 @@ files = [
 
 [[package]]
 name = "etils"
-version = "1.7.0"
+version = "1.10.0"
 description = "Collection of common python utils"
 optional = false
 python-versions = ">=3.10"
 files = [
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 ]
 
 [package.dependencies]
@@ -502,53 +538,13 @@ fsspec = {version = "*", optional = true, markers = "extra == \"epath\""}
 importlib_resources = {version = "*", optional = true, markers = "extra == \"epath\""}
 numpy = {version = "*", optional = true, markers = "extra == \"enp\""}
 tqdm = {version = "*", optional = true, markers = "extra == \"etqdm\""}
-typing_extensions = {version = "*", optional = true, markers = "extra == \"epy\""}
+typing_extensions = {version = "*", optional = true, markers = "extra == \"epath\""}
 zipp = {version = "*", optional = true, markers = "extra == \"epath\""}
 
 [package.extras]
 all = ["etils[array-types]", "etils[eapp]", "etils[ecolab]", "etils[edc]", "etils[enp]", "etils[epath-gcs]", "etils[epath-s3]", "etils[epath]", "etils[epy]", "etils[etqdm]", "etils[etree-dm]", "etils[etree-jax]", "etils[etree-tf]", "etils[etree]"]
 array-types = ["etils[enp]"]
-dev = ["chex", "dataclass_array", "optree", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-subtests", "pytest-xdist", "torch"]
-docs = ["etils[all,dev]", "sphinx-apitree[ext]"]
-eapp = ["absl-py", "etils[epy]", "simple_parsing"]
-ecolab = ["etils[enp]", "etils[epy]", "etils[etree]", "jupyter", "mediapy", "numpy", "packaging", "protobuf"]
-edc = ["etils[epy]"]
-enp = ["etils[epy]", "numpy"]
-epath = ["etils[epy]", "fsspec", "importlib_resources", "typing_extensions", "zipp"]
-epath-gcs = ["etils[epath]", "gcsfs"]
-epath-s3 = ["etils[epath]", "s3fs"]
-epy = ["typing_extensions"]
-etqdm = ["absl-py", "etils[epy]", "tqdm"]
-etree = ["etils[array-types]", "etils[enp]", "etils[epy]", "etils[etqdm]"]
-etree-dm = ["dm-tree", "etils[etree]"]
-etree-jax = ["etils[etree]", "jax[cpu]"]
-etree-tf = ["etils[etree]", "tensorflow"]
-lazy-imports = ["etils[ecolab]"]
-
-[[package]]
-name = "etils"
-version = "1.9.2"
-description = "Collection of common python utils"
-optional = false
-python-versions = ">=3.11"
-files = [
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-fsspec = {version = "*", optional = true, markers = "extra == \"epath\""}
-importlib_resources = {version = "*", optional = true, markers = "extra == \"epath\""}
-numpy = {version = "*", optional = true, markers = "extra == \"enp\""}
-tqdm = {version = "*", optional = true, markers = "extra == \"etqdm\""}
-typing_extensions = {version = "*", optional = true, markers = "extra == \"epy\""}
-zipp = {version = "*", optional = true, markers = "extra == \"epath\""}
-
-[package.extras]
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+dev = ["chex", "fiddle", "optree", "pydantic", "pyink", "pylint (>=2.6.0)", "pytest", "pytest-subtests", "pytest-xdist", "tensorflow_datasets", "torch"]
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 eapp = ["absl-py", "etils[epy]", "simple_parsing"]
 ecolab = ["etils[enp]", "etils[epy]", "etils[etree]", "jupyter", "mediapy", "numpy", "packaging", "protobuf"]
@@ -567,13 +563,13 @@ lazy-imports = ["etils[ecolab]"]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.1"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -581,19 +577,19 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "filelock"
-version = "3.15.4"
+version = "3.16.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
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-typing = ["typing-extensions (>=4.8)"]
+docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
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+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flatbuffers"
@@ -608,53 +604,59 @@ files = [
 
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+version = "4.54.1"
 description = "Tools to manipulate font files"
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 python-versions = ">=3.8"
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 [[package]]
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 [package.dependencies]
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 [package.dependencies]
 mypy-extensions = ">=1.0.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = ">=4.1.0"
+typing-extensions = ">=4.6.0"
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
+faster-cache = ["orjson"]
 install-types = ["pip"]
 mypyc = ["setuptools (>=50)"]
 reports = ["lxml"]
@@ -1443,22 +1494,15 @@ numpy = [
 
 [[package]]
 name = "opt-einsum"
-version = "3.3.0"
-description = "Optimizing numpys einsum function"
+version = "3.4.0"
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 optional = false
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-[package.dependencies]
-numpy = ">=1.7"
-
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-tests = ["pytest", "pytest-cov", "pytest-pep8"]
-
 [[package]]
 name = "packaging"
 version = "24.1"
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 [package.extras]
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+    {file = "pyarrow-18.0.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:b30a927c6dff89ee702686596f27c25160dd6c99be5bcc1513a763ae5b1bfc03"},
+    {file = "pyarrow-18.0.0-cp39-cp39-win_amd64.whl", hash = "sha256:8f40ec677e942374e3d7f2fad6a67a4c2811a8b975e8703c6fd26d3b168a90e2"},
+    {file = "pyarrow-18.0.0.tar.gz", hash = "sha256:a6aa027b1a9d2970cf328ccd6dbe4a996bc13c39fd427f502782f5bdb9ca20f5"},
 ]
 
-[package.dependencies]
-numpy = ">=1.16.6"
+[package.extras]
+test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
 
 [[package]]
 name = "pyasn1"
-version = "0.6.0"
+version = "0.6.1"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pyasn1-0.6.0-py2.py3-none-any.whl", hash = "sha256:cca4bb0f2df5504f02f6f8a775b6e416ff9b0b3b16f7ee80b5a3153d9b804473"},
-    {file = "pyasn1-0.6.0.tar.gz", hash = "sha256:3a35ab2c4b5ef98e17dfdec8ab074046fbda76e281c5a706ccd82328cfc8f64c"},
+    {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"},
+    {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"},
 ]
 
 [[package]]
 name = "pyasn1-modules"
-version = "0.4.0"
+version = "0.4.1"
 description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pyasn1_modules-0.4.0-py3-none-any.whl", hash = "sha256:be04f15b66c206eed667e0bb5ab27e2b1855ea54a842e5037738099e8ca4ae0b"},
-    {file = "pyasn1_modules-0.4.0.tar.gz", hash = "sha256:831dbcea1b177b28c9baddf4c6d1013c24c3accd14a1873fffaa6a2e905f17b6"},
+    {file = "pyasn1_modules-0.4.1-py3-none-any.whl", hash = "sha256:49bfa96b45a292b711e986f222502c1c9a5e1f4e568fc30e2574a6c7d07838fd"},
+    {file = "pyasn1_modules-0.4.1.tar.gz", hash = "sha256:c28e2dbf9c06ad61c71a075c7e0f9fd0f1b0bb2d2ad4377f240d33ac2ab60a7c"},
 ]
 
 [package.dependencies]
@@ -1749,17 +1795,17 @@ pyasn1 = ">=0.4.6,<0.7.0"
 
 [[package]]
 name = "pylint"
-version = "3.2.5"
+version = "3.3.1"
 description = "python code static checker"
 optional = false
-python-versions = ">=3.8.0"
+python-versions = ">=3.9.0"
 files = [
-    {file = "pylint-3.2.5-py3-none-any.whl", hash = "sha256:32cd6c042b5004b8e857d727708720c54a676d1e22917cf1a2df9b4d4868abd6"},
-    {file = "pylint-3.2.5.tar.gz", hash = "sha256:e9b7171e242dcc6ebd0aaa7540481d1a72860748a0a7816b8fe6cf6c80a6fe7e"},
+    {file = "pylint-3.3.1-py3-none-any.whl", hash = "sha256:2f846a466dd023513240bc140ad2dd73bfc080a5d85a710afdb728c420a5a2b9"},
+    {file = "pylint-3.3.1.tar.gz", hash = "sha256:9f3dcc87b1203e612b78d91a896407787e708b3f189b5fa0b307712d49ff0c6e"},
 ]
 
 [package.dependencies]
-astroid = ">=3.2.2,<=3.3.0-dev0"
+astroid = ">=3.3.4,<=3.4.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = [
     {version = ">=0.2", markers = "python_version < \"3.11\""},
@@ -1777,13 +1823,13 @@ testutils = ["gitpython (>3)"]
 
 [[package]]
 name = "pyparsing"
-version = "3.1.2"
+version = "3.2.0"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
-python-versions = ">=3.6.8"
+python-versions = ">=3.9"
 files = [
-    {file = "pyparsing-3.1.2-py3-none-any.whl", hash = "sha256:f9db75911801ed778fe61bb643079ff86601aca99fcae6345aa67292038fb742"},
-    {file = "pyparsing-3.1.2.tar.gz", hash = "sha256:a1bac0ce561155ecc3ed78ca94d3c9378656ad4c94c1270de543f621420f94ad"},
+    {file = "pyparsing-3.2.0-py3-none-any.whl", hash = "sha256:93d9577b88da0bbea8cc8334ee8b918ed014968fd2ec383e868fb8afb1ccef84"},
+    {file = "pyparsing-3.2.0.tar.gz", hash = "sha256:cbf74e27246d595d9a74b186b810f6fbb86726dbf3b9532efb343f6d7294fe9c"},
 ]
 
 [package.extras]
@@ -1803,13 +1849,13 @@ files = [
 
 [[package]]
 name = "pytest"
-version = "8.2.2"
+version = "8.3.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pytest-8.2.2-py3-none-any.whl", hash = "sha256:c434598117762e2bd304e526244f67bf66bbd7b5d6cf22138be51ff661980343"},
-    {file = "pytest-8.2.2.tar.gz", hash = "sha256:de4bb8104e201939ccdc688b27a89a7be2079b22e2bd2b07f806b6ba71117977"},
+    {file = "pytest-8.3.3-py3-none-any.whl", hash = "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2"},
+    {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"},
 ]
 
 [package.dependencies]
@@ -1817,7 +1863,7 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=1.5,<2.0"
+pluggy = ">=1.5,<2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
@@ -1893,13 +1939,13 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "s3transfer"
-version = "0.10.2"
+version = "0.10.3"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "s3transfer-0.10.2-py3-none-any.whl", hash = "sha256:eca1c20de70a39daee580aef4986996620f365c4e0fda6a86100231d62f1bf69"},
-    {file = "s3transfer-0.10.2.tar.gz", hash = "sha256:0711534e9356d3cc692fdde846b4a1e4b0cb6519971860796e6bc4c7aea00ef6"},
+    {file = "s3transfer-0.10.3-py3-none-any.whl", hash = "sha256:263ed587a5803c6c708d3ce44dc4dfedaab4c1a32e8329bab818933d79ddcf5d"},
+    {file = "s3transfer-0.10.3.tar.gz", hash = "sha256:4f50ed74ab84d474ce614475e0b8d5047ff080810aac5d01ea25231cfc944b0c"},
 ]
 
 [package.dependencies]
@@ -1910,28 +1956,33 @@ crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
 
 [[package]]
 name = "setuptools"
-version = "70.2.0"
+version = "75.3.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-70.2.0-py3-none-any.whl", hash = "sha256:b8b8060bb426838fbe942479c90296ce976249451118ef566a5a0b7d8b78fb05"},
-    {file = "setuptools-70.2.0.tar.gz", hash = "sha256:bd63e505105011b25c3c11f753f7e3b8465ea739efddaccef8f0efac2137bac1"},
+    {file = "setuptools-75.3.0-py3-none-any.whl", hash = "sha256:f2504966861356aa38616760c0f66568e535562374995367b4e69c7143cf6bcd"},
+    {file = "setuptools-75.3.0.tar.gz", hash = "sha256:fba5dd4d766e97be1b1681d98712680ae8f2f26d7881245f2ce9e40714f1a686"},
 ]
 
 [package.extras]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.5.2)"]
+core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.collections", "jaraco.functools", "jaraco.text (>=3.7)", "more-itertools", "more-itertools (>=8.8)", "packaging", "packaging (>=24)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test (>=5.5)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.12.*)", "pytest-mypy"]
 
 [[package]]
 name = "simple-parsing"
-version = "0.1.5"
+version = "0.1.6"
 description = "A small utility for simplifying and cleaning up argument parsing scripts."
 optional = false
-python-versions = ">=3.7"
+python-versions = "<4.0,>=3.8"
 files = [
-    {file = "simple_parsing-0.1.5-py3-none-any.whl", hash = "sha256:46f35ed7002f9bb25dca3a49eac491cc78d2140e4adcbe156225ae643c2874ea"},
-    {file = "simple_parsing-0.1.5.tar.gz", hash = "sha256:d26ac15be5173cf28174e171a68153c11e462ad2cb3c23d3ad8634b00719d1fc"},
+    {file = "simple_parsing-0.1.6-py3-none-any.whl", hash = "sha256:2a6e74b061fb754cc441559e8dcea9d108286d9e0ffaa9cca4eea6bbe85372e1"},
+    {file = "simple_parsing-0.1.6.tar.gz", hash = "sha256:dad192e9633515a5627e343106636590a39a5ce85f6c47ced43507044ed98956"},
 ]
 
 [package.dependencies]
@@ -1939,10 +1990,8 @@ docstring-parser = ">=0.15,<1.0"
 typing-extensions = ">=4.5.0"
 
 [package.extras]
-all = ["numpy", "pytest", "pytest-benchmark", "pytest-regressions", "pytest-xdist", "pyyaml", "tomli", "tomli-w"]
-test = ["numpy", "pytest", "pytest-benchmark", "pytest-regressions", "pytest-xdist"]
-toml = ["tomli", "tomli-w"]
-yaml = ["pyyaml"]
+toml = ["tomli (>=2.0.1,<3.0.0)", "tomli-w (>=1.0.0,<2.0.0)"]
+yaml = ["pyyaml (>=6.0.1,<7.0.0)"]
 
 [[package]]
 name = "six"
@@ -1957,13 +2006,13 @@ files = [
 
 [[package]]
 name = "soupsieve"
-version = "2.5"
+version = "2.6"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "soupsieve-2.5-py3-none-any.whl", hash = "sha256:eaa337ff55a1579b6549dc679565eac1e3d000563bcb1c8ab0d0fefbc0c2cdc7"},
-    {file = "soupsieve-2.5.tar.gz", hash = "sha256:5663d5a7b3bfaeee0bc4372e7fc48f9cff4940b3eec54a6451cc5299f1097690"},
+    {file = "soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"},
+    {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
 ]
 
 [[package]]
@@ -2096,13 +2145,13 @@ and-cuda = ["nvidia-cublas-cu12 (==12.2.5.6)", "nvidia-cuda-cupti-cu12 (==12.2.1
 
 [[package]]
 name = "tensorflow-datasets"
-version = "4.9.6"
+version = "4.9.7"
 description = "tensorflow/datasets is a library of datasets ready to use with TensorFlow."
 optional = false
 python-versions = ">=3.10"
 files = [
-    {file = "tensorflow_datasets-4.9.6-py3-none-any.whl", hash = "sha256:b14698a575e4a1e30f8e2ad6614e8e5f97036cc415b0d21eea6bc9f4d82b24ed"},
-    {file = "tensorflow_datasets-4.9.6.tar.gz", hash = "sha256:f0ee91edbd6711cf758949574baa917aa187cb70364f1a5c14ef6e1b8f2b74a6"},
+    {file = "tensorflow_datasets-4.9.7-py3-none-any.whl", hash = "sha256:f6fdfe745b5df2a37bde8bb2ef149188ebbca4af546226b461f3bad26bc42875"},
+    {file = "tensorflow_datasets-4.9.7.tar.gz", hash = "sha256:948d7a68ee693d9709cbfe955f97344b98647e5512e0e42dd2a61f3e7925d68b"},
 ]
 
 [package.dependencies]
@@ -2111,8 +2160,8 @@ array-record = {version = ">=0.5.0", markers = "platform_system == \"Linux\""}
 click = "*"
 dm-tree = "*"
 etils = [
-    {version = ">=1.6.0", extras = ["enp", "epath", "epy", "etree"], markers = "python_version < \"3.11\""},
-    {version = ">=1.9.1", extras = ["enp", "epath", "epy", "etree"], markers = "python_version >= \"3.11\""},
+    {version = ">=1.6.0", extras = ["edc", "enp", "epath", "epy", "etree"], markers = "python_version < \"3.11\""},
+    {version = ">=1.9.1", extras = ["edc", "enp", "epath", "epy", "etree"], markers = "python_version >= \"3.11\""},
 ]
 immutabledict = "*"
 numpy = "*"
@@ -2132,17 +2181,17 @@ wrapt = "*"
 aflw2k3d = ["scipy"]
 beir = ["apache-beam"]
 ble-wind-field = ["gcsfs", "zarr"]
-c4 = ["apache-beam", "gcld3", "langdetect", "nltk", "tldextract"]
+c4 = ["apache-beam", "gcld3", "langdetect", "nltk (==3.8.1)", "tldextract"]
 c4-wsrs = ["apache-beam"]
 cats-vs-dogs = ["matplotlib"]
 colorectal-histology = ["Pillow"]
 common-voice = ["pydub"]
-dev = ["apache-beam", "conllu", "dill", "jax[cpu]", "jupyter", "pandas", "pydub", "pylint (>=2.6.0)", "pytest", "pytest-shard", "pytest-xdist", "pyyaml", "tensorflow-io[tensorflow]", "yapf"]
+dev = ["apache-beam", "conllu", "dill", "jax[cpu] (==0.4.28)", "jupyter", "mlcroissant (>=1.0.9)", "pandas", "pydub", "pylint (>=2.6.0)", "pytest", "pytest-shard", "pytest-xdist", "pyyaml", "tensorflow-io[tensorflow]", "yapf"]
 duke-ultrasound = ["scipy"]
 eurosat = ["imagecodecs", "scikit-image", "tifffile"]
 groove = ["pretty-midi", "pydub"]
 gtzan = ["pydub"]
-huggingface = ["Pillow", "bs4", "conllu", "datasets", "dill", "envlogger", "gcld3", "gcsfs", "h5py", "imagecodecs", "jax[cpu]", "jupyter", "langdetect", "lxml", "matplotlib", "mwparserfromhell", "mwxml", "networkx", "nltk", "opencv-python", "pandas", "pretty-midi", "pycocotools", "pydub", "pytest", "pytest-shard", "pytest-xdist", "pyyaml", "scikit-image", "scipy", "tensorflow-io[tensorflow]", "tifffile", "tldextract", "zarr"]
+huggingface = ["Pillow", "bs4", "conllu", "datasets", "dill", "envlogger", "gcld3", "gcsfs", "h5py", "imagecodecs", "jax[cpu] (==0.4.28)", "jupyter", "langdetect", "lxml", "matplotlib", "mlcroissant (>=1.0.9)", "mwparserfromhell", "mwxml", "networkx", "nltk (==3.8.1)", "opencv-python", "pandas", "pretty-midi", "pycocotools", "pydub", "pytest", "pytest-shard", "pytest-xdist", "pyyaml", "scikit-image", "scipy", "tensorflow-io[tensorflow]", "tifffile", "tldextract", "zarr"]
 imagenet2012-corrupted = ["opencv-python", "scikit-image", "scipy"]
 librispeech = ["pydub"]
 locomotion = ["envlogger"]
@@ -2158,9 +2207,10 @@ smartwatch-gestures = ["pandas"]
 svhn = ["scipy"]
 tensorflow = ["tensorflow (>=2.1)"]
 tensorflow-data-validation = ["tensorflow-data-validation"]
-tests-all = ["Pillow", "apache-beam", "bs4", "conllu", "dill", "envlogger", "gcld3", "gcsfs", "h5py", "imagecodecs", "jax[cpu]", "jupyter", "langdetect", "lxml", "matplotlib", "mwparserfromhell", "mwxml", "networkx", "nltk", "opencv-python", "pandas", "pretty-midi", "pycocotools", "pydub", "pytest", "pytest-shard", "pytest-xdist", "pyyaml", "scikit-image", "scipy", "tensorflow-io[tensorflow]", "tifffile", "tldextract", "zarr"]
+tests-all = ["Pillow", "apache-beam", "bs4", "conllu", "dill", "envlogger", "gcld3", "gcsfs", "h5py", "imagecodecs", "jax[cpu] (==0.4.28)", "jupyter", "langdetect", "lxml", "matplotlib", "mlcroissant (>=1.0.9)", "mwparserfromhell", "mwxml", "networkx", "nltk (==3.8.1)", "opencv-python", "pandas", "pretty-midi", "pycocotools", "pydub", "pytest", "pytest-shard", "pytest-xdist", "pyyaml", "scikit-image", "scipy", "tensorflow-io[tensorflow]", "tifffile", "tldextract", "zarr"]
 tf-nightly = ["tf-nightly"]
 the300w-lp = ["scipy"]
+wake-vision = ["pandas"]
 wider-face = ["Pillow"]
 wiki-dialog = ["apache-beam"]
 wikipedia = ["apache-beam", "mwparserfromhell", "mwxml"]
@@ -2265,28 +2315,28 @@ protobuf = ">=3.20.3,<5"
 
 [[package]]
 name = "tensorflow-metadata"
-version = "1.15.0"
+version = "1.16.1"
 description = "Library and standards for schema and statistics."
 optional = false
 python-versions = "<4,>=3.9"
 files = [
-    {file = "tensorflow_metadata-1.15.0-py3-none-any.whl", hash = "sha256:cb84d8e159128aeae7b3f6013ccd7969c69d2e6d1a7b255dbfa6f5344d962986"},
+    {file = "tensorflow_metadata-1.16.1-py3-none-any.whl", hash = "sha256:2ce72ea31d78a00c0c74c6d465482335aa5cb2a3b2a104dedba0b258bc7bb18a"},
 ]
 
 [package.dependencies]
 absl-py = ">=0.9,<3.0.0"
 googleapis-common-protos = {version = ">=1.56.4,<2", markers = "python_version >= \"3.11\""}
-protobuf = {version = ">=4.25.2,<5", markers = "python_version >= \"3.11\""}
+protobuf = {version = ">=4.25.2,<6.0.0dev", markers = "python_version >= \"3.11\""}
 
 [[package]]
 name = "termcolor"
-version = "2.4.0"
+version = "2.5.0"
 description = "ANSI color formatting for output in terminal"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "termcolor-2.4.0-py3-none-any.whl", hash = "sha256:9297c0df9c99445c2412e832e882a7884038a25617c60cea2ad69488d4040d63"},
-    {file = "termcolor-2.4.0.tar.gz", hash = "sha256:aab9e56047c8ac41ed798fa36d892a37aca6b3e9159f3e0c24bc64a9b3ac7b7a"},
+    {file = "termcolor-2.5.0-py3-none-any.whl", hash = "sha256:37b17b5fc1e604945c2642c872a3764b5d547a48009871aea3edd3afa180afb8"},
+    {file = "termcolor-2.5.0.tar.gz", hash = "sha256:998d8d27da6d48442e8e1f016119076b690d962507531df4890fcd2db2ef8a6f"},
 ]
 
 [package.extras]
@@ -2305,35 +2355,35 @@ files = [
 
 [[package]]
 name = "tomli"
-version = "2.0.1"
+version = "2.0.2"
 description = "A lil' TOML parser"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
-    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+    {file = "tomli-2.0.2-py3-none-any.whl", hash = "sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38"},
+    {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"},
 ]
 
 [[package]]
 name = "tomlkit"
-version = "0.12.5"
+version = "0.13.2"
 description = "Style preserving TOML library"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "tomlkit-0.12.5-py3-none-any.whl", hash = "sha256:af914f5a9c59ed9d0762c7b64d3b5d5df007448eb9cd2edc8a46b1eafead172f"},
-    {file = "tomlkit-0.12.5.tar.gz", hash = "sha256:eef34fba39834d4d6b73c9ba7f3e4d1c417a4e56f89a7e96e090dd0d24b8fb3c"},
+    {file = "tomlkit-0.13.2-py3-none-any.whl", hash = "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde"},
+    {file = "tomlkit-0.13.2.tar.gz", hash = "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"},
 ]
 
 [[package]]
 name = "tqdm"
-version = "4.66.4"
+version = "4.67.0"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.4-py3-none-any.whl", hash = "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644"},
-    {file = "tqdm-4.66.4.tar.gz", hash = "sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb"},
+    {file = "tqdm-4.67.0-py3-none-any.whl", hash = "sha256:0cd8af9d56911acab92182e88d763100d4788bdf421d251616040cc4d44863be"},
+    {file = "tqdm-4.67.0.tar.gz", hash = "sha256:fe5a6f95e6fe0b9755e9469b77b9c3cf850048224ecaa8293d7d2d31f97d869a"},
 ]
 
 [package.dependencies]
@@ -2341,6 +2391,7 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
 dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+discord = ["requests"]
 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
@@ -2358,13 +2409,13 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "2.2.2"
+version = "2.2.3"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.2.2-py3-none-any.whl", hash = "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472"},
-    {file = "urllib3-2.2.2.tar.gz", hash = "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"},
+    {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
+    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
 ]
 
 [package.extras]
@@ -2375,13 +2426,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "werkzeug"
-version = "3.0.3"
+version = "3.1.2"
 description = "The comprehensive WSGI web application library."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "werkzeug-3.0.3-py3-none-any.whl", hash = "sha256:fc9645dc43e03e4d630d23143a04a7f947a9a3b5727cd535fdfe155a17cc48c8"},
-    {file = "werkzeug-3.0.3.tar.gz", hash = "sha256:097e5bfda9f0aba8da6b8545146def481d06aa7d3266e7448e2cccf67dd8bd18"},
+    {file = "werkzeug-3.1.2-py3-none-any.whl", hash = "sha256:4f7d1a5de312c810a8a2c6f0b47e9f6a7cffb7c8322def35e4d4d9841ff85597"},
+    {file = "werkzeug-3.1.2.tar.gz", hash = "sha256:f471a4cd167233077e9d2a8190c3471c5bc520c636a9e3c1e9300c33bced03bc"},
 ]
 
 [package.dependencies]
@@ -2392,13 +2443,13 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
 name = "wheel"
-version = "0.43.0"
+version = "0.44.0"
 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"},
+    {file = "wheel-0.44.0-py3-none-any.whl", hash = "sha256:2376a90c98cc337d18623527a97c31797bd02bad0033d41547043a1cbfbe448f"},
+    {file = "wheel-0.44.0.tar.gz", hash = "sha256:a29c3f2817e95ab89aa4660681ad547c0e9547f20e75b0562fe7723c9a2a9d49"},
 ]
 
 [package.extras]
@@ -2489,18 +2540,22 @@ files = [
 
 [[package]]
 name = "zipp"
-version = "3.19.2"
+version = "3.20.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
-    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
+    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
+    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
 ]
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "importlib-resources", "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)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.0"
diff --git a/core/seg_tgce/data/crowd_seg/generator.py b/core/seg_tgce/data/crowd_seg/generator.py
index 1ea1c9a..1e512c8 100644
--- a/core/seg_tgce/data/crowd_seg/generator.py
+++ b/core/seg_tgce/data/crowd_seg/generator.py
@@ -1,6 +1,8 @@
+import json
 import logging
 import os
 from enum import Enum
+from pathlib import Path
 from typing import List, Optional, Tuple, TypedDict
 
 import numpy as np
@@ -11,6 +13,8 @@
 from tensorflow import argmax as tf_argmax
 from tensorflow import reshape, transpose
 
+from seg_tgce.data.crowd_seg.types import InvertedMetadataRecord
+
 from .__retrieve import fetch_data, get_masks_dir, get_patches_dir
 from .stage import Stage
 
@@ -26,6 +30,7 @@
     5: "Necrosis",
 }
 DEFAULT_IMG_SIZE = (512, 512)
+METADATA_PATH = Path(__file__).resolve().parent / "metadata"
 
 
 class ScorerNotFoundError(Exception):
@@ -64,8 +69,9 @@ class ImageDataGenerator(Sequence):  # pylint: disable=too-many-instance-attribu
     - images: (batch_size, image_size[0], image_size[1], 3)
     - masks: (batch_size, image_size[0], image_size[1], n_classes, n_scorers)"""
 
-    def __init__(  # pylint: disable=too-many-arguments
+    def __init__(
         self,
+        *,
         image_size: Tuple[int, int] = DEFAULT_IMG_SIZE,
         batch_size: int = 32,
         shuffle: bool = False,
@@ -89,6 +95,11 @@ def __init__(  # pylint: disable=too-many-arguments
         self.scorers_tags = sorted(os.listdir(mask_dir))
         self.on_epoch_end()
         self.schema = schema
+        self.scorers_db = {
+            filename: {scorer: False for scorer in self.scorers_tags}
+            for filename in self.image_filenames
+        }
+        self.stage = stage
 
     @property
     def classes_definition(self) -> dict[int, str]:
@@ -211,11 +222,6 @@ def __data_generation(self, batch_filenames: List[str]) -> Tuple[Tensor, Tensor]
                             mask == class_num, 1, 0
                         ).reshape(*self.image_size)
                 else:
-                    LOGGER.debug(
-                        "Mask not found for scorer %s and image %s",
-                        scorer_dir,
-                        filename,
-                    )
                     masks[batch, scorer, 0] = np.ones(self.image_size)
                     masks[batch, scorer, 1:] = np.zeros(
                         (self.n_classes - 1, *self.image_size)
@@ -227,3 +233,33 @@ def __data_generation(self, batch_filenames: List[str]) -> Tuple[Tensor, Tensor]
             images[batch] = image
 
         return images, transpose(masks, perm=[0, 3, 4, 2, 1])
+
+    def populate_metadata(self) -> None:
+        for filename in self.image_filenames:
+            for scorer in self.scorers_tags:
+                scorer_mask_dir = os.path.join(self.mask_dir, scorer)
+                mask_path = os.path.join(scorer_mask_dir, filename)
+                if os.path.exists(mask_path):
+                    self.scorers_db[filename][scorer] = True
+
+    def store_metadata(self) -> None:
+        LOGGER.info("Storing scorers database...")
+        data_path = f"{METADATA_PATH}/{self.stage.name.lower()}_data.json"
+        inverted_path = f"{METADATA_PATH}/{self.stage.name.lower()}_inverted.json"
+        projected_data = {
+            filename: [key for key, value in file_data.items() if value]
+            for filename, file_data in self.scorers_db.items()
+        }
+        inverted_data: dict[str, InvertedMetadataRecord] = {
+            scorer: {"total": 0, "scored": []} for scorer in self.scorers_tags
+        }
+        for img_path, scorers in projected_data.items():
+            for scorer in scorers:
+                inverted_data[scorer]["total"] += 1
+                inverted_data[scorer]["scored"].append(img_path)
+
+        for data, json_path in zip(
+            [projected_data, dict(inverted_data)], [data_path, inverted_path]
+        ):
+            with open(json_path, "w", newline="", encoding="utf-8") as json_file:
+                json.dump(data, json_file, indent=4)
diff --git a/core/seg_tgce/data/crowd_seg/metadata/test_data.json b/core/seg_tgce/data/crowd_seg/metadata/test_data.json
new file mode 100644
index 0000000..236b2e1
--- /dev/null
+++ b/core/seg_tgce/data/crowd_seg/metadata/test_data.json
@@ -0,0 +1,1199 @@
+{
+    "core_A12F_AO_x_ini_0_y_ini_0.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_0_y_ini_358.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_0_y_ini_716.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_1074_y_ini_0.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_1074_y_ini_358.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_1074_y_ini_716.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_1432_y_ini_0.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_1432_y_ini_358.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_1432_y_ini_716.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_1790_y_ini_0.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_1790_y_ini_358.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_1790_y_ini_716.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_2148_y_ini_0.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_2148_y_ini_358.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_2148_y_ini_716.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_2506_y_ini_0.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_2506_y_ini_358.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_2506_y_ini_716.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_2864_y_ini_0.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_2864_y_ini_358.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_2864_y_ini_716.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_358_y_ini_0.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_358_y_ini_358.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_358_y_ini_716.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_716_y_ini_0.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_716_y_ini_358.png": [
+        "expert"
+    ],
+    "core_A12F_AO_x_ini_716_y_ini_716.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_0_y_ini_0.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_0_y_ini_1074.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_0_y_ini_1432.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_0_y_ini_1790.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_0_y_ini_2148.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_0_y_ini_2506.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_0_y_ini_2864.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_0_y_ini_3222.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_0_y_ini_358.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_0_y_ini_716.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_1074_y_ini_0.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_1074_y_ini_1074.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_1074_y_ini_1432.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_1074_y_ini_1790.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_1074_y_ini_2148.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_1074_y_ini_2506.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_1074_y_ini_2864.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_1074_y_ini_3222.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_1074_y_ini_358.png": [
+        "expert"
+    ],
+    "core_A1EW_BH_x_ini_1074_y_ini_716.png": [
+        "expert"
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+        "expert"
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+    "core_A1EW_BH_x_ini_1432_y_ini_358.png": [
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+        "expert"
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+    "core_A1EW_BH_x_ini_1790_y_ini_0.png": [
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diff --git a/core/seg_tgce/data/crowd_seg/metadata/test_inverted.json b/core/seg_tgce/data/crowd_seg/metadata/test_inverted.json
new file mode 100644
index 0000000..08aaeb9
--- /dev/null
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+            "core_A6SB_EW_x_ini_716_y_ini_2506.png"
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+    }
+}
\ No newline at end of file
diff --git a/core/seg_tgce/data/crowd_seg/metadata/train_data.json b/core/seg_tgce/data/crowd_seg/metadata/train_data.json
new file mode 100644
index 0000000..b132c14
--- /dev/null
+++ b/core/seg_tgce/data/crowd_seg/metadata/train_data.json
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diff --git a/core/seg_tgce/data/crowd_seg/metadata/train_inverted.json b/core/seg_tgce/data/crowd_seg/metadata/train_inverted.json
new file mode 100644
index 0000000..c55855b
--- /dev/null
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+}
\ No newline at end of file
diff --git a/core/seg_tgce/data/crowd_seg/metadata/val_data.json b/core/seg_tgce/data/crowd_seg/metadata/val_data.json
new file mode 100644
index 0000000..2c737ed
--- /dev/null
+++ b/core/seg_tgce/data/crowd_seg/metadata/val_data.json
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+}
\ No newline at end of file
diff --git a/core/seg_tgce/data/crowd_seg/metadata/val_inverted.json b/core/seg_tgce/data/crowd_seg/metadata/val_inverted.json
new file mode 100644
index 0000000..adc7d23
--- /dev/null
+++ b/core/seg_tgce/data/crowd_seg/metadata/val_inverted.json
@@ -0,0 +1,2550 @@
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+            "core_A2DB_GM_x_ini_5728_y_ini_6444.png",
+            "core_A2DB_GM_x_ini_5728_y_ini_6802.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_1432.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_1790.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_2148.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_2506.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_2864.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_3222.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_3580.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_3938.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_4296.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_4654.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_5012.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_5370.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_5728.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_6086.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_6444.png",
+            "core_A2DB_GM_x_ini_6086_y_ini_6802.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_1790.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_2148.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_2506.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_2864.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_3222.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_3580.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_3938.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_4296.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_4654.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_5012.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_5370.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_5728.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_6086.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_6444.png",
+            "core_A2DB_GM_x_ini_6444_y_ini_6802.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_1790.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_2148.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_2506.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_2864.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_3222.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_3580.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_3938.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_4296.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_4654.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_5012.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_5370.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_5728.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_6086.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_6444.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_6802.png",
+            "core_A2DB_GM_x_ini_6802_y_ini_7160.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_1790.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_2148.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_2506.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_2864.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_3222.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_3580.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_3938.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_4296.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_4654.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_5012.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_5370.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_5728.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_6086.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_6444.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_6802.png",
+            "core_A2DB_GM_x_ini_7160_y_ini_7160.png",
+            "core_A2DB_GM_x_ini_716_y_ini_2864.png",
+            "core_A2DB_GM_x_ini_716_y_ini_3222.png",
+            "core_A2DB_GM_x_ini_716_y_ini_3580.png",
+            "core_A2DB_GM_x_ini_716_y_ini_3938.png",
+            "core_A2DB_GM_x_ini_716_y_ini_4296.png",
+            "core_A2DB_GM_x_ini_716_y_ini_4654.png",
+            "core_A2DB_GM_x_ini_716_y_ini_5012.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_2148.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_2506.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_2864.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_3222.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_3580.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_3938.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_4296.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_4654.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_5012.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_5370.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_5728.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_6086.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_6444.png",
+            "core_A2DB_GM_x_ini_7518_y_ini_6802.png",
+            "core_A2DB_GM_x_ini_7876_y_ini_2148.png",
+            "core_A2DB_GM_x_ini_7876_y_ini_2506.png",
+            "core_A2DB_GM_x_ini_7876_y_ini_2864.png",
+            "core_A2DB_GM_x_ini_7876_y_ini_3222.png",
+            "core_A2DB_GM_x_ini_7876_y_ini_3580.png",
+            "core_A2DB_GM_x_ini_7876_y_ini_3938.png",
+            "core_A2DB_GM_x_ini_7876_y_ini_4296.png",
+            "core_A2DB_GM_x_ini_7876_y_ini_4654.png",
+            "core_A2DB_GM_x_ini_7876_y_ini_5012.png",
+            "core_A2DB_GM_x_ini_7876_y_ini_5370.png",
+            "core_A2DB_GM_x_ini_7876_y_ini_5728.png",
+            "core_A2DB_GM_x_ini_8234_y_ini_2148.png",
+            "core_A2DB_GM_x_ini_8234_y_ini_2506.png",
+            "core_A2DB_GM_x_ini_8234_y_ini_2864.png",
+            "core_A2DB_GM_x_ini_8234_y_ini_3222.png",
+            "core_A2DB_GM_x_ini_8234_y_ini_3580.png",
+            "core_A2DB_GM_x_ini_8234_y_ini_3938.png",
+            "core_A2DB_GM_x_ini_8234_y_ini_4296.png",
+            "core_A2DB_GM_x_ini_8234_y_ini_4654.png",
+            "core_A2DB_GM_x_ini_8592_y_ini_2506.png",
+            "core_A2DB_GM_x_ini_8592_y_ini_2864.png",
+            "core_A2DB_GM_x_ini_8592_y_ini_3222.png",
+            "core_A2DB_GM_x_ini_8592_y_ini_3580.png"
+        ]
+    }
+}
\ No newline at end of file
diff --git a/core/seg_tgce/data/crowd_seg/metrics.py b/core/seg_tgce/data/crowd_seg/metrics.py
index 8acd5ca..500458f 100644
--- a/core/seg_tgce/data/crowd_seg/metrics.py
+++ b/core/seg_tgce/data/crowd_seg/metrics.py
@@ -1,5 +1,5 @@
-from keras.metrics import Metric
 import keras.backend as K
+from keras.metrics import Metric
 from tensorflow import cast
 from tensorflow import float32 as tf_float32
 
diff --git a/core/seg_tgce/data/crowd_seg/populate.py b/core/seg_tgce/data/crowd_seg/populate.py
new file mode 100644
index 0000000..9de27fa
--- /dev/null
+++ b/core/seg_tgce/data/crowd_seg/populate.py
@@ -0,0 +1,14 @@
+from seg_tgce.data.crowd_seg import get_all_data
+
+
+def main() -> None:
+    train, val, test = get_all_data(batch_size=2, with_sparse_data=False)
+    print("Processing train")
+
+    for db in (train, val, test):
+        db.populate_metadata()
+        db.store_metadata()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/core/seg_tgce/data/crowd_seg/types.py b/core/seg_tgce/data/crowd_seg/types.py
new file mode 100644
index 0000000..81acfc0
--- /dev/null
+++ b/core/seg_tgce/data/crowd_seg/types.py
@@ -0,0 +1,6 @@
+from typing import TypedDict
+
+
+class InvertedMetadataRecord(TypedDict):
+    total: int
+    scored: list[str]
diff --git a/core/seg_tgce/loss/tgce.py b/core/seg_tgce/loss/tgce.py
index 2fc32f8..8cb5871 100644
--- a/core/seg_tgce/loss/tgce.py
+++ b/core/seg_tgce/loss/tgce.py
@@ -2,7 +2,7 @@
 
 import tensorflow as tf
 from keras.losses import Loss
-from tensorflow import cast, Tensor
+from tensorflow import Tensor, cast
 from tensorflow import float32 as tf_float32
 
 TARGET_DATA_TYPE = tf_float32
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 4d6bf2f..232f0a4 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -1,8 +1,3 @@
-..
-   semantic-segmentation-tgce documentation master file, created by
-   sphinx-quickstart on Sun Dec 10 22:55:05 2023.
-   You can adapt this file completely to your liking, but it should at least
-   contain the root `toctree` directive.
 
 ######################################
  Semantic Segmentation TCGE Framework