diff --git a/predict.py b/predict.py
index 0034f65..7b8cc71 100644
--- a/predict.py
+++ b/predict.py
@@ -152,11 +152,10 @@ def upload_live_output(
     predictions_csv_file_name: str,
 ):
     logging.info("Uploading predictions to %s", post_url)
-    csv_buffer = io.StringIO()
-    predictions.to_csv(csv_buffer)
+    csv_payload = predictions.to_csv()
 
     def post_live_output():
-        csv_buffer.seek(0)
+        csv_buffer = io.BytesIO(csv_payload.encode("utf-8"))
         return requests.post(
             post_url,
             data=post_data,
diff --git a/py3.10/poetry.lock b/py3.10/poetry.lock
index 92b10db..688fd09 100644
--- a/py3.10/poetry.lock
+++ b/py3.10/poetry.lock
@@ -136,143 +136,6 @@ files = [
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
-[[package]]
-name = "annotated-types"
-version = "0.7.0"
-description = "Reusable constraint types to use with typing.Annotated"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {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 = "anyio"
-version = "4.9.0"
-description = "High level compatibility layer for multiple asynchronous event loop implementations"
-optional = false
-python-versions = ">=3.9"
-groups = ["main"]
-files = [
-    {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
-    {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
-]
-
-[package.dependencies]
-exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
-idna = ">=2.8"
-sniffio = ">=1.1"
-typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
-
-[package.extras]
-doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
-trio = ["trio (>=0.26.1)"]
-
-[[package]]
-name = "appnope"
-version = "0.1.4"
-description = "Disable App Nap on macOS >= 10.9"
-optional = false
-python-versions = ">=3.6"
-groups = ["main"]
-markers = "platform_system == \"Darwin\""
-files = [
-    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
-    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
-]
-
-[[package]]
-name = "argon2-cffi"
-version = "25.1.0"
-description = "Argon2 for Python"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "argon2_cffi-25.1.0-py3-none-any.whl", hash = "sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741"},
-    {file = "argon2_cffi-25.1.0.tar.gz", hash = "sha256:694ae5cc8a42f4c4e2bf2ca0e64e51e23a040c6a517a85074683d3959e1346c1"},
-]
-
-[package.dependencies]
-argon2-cffi-bindings = "*"
-
-[[package]]
-name = "argon2-cffi-bindings"
-version = "21.2.0"
-description = "Low-level CFFI bindings for Argon2"
-optional = false
-python-versions = ">=3.6"
-groups = ["main"]
-files = [
-    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
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-]
-
-[package.dependencies]
-cffi = ">=1.0.1"
-
-[package.extras]
-dev = ["cogapp", "pre-commit", "pytest", "wheel"]
-tests = ["pytest"]
-
-[[package]]
-name = "arrow"
-version = "1.3.0"
-description = "Better dates & times for Python"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
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-]
-
-[package.dependencies]
-python-dateutil = ">=2.7.0"
-types-python-dateutil = ">=2.8.10"
-
-[package.extras]
-doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
-test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
-
-[[package]]
-name = "asttokens"
-version = "3.0.0"
-description = "Annotate AST trees with source code positions"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
-    {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
-]
-
-[package.extras]
-astroid = ["astroid (>=2,<4)"]
-test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
-
 [[package]]
 name = "astunparse"
 version = "1.6.3"
@@ -289,21 +152,6 @@ files = [
 six = ">=1.6.1,<2.0"
 wheel = ">=0.23.0,<1.0"
 
-[[package]]
-name = "async-lru"
-version = "2.0.5"
-description = "Simple LRU cache for asyncio"
-optional = false
-python-versions = ">=3.9"
-groups = ["main"]
-files = [
-    {file = "async_lru-2.0.5-py3-none-any.whl", hash = "sha256:ab95404d8d2605310d345932697371a5f40def0487c03d6d0ad9138de52c9943"},
-    {file = "async_lru-2.0.5.tar.gz", hash = "sha256:481d52ccdd27275f42c43a928b4a50c3bfb2d67af4e78b170e3e0bb39c66e5bb"},
-]
-
-[package.dependencies]
-typing_extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
-
 [[package]]
 name = "async-timeout"
 version = "4.0.2"
@@ -335,31 +183,16 @@ docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-
 tests = ["attrs[tests-no-zope]", "zope-interface"]
 tests-no-zope = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.1.1) ; platform_python_implementation == \"CPython\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version < \"3.11\"", "pytest-xdist[psutil]"]
 
-[[package]]
-name = "babel"
-version = "2.17.0"
-description = "Internationalization utilities"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
-    {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
-]
-
-[package.extras]
-dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata ; sys_platform == \"win32\""]
-
 [[package]]
 name = "beautifulsoup4"
-version = "4.13.4"
+version = "4.14.0"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
 groups = ["main"]
 files = [
-    {file = "beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b"},
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+    {file = "beautifulsoup4-4.14.0-py3-none-any.whl", hash = "sha256:aee96fbccdf2d2a8d1288b2afa51fc76bb60823b7881a50fb1ed5f711d1a7d73"},
+    {file = "beautifulsoup4-4.14.0.tar.gz", hash = "sha256:e6150e53c8a52fd4f3b9b28839f8f0fb7c7f029d3c953a50b1762b0947c3cf85"},
 ]
 
 [package.dependencies]
@@ -373,25 +206,6 @@ charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
-[[package]]
-name = "bleach"
-version = "6.2.0"
-description = "An easy safelist-based HTML-sanitizing tool."
-optional = false
-python-versions = ">=3.9"
-groups = ["main"]
-files = [
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-]
-
-[package.dependencies]
-tinycss2 = {version = ">=1.1.0,<1.5", optional = true, markers = "extra == \"css\""}
-webencodings = "*"
-
-[package.extras]
-css = ["tinycss2 (>=1.1.0,<1.5)"]
-
 [[package]]
 name = "cachetools"
 version = "5.3.1"
@@ -459,86 +273,6 @@ files = [
     {file = "certifi-2022.12.7.tar.gz", hash = "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3"},
 ]
 
-[[package]]
-name = "cffi"
-version = "1.17.1"
-description = "Foreign Function Interface for Python calling C code."
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
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 [[package]]
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 ]
 
 [[package]]
@@ -1130,40 +743,6 @@ files = [
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 ]
 
-[[package]]
-name = "gitdb"
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-description = "Git Object Database"
-optional = false
-python-versions = ">=3.7"
-groups = ["main"]
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-
-[package.dependencies]
-smmap = ">=3.0.1,<6"
-
-[[package]]
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-version = "3.1.44"
-description = "GitPython is a Python library used to interact with Git repositories"
-optional = false
-python-versions = ">=3.7"
-groups = ["main"]
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-]
-
-[package.dependencies]
-gitdb = ">=4.0.1,<5"
-
-[package.extras]
-doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"]
-test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""]
-
 [[package]]
 name = "google-api-core"
 version = "2.25.1"
@@ -1450,18 +1029,6 @@ files = [
 [package.extras]
 protobuf = ["grpcio-tools (>=1.54.2)"]
 
-[[package]]
-name = "h11"
-version = "0.16.0"
-description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
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-]
-
 [[package]]
 name = "h5py"
 version = "3.14.0"
@@ -1501,53 +1068,6 @@ files = [
 [package.dependencies]
 numpy = ">=1.19.3"
 
-[[package]]
-name = "httpcore"
-version = "1.0.9"
-description = "A minimal low-level HTTP client."
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
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-
-[package.dependencies]
-certifi = "*"
-h11 = ">=0.16"
-
-[package.extras]
-asyncio = ["anyio (>=4.0,<5.0)"]
-http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<1.0)"]
-
-[[package]]
-name = "httpx"
-version = "0.28.1"
-description = "The next generation HTTP client."
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
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-
-[package.dependencies]
-anyio = "*"
-certifi = "*"
-httpcore = "==1.*"
-idna = "*"
-
-[package.extras]
-brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
-cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
-http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (==1.*)"]
-zstd = ["zstandard (>=0.18.0)"]
-
 [[package]]
 name = "idna"
 version = "3.4"
@@ -1561,165 +1081,35 @@ files = [
 ]
 
 [[package]]
-name = "ipykernel"
-version = "6.29.5"
-description = "IPython Kernel for Jupyter"
+name = "jax"
+version = "0.4.11"
+description = "Differentiate, compile, and transform Numpy code."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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+    {file = "jax-0.4.11.tar.gz", hash = "sha256:8b1cd443b698339df8d8807578ee141e5b67e36125b3945b146f600177d60d79"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "platform_system == \"Darwin\""}
-comm = ">=0.1.1"
-debugpy = ">=1.6.5"
-ipython = ">=7.23.1"
-jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-matplotlib-inline = ">=0.1"
-nest-asyncio = "*"
-packaging = "*"
-psutil = "*"
-pyzmq = ">=24"
-tornado = ">=6.1"
-traitlets = ">=5.4.0"
+ml_dtypes = ">=0.1.0"
+numpy = ">=1.21"
+opt_einsum = "*"
+scipy = ">=1.7"
 
 [package.extras]
-cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
-pyqt5 = ["pyqt5"]
-pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
-
-[[package]]
-name = "ipython"
-version = "8.37.0"
-description = "IPython: Productive Interactive Computing"
-optional = false
-python-versions = ">=3.10"
-groups = ["main"]
-files = [
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-
-[package.dependencies]
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-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\""}
-prompt_toolkit = ">=3.0.41,<3.1.0"
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-stack_data = "*"
-traitlets = ">=5.13.0"
-typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
-
-[package.extras]
-all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
-black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli ; python_version < \"3.11\"", "typing_extensions"]
-kernel = ["ipykernel"]
-matplotlib = ["matplotlib"]
-nbconvert = ["nbconvert"]
-nbformat = ["nbformat"]
-notebook = ["ipywidgets", "notebook"]
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@@ -1741,400 +1131,26 @@ i18n = ["Babel (>=2.7)"]
 
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-[package.extras]
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-
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-name = "jupyterlab-widgets"
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-groups = ["main"]
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-
-[[package]]
-name = "kaggle"
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-description = "Access Kaggle resources anywhere"
-optional = false
-python-versions = ">=3.7"
-groups = ["main"]
-files = [
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-bleach = "*"
-certifi = ">=14.05.14"
-charset-normalizer = "*"
-idna = "*"
-protobuf = "*"
-python-dateutil = ">=2.5.3"
-python-slugify = "*"
-requests = "*"
-setuptools = ">=21.0.0"
-six = ">=1.10"
-text-unidecode = "*"
-tqdm = "*"
-urllib3 = ">=1.15.1"
-webencodings = "*"
-
 [[package]]
 name = "keras"
-version = "3.11.1"
+version = "3.11.3"
 description = "Multi-backend Keras"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "keras-3.11.1-py3-none-any.whl", hash = "sha256:641dc7535fb737fce7841363683af31cb4dc5f1b1b5d961d3f06982eb29d8c7a"},
-    {file = "keras-3.11.1.tar.gz", hash = "sha256:7a27f384467fa8d0b0281665b52efd6bd948f20854099e35929786ce44d847f0"},
+    {file = "keras-3.11.3-py3-none-any.whl", hash = "sha256:f484f050e05ee400455b05ec8c36ed35edc34de94256b6073f56cfe68f65491f"},
+    {file = "keras-3.11.3.tar.gz", hash = "sha256:efda616835c31b7d916d72303ef9adec1257320bc9fd4b2b0138840fc65fb5b7"},
 ]
 
 [package.dependencies]
@@ -2225,24 +1241,6 @@ files = [
     {file = "kiwisolver-1.4.4.tar.gz", hash = "sha256:d41997519fcba4a1e46eb4a2fe31bc12f0ff957b2b81bac28db24744f333e955"},
 ]
 
-[[package]]
-name = "lark"
-version = "1.2.2"
-description = "a modern parsing library"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "lark-1.2.2-py3-none-any.whl", hash = "sha256:c2276486b02f0f1b90be155f2c8ba4a8e194d42775786db622faccd652d8e80c"},
-    {file = "lark-1.2.2.tar.gz", hash = "sha256:ca807d0162cd16cef15a8feecb862d7319e7a09bdb13aef927968e45040fed80"},
-]
-
-[package.extras]
-atomic-cache = ["atomicwrites"]
-interegular = ["interegular (>=0.3.1,<0.4.0)"]
-nearley = ["js2py"]
-regex = ["regex"]
-
 [[package]]
 name = "libclang"
 version = "16.0.0"
@@ -2355,14 +1353,14 @@ testing = ["coverage", "pyyaml"]
 
 [[package]]
 name = "markdown-it-py"
-version = "3.0.0"
+version = "4.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
-    {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
+    {file = "markdown_it_py-4.0.0-py3-none-any.whl", hash = "sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147"},
+    {file = "markdown_it_py-4.0.0.tar.gz", hash = "sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3"},
 ]
 
 [package.dependencies]
@@ -2370,13 +1368,12 @@ mdurl = ">=0.1,<1.0"
 
 [package.extras]
 benchmarking = ["psutil", "pytest", "pytest-benchmark"]
-code-style = ["pre-commit (>=3.0,<4.0)"]
-compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0,<2.0)", "mistune (>=2.0,<3.0)", "panflute (>=2.3,<3.0)"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "markdown-it-pyrs", "mistletoe (>=1.0,<2.0)", "mistune (>=3.0,<4.0)", "panflute (>=2.3,<3.0)"]
 linkify = ["linkify-it-py (>=1,<3)"]
-plugins = ["mdit-py-plugins"]
+plugins = ["mdit-py-plugins (>=0.5.0)"]
 profiling = ["gprof2dot"]
-rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
-testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+rtd = ["ipykernel", "jupyter_sphinx", "mdit-py-plugins (>=0.5.0)", "myst-parser", "pyyaml", "sphinx", "sphinx-book-theme (>=1.0,<2.0)", "sphinx-copybutton", "sphinx-design"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions", "requests"]
 
 [[package]]
 name = "markupsafe"
@@ -2510,21 +1507,6 @@ pillow = ">=6.2.0"
 pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
 
-[[package]]
-name = "matplotlib-inline"
-version = "0.1.7"
-description = "Inline Matplotlib backend for Jupyter"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
-    {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
-]
-
-[package.dependencies]
-traitlets = "*"
-
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -2537,21 +1519,6 @@ files = [
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
 ]
 
-[[package]]
-name = "mistune"
-version = "3.1.3"
-description = "A sane and fast Markdown parser with useful plugins and renderers"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "mistune-3.1.3-py3-none-any.whl", hash = "sha256:1a32314113cff28aa6432e99e522677c8587fd83e3d51c29b82a52409c842bd9"},
-    {file = "mistune-3.1.3.tar.gz", hash = "sha256:a7035c21782b2becb6be62f8f25d3df81ccb4d6fa477a6525b15af06539f02a0"},
-]
-
-[package.dependencies]
-typing-extensions = {version = "*", markers = "python_version < \"3.11\""}
-
 [[package]]
 name = "ml-dtypes"
 version = "0.5.1"
@@ -2719,109 +1686,26 @@ files = [
 ]
 
 [[package]]
-name = "namex"
-version = "0.1.0"
-description = "A simple utility to separate the implementation of your Python package and its public API surface."
+name = "multitasking"
+version = "0.0.12"
+description = "Non-blocking Python methods using decorators"
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
-    {file = "namex-0.1.0-py3-none-any.whl", hash = "sha256:e2012a474502f1e2251267062aae3114611f07df4224b6e06334c57b0f2ce87c"},
-    {file = "namex-0.1.0.tar.gz", hash = "sha256:117f03ccd302cc48e3f5c58a296838f6b89c83455ab8683a1e85f2a430aa4306"},
-]
-
-[[package]]
-name = "nbclient"
-version = "0.10.2"
-description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
-optional = false
-python-versions = ">=3.9.0"
-groups = ["main"]
-files = [
-    {file = "nbclient-0.10.2-py3-none-any.whl", hash = "sha256:4ffee11e788b4a27fabeb7955547e4318a5298f34342a4bfd01f2e1faaeadc3d"},
-    {file = "nbclient-0.10.2.tar.gz", hash = "sha256:90b7fc6b810630db87a6d0c2250b1f0ab4cf4d3c27a299b0cde78a4ed3fd9193"},
+    {file = "multitasking-0.0.12.tar.gz", hash = "sha256:2fba2fa8ed8c4b85e227c5dd7dc41c7d658de3b6f247927316175a57349b84d1"},
 ]
 
-[package.dependencies]
-jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-nbformat = ">=5.1"
-traitlets = ">=5.4"
-
-[package.extras]
-dev = ["pre-commit"]
-docs = ["autodoc-traits", "flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "mock", "moto", "myst-parser", "nbconvert (>=7.1.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling", "testpath", "xmltodict"]
-test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=7.1.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
-
 [[package]]
-name = "nbconvert"
-version = "7.16.6"
-description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
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-    {file = "nbconvert-7.16.6.tar.gz", hash = "sha256:576a7e37c6480da7b8465eefa66c17844243816ce1ccc372633c6b71c3c0f582"},
-]
-
-[package.dependencies]
-beautifulsoup4 = "*"
-bleach = {version = "!=5.0.0", extras = ["css"]}
-defusedxml = "*"
-jinja2 = ">=3.0"
-jupyter-core = ">=4.7"
-jupyterlab-pygments = "*"
-markupsafe = ">=2.0"
-mistune = ">=2.0.3,<4"
-nbclient = ">=0.5.0"
-nbformat = ">=5.7"
-packaging = "*"
-pandocfilters = ">=1.4.1"
-pygments = ">=2.4.1"
-traitlets = ">=5.1"
-
-[package.extras]
-all = ["flaky", "ipykernel", "ipython", "ipywidgets (>=7.5)", "myst-parser", "nbsphinx (>=0.2.12)", "playwright", "pydata-sphinx-theme", "pyqtwebengine (>=5.15)", "pytest (>=7)", "sphinx (==5.0.2)", "sphinxcontrib-spelling", "tornado (>=6.1)"]
-docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sphinx-theme", "sphinx (==5.0.2)", "sphinxcontrib-spelling"]
-qtpdf = ["pyqtwebengine (>=5.15)"]
-qtpng = ["pyqtwebengine (>=5.15)"]
-serve = ["tornado (>=6.1)"]
-test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest (>=7)"]
-webpdf = ["playwright"]
-
-[[package]]
-name = "nbformat"
-version = "5.10.4"
-description = "The Jupyter Notebook format"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"},
-    {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"},
-]
-
-[package.dependencies]
-fastjsonschema = ">=2.15"
-jsonschema = ">=2.6"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-traitlets = ">=5.1"
-
-[package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["pep440", "pre-commit", "pytest", "testpath"]
-
-[[package]]
-name = "nest-asyncio"
-version = "1.6.0"
-description = "Patch asyncio to allow nested event loops"
+name = "namex"
+version = "0.1.0"
+description = "A simple utility to separate the implementation of your Python package and its public API surface."
 optional = false
-python-versions = ">=3.5"
+python-versions = "*"
 groups = ["main"]
 files = [
-    {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"},
-    {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
+    {file = "namex-0.1.0-py3-none-any.whl", hash = "sha256:e2012a474502f1e2251267062aae3114611f07df4224b6e06334c57b0f2ce87c"},
+    {file = "namex-0.1.0.tar.gz", hash = "sha256:117f03ccd302cc48e3f5c58a296838f6b89c83455ab8683a1e85f2a430aa4306"},
 ]
 
 [[package]]
@@ -2843,48 +1727,6 @@ doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.4)", "pydata-sphinx-
 extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.10)", "sympy (>=1.10)"]
 test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
-[[package]]
-name = "notebook"
-version = "7.4.4"
-description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "notebook-7.4.4-py3-none-any.whl", hash = "sha256:32840f7f777b6bff79bb101159336e9b332bdbfba1495b8739e34d1d65cbc1c0"},
-    {file = "notebook-7.4.4.tar.gz", hash = "sha256:392fd501e266f2fb3466c6fcd3331163a2184968cb5c5accf90292e01dfe528c"},
-]
-
-[package.dependencies]
-jupyter-server = ">=2.4.0,<3"
-jupyterlab = ">=4.4.4,<4.5"
-jupyterlab-server = ">=2.27.1,<3"
-notebook-shim = ">=0.2,<0.3"
-tornado = ">=6.2.0"
-
-[package.extras]
-dev = ["hatch", "pre-commit"]
-docs = ["myst-parser", "nbsphinx", "pydata-sphinx-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["importlib-resources (>=5.0) ; python_version < \"3.10\"", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.27.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
-
-[[package]]
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-optional = false
-python-versions = ">=3.7"
-groups = ["main"]
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-
 [[package]]
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 version = "0.61.2"
@@ -2920,6 +1762,26 @@ files = [
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 numpy = ">=1.24,<2.3"
 
+[[package]]
+name = "numerai-era-data"
+version = "1.0.0"
+description = "era-level data for Numerai"
+optional = false
+python-versions = "*"
+groups = ["main"]
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+[package.dependencies]
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+pyarrow = "*"
+yfinance = "*"
+
+[package.extras]
+dev = ["black", "isort", "mock", "pytest", "ruff"]
+
 [[package]]
 name = "numerai-tools"
 version = "0.3.3"
@@ -2941,40 +1803,19 @@ torch = "*"
 
 [[package]]
 name = "numerapi"
-version = "2.15.0"
+version = "2.19.1"
 description = "Automatically download and upload data for the Numerai machine learning competition"
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 python-dateutil = "*"
 pytz = "*"
 requests = "*"
@@ -2982,38 +1823,36 @@ tqdm = ">=4.29.1"
 
 [[package]]
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+version = "1.6.1"
+description = "Solid Numerai Pipelines"
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 [[package]]
 name = "numpy"
@@ -3252,18 +2091,6 @@ numpy = ["numpy"]
 test = ["covdefaults", "pytest", "pytest-cov", "rich"]
 torch = ["torch"]
 
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-clipboard = ["PyQt5 (>=5.15.1)", "qtpy (>=2.2.0)"]
-compression = ["brotlipy (>=0.7.0)", "python-snappy (>=0.6.0)", "zstandard (>=0.15.2)"]
-computation = ["scipy (>=1.7.1)", "xarray (>=0.21.0)"]
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-feather = ["pyarrow (>=7.0.0)"]
-fss = ["fsspec (>=2021.07.0)"]
-gcp = ["gcsfs (>=2021.07.0)", "pandas-gbq (>=0.15.0)"]
-hdf5 = ["tables (>=3.6.1)"]
-html = ["beautifulsoup4 (>=4.9.3)", "html5lib (>=1.1)", "lxml (>=4.6.3)"]
-mysql = ["SQLAlchemy (>=1.4.16)", "pymysql (>=1.0.2)"]
-output-formatting = ["jinja2 (>=3.0.0)", "tabulate (>=0.8.9)"]
-parquet = ["pyarrow (>=7.0.0)"]
-performance = ["bottleneck (>=1.3.2)", "numba (>=0.53.1)", "numexpr (>=2.7.1)"]
-plot = ["matplotlib (>=3.6.1)"]
-postgresql = ["SQLAlchemy (>=1.4.16)", "psycopg2 (>=2.8.6)"]
-spss = ["pyreadstat (>=1.1.2)"]
-sql-other = ["SQLAlchemy (>=1.4.16)"]
-test = ["hypothesis (>=6.34.2)", "pytest (>=7.0.0)", "pytest-asyncio (>=0.17.0)", "pytest-xdist (>=2.2.0)"]
-xml = ["lxml (>=4.6.3)"]
-
-[[package]]
-name = "pandas-ta"
-version = "0.3.14b"
-description = "An easy to use Python 3 Pandas Extension with 130+ Technical Analysis Indicators. Can be called from a Pandas DataFrame or standalone like TA-Lib. Correlation tested with TA-Lib."
+tzdata = ">=2022.7"
+
+[package.extras]
+all = ["PyQt5 (>=5.15.9)", "SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-driver-sqlite (>=0.8.0)", "beautifulsoup4 (>=4.11.2)", "bottleneck (>=1.3.6)", "dataframe-api-compat (>=0.1.7)", "fastparquet (>=2022.12.0)", "fsspec (>=2022.11.0)", "gcsfs (>=2022.11.0)", "html5lib (>=1.1)", "hypothesis (>=6.46.1)", "jinja2 (>=3.1.2)", "lxml (>=4.9.2)", "matplotlib (>=3.6.3)", "numba (>=0.56.4)", "numexpr (>=2.8.4)", "odfpy (>=1.4.1)", "openpyxl (>=3.1.0)", "pandas-gbq (>=0.19.0)", "psycopg2 (>=2.9.6)", "pyarrow (>=10.0.1)", "pymysql (>=1.0.2)", "pyreadstat (>=1.2.0)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)", "python-calamine (>=0.1.7)", "pyxlsb (>=1.0.10)", "qtpy (>=2.3.0)", "s3fs (>=2022.11.0)", "scipy (>=1.10.0)", "tables (>=3.8.0)", "tabulate (>=0.9.0)", "xarray (>=2022.12.0)", "xlrd (>=2.0.1)", "xlsxwriter (>=3.0.5)", "zstandard (>=0.19.0)"]
+aws = ["s3fs (>=2022.11.0)"]
+clipboard = ["PyQt5 (>=5.15.9)", "qtpy (>=2.3.0)"]
+compression = ["zstandard (>=0.19.0)"]
+computation = ["scipy (>=1.10.0)", "xarray (>=2022.12.0)"]
+consortium-standard = ["dataframe-api-compat (>=0.1.7)"]
+excel = ["odfpy (>=1.4.1)", "openpyxl (>=3.1.0)", "python-calamine (>=0.1.7)", "pyxlsb (>=1.0.10)", "xlrd (>=2.0.1)", "xlsxwriter (>=3.0.5)"]
+feather = ["pyarrow (>=10.0.1)"]
+fss = ["fsspec (>=2022.11.0)"]
+gcp = ["gcsfs (>=2022.11.0)", "pandas-gbq (>=0.19.0)"]
+hdf5 = ["tables (>=3.8.0)"]
+html = ["beautifulsoup4 (>=4.11.2)", "html5lib (>=1.1)", "lxml (>=4.9.2)"]
+mysql = ["SQLAlchemy (>=2.0.0)", "pymysql (>=1.0.2)"]
+output-formatting = ["jinja2 (>=3.1.2)", "tabulate (>=0.9.0)"]
+parquet = ["pyarrow (>=10.0.1)"]
+performance = ["bottleneck (>=1.3.6)", "numba (>=0.56.4)", "numexpr (>=2.8.4)"]
+plot = ["matplotlib (>=3.6.3)"]
+postgresql = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "psycopg2 (>=2.9.6)"]
+pyarrow = ["pyarrow (>=10.0.1)"]
+spss = ["pyreadstat (>=1.2.0)"]
+sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-driver-sqlite (>=0.8.0)"]
+test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
+xml = ["lxml (>=4.9.2)"]
+
+[[package]]
+name = "pandas-ta-classic"
+version = "0.3.14b1"
+description = "An easy to use Python 3 Pandas Extension with 130+ Technical Analysis Indicators. Can be called from a Pandas DataFrame or standalone like TA-Lib. Correlation tested with TA-Lib. This is the classic/community maintained version."
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
-    {file = "pandas_ta-0.3.14b.tar.gz", hash = "sha256:0fa35aec831d2815ea30b871688a8d20a76b288a7be2d26cc00c35cd8c09a993"},
+    {file = "pandas_ta_classic-0.3.14b1-py3-none-any.whl", hash = "sha256:69637ffb903a32fbb51afceef0e6f4b7d17ade31b2a07e9d9f405ce689f02f60"},
 ]
 
 [package.dependencies]
-pandas = "*"
+numpy = ">=1.21.0"
+pandas = ">=1.3.0"
 
 [package.extras]
 dev = ["alphaVantage-api", "matplotlib", "mplfinance", "scipy", "sklearn", "statsmodels", "stochastic", "talib", "tqdm", "vectorbt", "yfinance"]
 test = ["ta-lib"]
 
-[[package]]
-name = "pandocfilters"
-version = "1.5.1"
-description = "Utilities for writing pandoc filters in python"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["main"]
-files = [
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-]
-
-[[package]]
-name = "parso"
-version = "0.8.4"
-description = "A Python Parser"
-optional = false
-python-versions = ">=3.6"
-groups = ["main"]
-files = [
-    {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
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-]
-
-[package.extras]
-qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
-testing = ["docopt", "pytest"]
-
 [[package]]
 name = "patsy"
 version = "1.0.1"
@@ -3405,21 +2211,16 @@ numpy = ">=1.4"
 test = ["pytest", "pytest-cov", "scipy"]
 
 [[package]]
-name = "pexpect"
-version = "4.9.0"
-description = "Pexpect allows easy control of interactive console applications."
+name = "peewee"
+version = "3.18.2"
+description = "a little orm"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
-    {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
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+    {file = "peewee-3.18.2.tar.gz", hash = "sha256:77a54263eb61aff2ea72f63d2eeb91b140c25c1884148e28e4c0f7c4f64996a0"},
 ]
 
-[package.dependencies]
-ptyprocess = ">=0.5"
-
 [[package]]
 name = "pillow"
 version = "9.5.0"
@@ -3502,14 +2303,14 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa
 
 [[package]]
 name = "platformdirs"
-version = "4.3.8"
+version = "4.4.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "platformdirs-4.3.8-py3-none-any.whl", hash = "sha256:ff7059bb7eb1179e2685604f4aaf157cfd9535242bd23742eadc3c13542139b4"},
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+    {file = "platformdirs-4.4.0-py3-none-any.whl", hash = "sha256:abd01743f24e5287cd7a5db3752faf1a2d65353f38ec26d98e25a6db65958c85"},
+    {file = "platformdirs-4.4.0.tar.gz", hash = "sha256:ca753cf4d81dc309bc67b0ea38fd15dc97bc30ce419a7f58d13eb3bf14c4febf"},
 ]
 
 [package.extras]
@@ -3535,67 +2336,46 @@ tenacity = ">=6.2.0"
 
 [[package]]
 name = "polars"
-version = "0.18.15"
+version = "1.5.0"
 description = "Blazingly fast DataFrame library"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "polars-0.18.15-cp38-abi3-macosx_10_7_x86_64.whl", hash = "sha256:f7a4e4108efd2ab728249f792c89d2e7baffd65e0d6cd9f09b6c395363e3fbea"},
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-    {file = "polars-0.18.15-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c48d248891cfe62ee58f852dabf54c6bd85d4fc83b3b61b759534be0d3b6ec81"},
-    {file = "polars-0.18.15-cp38-abi3-win_amd64.whl", hash = "sha256:a2f1e3ad546b98601d06340606e90a8788c35e064b4d82d27301069ce744086e"},
-    {file = "polars-0.18.15.tar.gz", hash = "sha256:0c483fc1cfb25d07443c0d51eff9a18b94ccdbf6b252212767524412667ca870"},
+    {file = "polars-1.5.0-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:71c27a30633d969bb09b3afac4f59abf5efe0fe846693b232d8229aef48a3138"},
+    {file = "polars-1.5.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:f7e3f64115eaa85d5ec4b483028a6c791acae1ccd38ea628facd56ec88711be1"},
+    {file = "polars-1.5.0-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:63a242b1cce7bf2502bb68e269b01b593068c798b47025fb17ac5b89603e9d8f"},
+    {file = "polars-1.5.0-cp38-abi3-manylinux_2_24_aarch64.whl", hash = "sha256:07da471fdbc4743a75f507c57602c512ed5e38b920372f9eeb95db9d9e99a73f"},
+    {file = "polars-1.5.0-cp38-abi3-win_amd64.whl", hash = "sha256:eb41530c60700f11a1ade183712270ed864f91acea7d189b316e5c56368ee824"},
+    {file = "polars-1.5.0.tar.gz", hash = "sha256:22f767d28d76e54ff15aa38fd58c6ff9e510f22f5e20bb72e6428d70a17ba56a"},
 ]
 
 [package.extras]
-adbc = ["adbc_driver_sqlite"]
-all = ["polars[adbc,cloudpickle,connectorx,deltalake,fsspec,matplotlib,numpy,pandas,pyarrow,pydantic,sqlalchemy,timezone,xlsx2csv,xlsxwriter]"]
+adbc = ["adbc-driver-manager[dbapi]", "adbc-driver-sqlite[dbapi]"]
+all = ["polars[async,cloudpickle,database,deltalake,excel,fsspec,graph,iceberg,numpy,pandas,plot,pyarrow,pydantic,style,timezone]"]
+async = ["gevent"]
+calamine = ["fastexcel (>=0.9)"]
 cloudpickle = ["cloudpickle"]
-connectorx = ["connectorx"]
-deltalake = ["deltalake (>=0.10.0)"]
+connectorx = ["connectorx (>=0.3.2)"]
+database = ["nest-asyncio", "polars[adbc,connectorx,sqlalchemy]"]
+deltalake = ["deltalake (>=0.15.0)"]
+excel = ["polars[calamine,openpyxl,xlsx2csv,xlsxwriter]"]
 fsspec = ["fsspec"]
-matplotlib = ["matplotlib"]
+gpu = ["cudf-polars-cu12"]
+graph = ["matplotlib"]
+iceberg = ["pyiceberg (>=0.5.0)"]
 numpy = ["numpy (>=1.16.0)"]
-pandas = ["pandas", "pyarrow (>=7.0.0)"]
+openpyxl = ["openpyxl (>=3.0.0)"]
+pandas = ["pandas", "polars[pyarrow]"]
+plot = ["hvplot (>=0.9.1)", "polars[pandas]"]
 pyarrow = ["pyarrow (>=7.0.0)"]
 pydantic = ["pydantic"]
-sqlalchemy = ["pandas", "sqlalchemy"]
-timezone = ["backports.zoneinfo ; python_version < \"3.9\"", "tzdata ; platform_system == \"Windows\""]
+sqlalchemy = ["polars[pandas]", "sqlalchemy"]
+style = ["great-tables (>=0.8.0)"]
+timezone = ["backports-zoneinfo ; python_version < \"3.9\"", "tzdata ; platform_system == \"Windows\""]
 xlsx2csv = ["xlsx2csv (>=0.8.0)"]
 xlsxwriter = ["xlsxwriter"]
 
-[[package]]
-name = "prometheus-client"
-version = "0.22.1"
-description = "Python client for the Prometheus monitoring system."
-optional = false
-python-versions = ">=3.9"
-groups = ["main"]
-files = [
-    {file = "prometheus_client-0.22.1-py3-none-any.whl", hash = "sha256:cca895342e308174341b2cbf99a56bef291fbc0ef7b9e5412a0f26d653ba7094"},
-    {file = "prometheus_client-0.22.1.tar.gz", hash = "sha256:190f1331e783cf21eb60bca559354e0a4d4378facecf78f5428c39b675d20d28"},
-]
-
-[package.extras]
-twisted = ["twisted"]
-
-[[package]]
-name = "prompt-toolkit"
-version = "3.0.51"
-description = "Library for building powerful interactive command lines in Python"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "prompt_toolkit-3.0.51-py3-none-any.whl", hash = "sha256:52742911fde84e2d423e2f9a4cf1de7d7ac4e51958f648d9540e0fb8db077b07"},
-    {file = "prompt_toolkit-3.0.51.tar.gz", hash = "sha256:931a162e3b27fc90c86f1b48bb1fb2c528c2761475e57c9c06de13311c7b54ed"},
-]
-
-[package.dependencies]
-wcwidth = "*"
-
 [[package]]
 name = "proto-plus"
 version = "1.26.1"
@@ -3635,91 +2415,50 @@ files = [
     {file = "protobuf-5.29.1.tar.gz", hash = "sha256:683be02ca21a6ffe80db6dd02c0b5b2892322c59ca57fd6c872d652cb80549cb"},
 ]
 
-[[package]]
-name = "psutil"
-version = "7.0.0"
-description = "Cross-platform lib for process and system monitoring in Python.  NOTE: the syntax of this script MUST be kept compatible with Python 2.7."
-optional = false
-python-versions = ">=3.6"
-groups = ["main"]
-files = [
-    {file = "psutil-7.0.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:101d71dc322e3cffd7cea0650b09b3d08b8e7c4109dd6809fe452dfd00e58b25"},
-    {file = "psutil-7.0.0-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:39db632f6bb862eeccf56660871433e111b6ea58f2caea825571951d4b6aa3da"},
-    {file = "psutil-7.0.0-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1fcee592b4c6f146991ca55919ea3d1f8926497a713ed7faaf8225e174581e91"},
-    {file = "psutil-7.0.0-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4b1388a4f6875d7e2aff5c4ca1cc16c545ed41dd8bb596cefea80111db353a34"},
-    {file = "psutil-7.0.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a5f098451abc2828f7dc6b58d44b532b22f2088f4999a937557b603ce72b1993"},
-    {file = "psutil-7.0.0-cp36-cp36m-win32.whl", hash = "sha256:84df4eb63e16849689f76b1ffcb36db7b8de703d1bc1fe41773db487621b6c17"},
-    {file = "psutil-7.0.0-cp36-cp36m-win_amd64.whl", hash = "sha256:1e744154a6580bc968a0195fd25e80432d3afec619daf145b9e5ba16cc1d688e"},
-    {file = "psutil-7.0.0-cp37-abi3-win32.whl", hash = "sha256:ba3fcef7523064a6c9da440fc4d6bd07da93ac726b5733c29027d7dc95b39d99"},
-    {file = "psutil-7.0.0-cp37-abi3-win_amd64.whl", hash = "sha256:4cf3d4eb1aa9b348dec30105c55cd9b7d4629285735a102beb4441e38db90553"},
-    {file = "psutil-7.0.0.tar.gz", hash = "sha256:7be9c3eba38beccb6495ea33afd982a44074b78f28c434a1f51cc07fd315c456"},
-]
-
-[package.extras]
-dev = ["abi3audit", "black (==24.10.0)", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pytest", "pytest-cov", "pytest-xdist", "requests", "rstcheck", "ruff", "setuptools", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "vulture", "wheel"]
-test = ["pytest", "pytest-xdist", "setuptools"]
-
-[[package]]
-name = "ptyprocess"
-version = "0.7.0"
-description = "Run a subprocess in a pseudo terminal"
-optional = false
-python-versions = "*"
-groups = ["main"]
-markers = "os_name != \"nt\" or sys_platform != \"win32\" and sys_platform != \"emscripten\""
-files = [
-    {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
-    {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
-]
-
-[[package]]
-name = "pure-eval"
-version = "0.2.3"
-description = "Safely evaluate AST nodes without side effects"
-optional = false
-python-versions = "*"
-groups = ["main"]
-files = [
-    {file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"},
-    {file = "pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"},
-]
-
-[package.extras]
-tests = ["pytest"]
-
 [[package]]
 name = "pyarrow"
-version = "11.0.0"
+version = "14.0.1"
 description = "Python library for Apache Arrow"
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 [[package]]
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 [package.dependencies]
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 [package.extras]
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 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
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 [[package]]
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@@ -5510,18 +3330,6 @@ files = [
 numpy = "*"
 scipy = "*"
 
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@@ -5546,46 +3354,6 @@ files = [
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-
 [[package]]
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@@ -5603,118 +3371,16 @@ brotli = ["brotli (==1.0.9) ; os_name != \"nt\" and python_version < \"3\" and p
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-optional = ["python-socks", "wsaccel"]
-test = ["websockets"]
-
 [[package]]
 name = "werkzeug"
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+version = "3.0.3"
 description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -5738,18 +3404,6 @@ files = [
 [package.extras]
 test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
 
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index 4e8aa07..0000000
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-
-[package.dependencies]
-idna = ">=2.0"
-multidict = ">=4.0"
-
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-lock-version = "2.1"
-python-versions = "3.10.18"
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diff --git a/py3.10/pyproject.toml b/py3.10/pyproject.toml
index 7b48a10..c1c9d41 100644
--- a/py3.10/pyproject.toml
+++ b/py3.10/pyproject.toml
@@ -34,7 +34,7 @@ dependencies = [
     "idna (==3.4)",
     "jax (==0.4.11)",
     "jinja2 (==3.1.2)",
-    "joblib (==1.2.0)",
+    "joblib (==1.3.2)",
     "keras>=3.10.0,<4.0.0",
     "kiwisolver (==1.4.4)",
     "libclang (==16.0.0)",
@@ -48,19 +48,19 @@ dependencies = [
     "mpmath (==1.3.0)",
     "multidict (==6.0.4)",
     "networkx (==3.1)",
-    "numerapi (==2.15.0)",
+    "numerapi (==2.19.1)",
     "numerai-tools (==0.3.3)",
-    "numerblox (==0.5.9)",
+    "numerblox (==1.6.1)",
     "numpy (==1.26.4)",
     "oauthlib (==3.2.2)",
     "opt-einsum (==3.3.0)",
     "packaging (==23.1)",
-    "pandas (==2.0.0)",
+    "pandas (==2.2.1)",
     "pillow (==9.5.0)",
     "plotly (==5.14.1)",
-    "polars (==0.18.15)",
+    "polars (==1.5.0)",
     "protobuf (==5.29.1)",
-    "pyarrow (==11.0.0)",
+    "pyarrow (==14.0.1)",
     "pyasn1 (==0.5.0)",
     "pyasn1-modules (==0.3.0)",
     "pyparsing (==3.0.9)",
@@ -71,7 +71,7 @@ dependencies = [
     "requests (==2.32.3)",
     "requests-oauthlib (==1.3.1)",
     "rsa (==4.9)",
-    "scikit-learn (==1.3.0)",
+    "scikit-learn (==1.6.1)",
     "scipy (==1.11.4)",
     "six (==1.16.0)",
     "statsmodels (==0.14.1)",
@@ -86,13 +86,13 @@ dependencies = [
     "threadpoolctl (==3.1.0)",
     "torch (==2.0.1)",
     "torchmetrics (==0.11.4)",
-    "tqdm (==4.65.0)",
+    "tqdm (==4.66.1)",
     "treelite (==3.9.1)",
     "treelite-runtime (==3.9.1)",
     "typing-extensions (==4.6.3)",
     "tzdata (==2023.3)",
     "urllib3 (==1.26.19)",
-    "werkzeug (==2.3.4)",
+    "werkzeug (==3.0.3)",
     "wrapt (==1.14.1)",
     "xgboost (==1.7.5)",
     "yarl (==1.9.2)",
diff --git a/py3.10/requirements.txt b/py3.10/requirements.txt
index 50e329a..2345266 100644
--- a/py3.10/requirements.txt
+++ b/py3.10/requirements.txt
@@ -1,226 +1,225 @@
-absl-py==1.4.0 
-aiohttp==3.8.4 
-aiosignal==1.3.1 
-annotated-types==0.7.0 
-anyio==4.9.0 
-appnope==0.1.4 
-argon2-cffi-bindings==21.2.0 
-argon2-cffi==25.1.0 
-arrow==1.3.0 
-asttokens==3.0.0 
-astunparse==1.6.3 
-async-lru==2.0.5 
-async-timeout==4.0.2 
-attrs==23.1.0 
-babel==2.17.0 
-beautifulsoup4==4.13.4 
-bleach==6.2.0 
-cachetools==5.3.1 
-catboost==1.2 
-certifi==2022.12.7 
-cffi==1.17.1 
-charset-normalizer==3.1.0 
-click==8.1.3 
-cloudpickle==2.2.1 
-colorama==0.4.6 
-comm==0.2.2 
-contourpy==1.0.7 
-cycler==0.11.0 
-debugpy==1.8.15 
-decorator==5.2.1 
-defusedxml==0.7.1 
-docker-pycreds==0.4.0 
-eod==0.2.1 
-exceptiongroup==1.3.0 
-executing==2.2.0 
-fastjsonschema==2.21.1 
-fickling==0.0.4 
-filelock==3.12.0 
-flatbuffers==24.3.25 
-fonttools==4.39.4 
-fqdn==1.5.1 
-frozenlist==1.3.3 
-fsspec==2023.5.0 
-gast==0.4.0 
-gitdb==4.0.12 
-gitpython==3.1.44 
-google-api-core==2.25.1 
-google-auth-oauthlib==1.0.0 
-google-auth==2.19.1 
-google-cloud-core==2.4.3 
-google-cloud-storage==2.11.0 
-google-crc32c==1.7.1 
-google-pasta==0.2.0 
-google-resumable-media==2.7.2 
-googleapis-common-protos==1.70.0 
-graphviz==0.20.1 
-grpcio==1.54.2 
-h11==0.16.0 
-h5py==3.14.0 
-httpcore==1.0.9 
-httpx==0.28.1 
-idna==3.4 
-ipykernel==6.29.5 
-ipython==8.37.0 
-ipywidgets==8.1.7 
-isoduration==20.11.0 
-jax==0.4.11 
-jedi==0.19.2 
-jinja2==3.1.2 
-joblib==1.2.0 
-json5==0.12.0 
-jsonpointer==3.0.0 
-jsonschema-specifications==2025.4.1 
-jsonschema==4.25.0 
-jupyter-client==8.6.3 
-jupyter-console==6.6.3 
-jupyter-core==5.8.1 
-jupyter-events==0.12.0 
-jupyter-lsp==2.2.6 
-jupyter-server-terminals==0.5.3 
-jupyter-server==2.16.0 
-jupyter==1.1.1 
-jupyterlab-pygments==0.3.0 
-jupyterlab-server==2.27.3 
-jupyterlab-widgets==3.0.15 
-jupyterlab==4.4.5 
-kaggle==1.7.4.5 
-keras==3.11.1 
-kiwisolver==1.4.4 
-lark==1.2.2 
-libclang==16.0.0 
-lightgbm==4.0.0 
-lightning-utilities==0.8.0 
-llvmlite==0.44.0 
-markdown-it-py==3.0.0 
-markdown==3.4.3 
-markupsafe==2.1.3 
-matplotlib-inline==0.1.7 
-matplotlib==3.7.1 
-mdurl==0.1.2 
-mistune==3.1.3 
-ml-dtypes==0.5.1 
-mlxtend==0.23.1 
-mpmath==1.3.0 
-multidict==6.0.4 
-namex==0.1.0 
-nbclient==0.10.2 
-nbconvert==7.16.6 
-nbformat==5.10.4 
-nest-asyncio==1.6.0 
-networkx==3.1 
-notebook-shim==0.2.4 
-notebook==7.4.4 
-numba==0.61.2 
-numerai-tools==0.3.3 
-numerapi==2.15.0 
-numerbay==0.2.4 
-numerblox==0.5.9 
-numpy==1.26.4 
-oauthlib==3.2.2 
-onnx==1.17.0 
-opt-einsum==3.3.0 
-optree==0.17.0 
-overrides==7.7.0 
-packaging==23.1 
-pandas-ta==0.3.14b 
-pandas==2.0.0 
-pandocfilters==1.5.1 
-parso==0.8.4 
-patsy==1.0.1 
-pexpect==4.9.0 
-pillow==9.5.0 
-platformdirs==4.3.8 
-plotly==5.14.1 
-polars==0.18.15 
-prometheus-client==0.22.1 
-prompt-toolkit==3.0.51 
-proto-plus==1.26.1 
-protobuf==5.29.1 
-psutil==7.0.0 
-ptyprocess==0.7.0 
-pure-eval==0.2.3 
-pyarrow==11.0.0 
-pyasn1-modules==0.3.0 
-pyasn1==0.5.0 
-pycparser==2.22 
-pydantic-core==2.23.4 
-pydantic==2.9.2 
-pygments==2.19.2 
-pynacl==1.5.0 
-pynndescent==0.5.13 
-pyparsing==3.0.9 
-python-dateutil==2.8.2 
-python-json-logger==3.3.0 
-python-slugify==8.0.4 
-pytorch-lightning==2.0.2 
-pytz==2023.3 
-pywin32==311 
-pywinpty==2.0.15 
-pyyaml==6.0 
-pyzmq==27.0.0 
-referencing==0.36.2 
-requests-oauthlib==1.3.1 
-requests==2.32.3 
-rfc3339-validator==0.1.4 
-rfc3986-validator==0.1.1 
-rfc3987-syntax==1.1.0 
-rich==14.0.0 
-rpds-py==0.26.0 
-rsa==4.9 
-scikit-learn==1.3.0 
-scipy==1.11.4 
-send2trash==1.8.3 
-sentry-sdk==2.33.0 
-setproctitle==1.3.6 
-setuptools==80.9.0 
-six==1.16.0 
-skorch==1.1.0 
-smmap==5.0.2 
-sniffio==1.3.1 
-soupsieve==2.7 
-stack-data==0.6.3 
-statsmodels==0.14.1 
-sympy==1.12 
-tabpfn==0.1.11 
-tabulate==0.9.0 
-tenacity==8.2.2 
-tensorboard-data-server==0.7.2 
-tensorboard==2.19.0 
-tensorflow-decision-forests==1.12.0 
-tensorflow-estimator==2.15.0 
-tensorflow-io-gcs-filesystem==0.34.0 
-tensorflow==2.19.0 
-termcolor==2.3.0 
-terminado==0.18.1 
-text-unidecode==1.3 
-tf-keras==2.19.0 
-threadpoolctl==3.1.0 
-tinycss2==1.4.0 
-tomli==2.2.1 
-torch==2.0.1 
-torchmetrics==0.11.4 
-tornado==6.5.1 
-tqdm==4.65.0 
-traitlets==5.14.3 
-treelite-runtime==3.9.1 
-treelite==3.9.1 
-types-python-dateutil==2.9.0.20250708 
-typing-extensions==4.6.3 
-tzdata==2023.3 
-umap-learn==0.5.7 
-uri-template==1.3.0 
-urllib3==1.26.19 
-wandb==0.19.11 
-wcwidth==0.2.13 
-webcolors==24.11.1 
-webencodings==0.5.1 
-websocket-client==1.8.0 
-werkzeug==2.3.4 
-wheel==0.45.1 
-widgetsnbextension==4.0.14 
-wrapt==1.14.1 
-wurlitzer==3.1.1 
-xgboost==1.7.5 
-yarl==1.9.2 
-ydf==0.13.0 
+absl-py==1.4.0
+aiohttp==3.8.4
+aiosignal==1.3.1
+annotated-types==0.7.0
+anyio==4.9.0
+appnope==0.1.4
+argon2-cffi-bindings==21.2.0
+argon2-cffi==25.1.0
+arrow==1.3.0
+asttokens==3.0.0
+astunparse==1.6.3
+async-lru==2.0.5
+async-timeout==4.0.2
+attrs==23.1.0
+babel==2.17.0
+beautifulsoup4==4.13.4
+bleach==6.2.0
+cachetools==5.3.1
+catboost==1.2
+certifi==2022.12.7
+cffi==1.17.1
+charset-normalizer==3.1.0
+click==8.1.3
+cloudpickle==2.2.1
+colorama==0.4.6
+comm==0.2.2
+contourpy==1.0.7
+cycler==0.11.0
+debugpy==1.8.15
+decorator==5.2.1
+defusedxml==0.7.1
+docker-pycreds==0.4.0
+eod==0.2.1
+exceptiongroup==1.3.0
+executing==2.2.0
+fastjsonschema==2.21.1
+fickling==0.0.4
+filelock==3.12.0
+flatbuffers==24.3.25
+fonttools==4.39.4
+fqdn==1.5.1
+frozenlist==1.3.3
+fsspec==2023.5.0
+gast==0.4.0
+gitdb==4.0.12
+gitpython==3.1.44
+google-api-core==2.25.1
+google-auth-oauthlib==1.0.0
+google-auth==2.19.1
+google-cloud-core==2.4.3
+google-cloud-storage==2.11.0
+google-crc32c==1.7.1
+google-pasta==0.2.0
+google-resumable-media==2.7.2
+googleapis-common-protos==1.70.0
+graphviz==0.20.1
+grpcio==1.54.2
+h11==0.16.0
+h5py==3.14.0
+httpcore==1.0.9
+httpx==0.28.1
+idna==3.4
+ipykernel==6.29.5
+ipython==8.37.0
+ipywidgets==8.1.7
+isoduration==20.11.0
+jax==0.4.11
+jedi==0.19.2
+jinja2==3.1.2
+joblib==1.3.2
+json5==0.12.0
+jsonpointer==3.0.0
+jsonschema-specifications==2025.4.1
+jsonschema==4.25.0
+jupyter-client==8.6.3
+jupyter-console==6.6.3
+jupyter-core==5.8.1
+jupyter-events==0.12.0
+jupyter-lsp==2.2.6
+jupyter-server-terminals==0.5.3
+jupyter-server==2.16.0
+jupyter==1.1.1
+jupyterlab-pygments==0.3.0
+jupyterlab-server==2.27.3
+jupyterlab-widgets==3.0.15
+jupyterlab==4.4.5
+kaggle==1.7.4.5
+keras==3.11.1
+kiwisolver==1.4.4
+lark==1.2.2
+libclang==16.0.0
+lightgbm==4.0.0
+lightning-utilities==0.8.0
+llvmlite==0.44.0
+markdown-it-py==3.0.0
+markdown==3.4.3
+markupsafe==2.1.3
+matplotlib-inline==0.1.7
+matplotlib==3.7.1
+mdurl==0.1.2
+mistune==3.1.3
+ml-dtypes==0.5.1
+mlxtend==0.23.1
+mpmath==1.3.0
+multidict==6.0.4
+namex==0.1.0
+nbclient==0.10.2
+nbconvert==7.16.6
+nbformat==5.10.4
+nest-asyncio==1.6.0
+networkx==3.1
+notebook-shim==0.2.4
+notebook==7.4.4
+numba==0.61.2
+numerai-tools==0.3.3
+numerapi==2.19.1
+numerbay==0.2.4
+numerblox==1.6.1
+numpy==1.26.4
+oauthlib==3.2.2
+onnx==1.17.0
+opt-einsum==3.3.0
+optree==0.17.0
+overrides==7.7.0
+packaging==23.1
+pandas==2.2.1
+pandocfilters==1.5.1
+parso==0.8.4
+patsy==1.0.1
+pexpect==4.9.0
+pillow==9.5.0
+platformdirs==4.3.8
+plotly==5.14.1
+polars==1.5.0
+prometheus-client==0.22.1
+prompt-toolkit==3.0.51
+proto-plus==1.26.1
+protobuf==5.29.1
+psutil==7.0.0
+ptyprocess==0.7.0
+pure-eval==0.2.3
+pyarrow==14.0.1
+pyasn1-modules==0.3.0
+pyasn1==0.5.0
+pycparser==2.22
+pydantic-core==2.23.4
+pydantic==2.9.2
+pygments==2.19.2
+pynacl==1.5.0
+pynndescent==0.5.13
+pyparsing==3.0.9
+python-dateutil==2.8.2
+python-json-logger==3.3.0
+python-slugify==8.0.4
+pytorch-lightning==2.0.2
+pytz==2023.3
+pywin32==311
+pywinpty==2.0.15
+pyyaml==6.0
+pyzmq==27.0.0
+referencing==0.36.2
+requests-oauthlib==1.3.1
+requests==2.32.3
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rfc3987-syntax==1.1.0
+rich==14.0.0
+rpds-py==0.26.0
+rsa==4.9
+scikit-learn==1.6.1
+scipy==1.11.4
+send2trash==1.8.3
+sentry-sdk==2.33.0
+setproctitle==1.3.6
+setuptools==80.9.0
+six==1.16.0
+skorch==1.1.0
+smmap==5.0.2
+sniffio==1.3.1
+soupsieve==2.7
+stack-data==0.6.3
+statsmodels==0.14.1
+sympy==1.12
+tabpfn==0.1.11
+tabulate==0.9.0
+tenacity==8.2.2
+tensorboard-data-server==0.7.2
+tensorboard==2.19.0
+tensorflow-decision-forests==1.12.0
+tensorflow-estimator==2.15.0
+tensorflow-io-gcs-filesystem==0.34.0
+tensorflow==2.19.0
+termcolor==2.3.0
+terminado==0.18.1
+text-unidecode==1.3
+tf-keras==2.19.0
+threadpoolctl==3.1.0
+tinycss2==1.4.0
+tomli==2.2.1
+torch==2.0.1
+torchmetrics==0.11.4
+tornado==6.5.1
+tqdm==4.66.1
+traitlets==5.14.3
+treelite-runtime==3.9.1
+treelite==3.9.1
+types-python-dateutil==2.9.0.20250708
+typing-extensions==4.6.3
+tzdata==2023.3
+umap-learn==0.5.7
+uri-template==1.3.0
+urllib3==1.26.19
+wandb==0.19.11
+wcwidth==0.2.13
+webcolors==24.11.1
+webencodings==0.5.1
+websocket-client==1.8.0
+werkzeug==3.0.3
+wheel==0.45.1
+widgetsnbextension==4.0.14
+wrapt==1.14.1
+wurlitzer==3.1.1
+xgboost==1.7.5
+yarl==1.9.2
+ydf==0.13.0
diff --git a/py3.11/poetry.lock b/py3.11/poetry.lock
index 5599682..1e1c473 100644
--- a/py3.11/poetry.lock
+++ b/py3.11/poetry.lock
@@ -26,98 +26,98 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.12.14"
+version = "3.12.15"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "aiohttp-3.12.14-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:906d5075b5ba0dd1c66fcaaf60eb09926a9fef3ca92d912d2a0bbdbecf8b1248"},
-    {file = "aiohttp-3.12.14-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c875bf6fc2fd1a572aba0e02ef4e7a63694778c5646cdbda346ee24e630d30fb"},
-    {file = "aiohttp-3.12.14-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fbb284d15c6a45fab030740049d03c0ecd60edad9cd23b211d7e11d3be8d56fd"},
-    {file = "aiohttp-3.12.14-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:38e360381e02e1a05d36b223ecab7bc4a6e7b5ab15760022dc92589ee1d4238c"},
-    {file = "aiohttp-3.12.14-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:aaf90137b5e5d84a53632ad95ebee5c9e3e7468f0aab92ba3f608adcb914fa95"},
-    {file = "aiohttp-3.12.14-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e532a25e4a0a2685fa295a31acf65e027fbe2bea7a4b02cdfbbba8a064577663"},
-    {file = "aiohttp-3.12.14-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:eab9762c4d1b08ae04a6c77474e6136da722e34fdc0e6d6eab5ee93ac29f35d1"},
-    {file = "aiohttp-3.12.14-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:abe53c3812b2899889a7fca763cdfaeee725f5be68ea89905e4275476ffd7e61"},
-    {file = "aiohttp-3.12.14-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5760909b7080aa2ec1d320baee90d03b21745573780a072b66ce633eb77a8656"},
-    {file = "aiohttp-3.12.14-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:02fcd3f69051467bbaa7f84d7ec3267478c7df18d68b2e28279116e29d18d4f3"},
-    {file = "aiohttp-3.12.14-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:4dcd1172cd6794884c33e504d3da3c35648b8be9bfa946942d353b939d5f1288"},
-    {file = "aiohttp-3.12.14-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:224d0da41355b942b43ad08101b1b41ce633a654128ee07e36d75133443adcda"},
-    {file = "aiohttp-3.12.14-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:e387668724f4d734e865c1776d841ed75b300ee61059aca0b05bce67061dcacc"},
-    {file = "aiohttp-3.12.14-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:dec9cde5b5a24171e0b0a4ca064b1414950904053fb77c707efd876a2da525d8"},
-    {file = "aiohttp-3.12.14-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:bbad68a2af4877cc103cd94af9160e45676fc6f0c14abb88e6e092b945c2c8e3"},
-    {file = "aiohttp-3.12.14-cp310-cp310-win32.whl", hash = "sha256:ee580cb7c00bd857b3039ebca03c4448e84700dc1322f860cf7a500a6f62630c"},
-    {file = "aiohttp-3.12.14-cp310-cp310-win_amd64.whl", hash = "sha256:cf4f05b8cea571e2ccc3ca744e35ead24992d90a72ca2cf7ab7a2efbac6716db"},
-    {file = "aiohttp-3.12.14-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:f4552ff7b18bcec18b60a90c6982049cdb9dac1dba48cf00b97934a06ce2e597"},
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 [package.dependencies]
@@ -148,6 +148,18 @@ files = [
 frozenlist = ">=1.1.0"
 typing-extensions = {version = ">=4.2", markers = "python_version < \"3.13\""}
 
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
 [[package]]
 name = "astunparse"
 version = "1.6.3"
@@ -196,6 +208,41 @@ docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphi
 tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
 
+[[package]]
+name = "backoff"
+version = "2.2.1"
+description = "Function decoration for backoff and retry"
+optional = false
+python-versions = ">=3.7,<4.0"
+groups = ["main"]
+files = [
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+]
+
+[[package]]
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+version = "4.14.0"
+description = "Screen-scraping library"
+optional = false
+python-versions = ">=3.7.0"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+soupsieve = ">1.2"
+typing-extensions = ">=4.0.0"
+
+[package.extras]
+cchardet = ["cchardet"]
+chardet = ["chardet"]
+charset-normalizer = ["charset-normalizer"]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
 [[package]]
 name = "cachetools"
 version = "5.5.2"
@@ -257,128 +304,212 @@ widget = ["ipython", "ipywidgets (>=7.0,<9.0)", "traitlets"]
 
 [[package]]
 name = "certifi"
-version = "2025.7.14"
+version = "2025.8.3"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 files = [
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+    {file = "certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407"},
 ]
 
+[[package]]
+name = "cffi"
+version = "2.0.0"
+description = "Foreign Function Interface for Python calling C code."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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 [package.dependencies]
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 ]
 
 [package.dependencies]
-numpy = ">=1.23"
+numpy = ">=1.25"
 
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["bokeh", "contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.15.0)", "types-Pillow"]
+mypy = ["bokeh", "contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.17.0)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
 
+[[package]]
+name = "curl-cffi"
+version = "0.13.0"
+description = "libcurl ffi bindings for Python, with impersonation support."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+]
+
+[package.dependencies]
+certifi = ">=2024.2.2"
+cffi = ">=1.12.0"
+
+[package.extras]
+build = ["cibuildwheel", "wheel"]
+dev = ["charset_normalizer (>=3.3.2,<4.0)", "coverage (>=6.4.1,<7.0)", "cryptography (>=42.0.5,<43.0)", "httpx (==0.23.1)", "mypy (>=1.9.0,<2.0)", "pytest (>=8.1.1,<9.0)", "pytest-asyncio (>=0.23.6,<1.0)", "pytest-trio (>=0.8.0,<1.0)", "ruff (>=0.3.5,<1.0)", "trio (>=0.25.0,<1.0)", "trustme (>=1.1.0,<2.0)", "typing_extensions", "uvicorn (>=0.29.0,<1.0)", "websockets (>=12.0,<13.0)"]
+extra = ["lxml_html_clean", "markdownify (>=1.1.0)", "readability-lxml (>=0.8.1)"]
+test = ["charset_normalizer (>=3.3.2,<4.0)", "cryptography (>=42.0.5,<43.0)", "fastapi (==0.110.0)", "httpx (==0.23.1)", "proxy.py (>=2.4.3,<3.0)", "pytest (>=8.1.1,<9.0)", "pytest-asyncio (>=0.23.6,<1.0)", "pytest-trio (>=0.8.0,<1.0)", "python-multipart (>=0.0.9,<1.0)", "trio (>=0.25.0,<1.0)", "trustme (>=1.1.0,<2.0)", "typing_extensions", "uvicorn (>=0.29.0,<1.0)", "websockets (>=12.0,<13.0)"]
+
 [[package]]
 name = "cycler"
 version = "0.12.1"
@@ -502,6 +678,18 @@ files = [
 docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
 tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
+[[package]]
+name = "distro"
+version = "1.9.0"
+description = "Distro - an OS platform information API"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
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+    {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
+]
+
 [[package]]
 name = "einops"
 version = "0.8.1"
@@ -514,6 +702,21 @@ files = [
     {file = "einops-0.8.1.tar.gz", hash = "sha256:de5d960a7a761225532e0f1959e5315ebeafc0cd43394732f103ca44b9837e84"},
 ]
 
+[[package]]
+name = "eval-type-backport"
+version = "0.2.2"
+description = "Like `typing._eval_type`, but lets older Python versions use newer typing features."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
+[package.extras]
+tests = ["pytest"]
+
 [[package]]
 name = "fickling"
 version = "0.1.4"
@@ -538,83 +741,94 @@ torch = ["torch (>=2.1.0)", "torchvision (>=0.16.1)"]
 
 [[package]]
 name = "filelock"
-version = "3.18.0"
+version = "3.19.1"
 description = "A platform independent file lock."
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 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
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-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
-
 [[package]]
 name = "flatbuffers"
-version = "25.2.10"
+version = "25.9.23"
 description = "The FlatBuffers serialization format for Python"
 optional = false
 python-versions = "*"
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 description = "Tools to manipulate font files"
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 python-versions = ">=3.9"
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 tool = ["click (>=6.0.0)"]
 
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 [[package]]
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 version = "0.2.0"
@@ -861,6 +1239,43 @@ files = [
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 six = "*"
 
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@@ -880,67 +1295,80 @@ test = ["coverage", "pytest (>=7,<8.1)", "pytest-cov", "pytest-mock (>=3)"]
 
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+typing-extensions = ">=4.12,<5.0"
+
 [package.extras]
-protobuf = ["grpcio-tools (>=1.73.1)"]
+protobuf = ["grpcio-tools (>=1.75.1)"]
 
 [[package]]
 name = "h5py"
@@ -983,21 +1411,21 @@ numpy = ">=1.19.3"
 
 [[package]]
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+version = "1.1.10"
 description = "Fast transfer of large files with the Hugging Face Hub."
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 python-versions = ">=3.8"
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 ]
 
 [package.extras]
@@ -1005,20 +1433,20 @@ tests = ["pytest"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.33.4"
+version = "0.35.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main"]
 files = [
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 [package.dependencies]
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 packaging = ">=20.9"
 pyyaml = ">=5.1"
 requests = "*"
@@ -1026,19 +1454,19 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
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 oauth = ["authlib (>=1.3.2)", "fastapi", "httpx", "itsdangerous"]
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 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
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 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
@@ -1059,66 +1487,72 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 
 [[package]]
 name = "jax"
-version = "0.6.2"
+version = "0.7.2"
 description = "Differentiate, compile, and transform Numpy code."
 optional = false
-python-versions = ">=3.10"
+python-versions = ">=3.11"
 groups = ["main"]
 files = [
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 [package.dependencies]
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+jaxlib = "0.7.2"
 ml_dtypes = ">=0.5.0"
-numpy = ">=1.26"
+numpy = ">=2.0"
 opt_einsum = "*"
-scipy = ">=1.12"
+scipy = ">=1.13"
 
 [package.extras]
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-cuda12-local = ["jax-cuda12-plugin (==0.6.2)", "jaxlib (==0.6.2)"]
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+cuda12 = ["jax-cuda12-plugin[with-cuda] (==0.7.2)", "jaxlib (==0.7.2)"]
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-tpu = ["jaxlib (==0.6.2)", "libtpu (==0.0.17.*)", "requests"]
+minimum-jaxlib = ["jaxlib (==0.7.2)"]
+rocm = ["jax-rocm60-plugin (==0.7.2)", "jaxlib (==0.7.2)"]
+tpu = ["jaxlib (==0.7.2)", "libtpu (==0.0.23)", "requests"]
 xprof = ["xprof"]
 
 [[package]]
 name = "jaxlib"
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+version = "0.7.2"
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 [[package]]
@@ -1310,14 +1765,14 @@ scikit-learn = ["scikit-learn (>=0.24.2)"]
 
 [[package]]
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+version = "0.15.2"
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 python-versions = ">=3.9"
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 [package.dependencies]
@@ -1326,9 +1781,9 @@ setuptools = "*"
 typing_extensions = "*"
 
 [package.extras]
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 docs = ["requests (>=2.0.0)"]
-typing = ["fire", "mypy (>=1.0.0)", "types-setuptools"]
+typing = ["mypy (>=1.0.0)", "types-setuptools"]
 
 [[package]]
 name = "llvmlite"
@@ -1363,14 +1818,14 @@ files = [
 
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 [package.extras]
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+version = "4.0.0"
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 [package.extras]
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 [package.dependencies]
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+optional = false
+python-versions = "*"
+groups = ["main"]
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 [[package]]
@@ -1759,14 +2284,14 @@ files = [
 
 [[package]]
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+version = "2.5.0"
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 python-versions = ">=3.9"
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 [package.extras]
@@ -1780,7 +2305,7 @@ polars = ["polars (>=0.20.4)"]
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 pyspark = ["pyspark (>=3.5.0)"]
 pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
-sqlframe = ["sqlframe (>=3.22.0)"]
+sqlframe = ["sqlframe (>=3.22.0,!=3.39.3)"]
 
 [[package]]
 name = "networkx"
@@ -1838,16 +2363,36 @@ files = [
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 numpy = ">=1.24,<2.3"
 
+[[package]]
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+
+[package.extras]
+dev = ["black", "isort", "mock", "pytest", "ruff"]
+
 [[package]]
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 [package.dependencies]
@@ -1855,18 +2400,17 @@ numpy = ">=2.0.0,<3.0.0"
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 scikit-learn = ">=1.5.0,<2.0.0"
 scipy = ">=1.13.0,<2.0.0"
-torch = "*"
 
 [[package]]
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 [package.dependencies]
@@ -1877,6 +2421,39 @@ pytz = "*"
 requests = "*"
 tqdm = ">=4.29.1"
 
+[[package]]
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+description = "Solid Numerai Pipelines"
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+
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+
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 version = "2.1.3"
@@ -1944,76 +2521,72 @@ files = [
 
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 ]
 
 [[package]]
 name = "nvidia-cuda-runtime-cu12"
-version = "12.6.77"
+version = "12.8.90"
 description = "CUDA Runtime native Libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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 ]
 
 [[package]]
 name = "nvidia-cudnn-cu12"
-version = "9.5.1.17"
+version = "9.10.2.21"
 description = "cuDNN runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_cudnn_cu12-9.10.2.21-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:c9132cc3f8958447b4910a1720036d9eff5928cc3179b0a51fb6d167c6cc87d8"},
+    {file = "nvidia_cudnn_cu12-9.10.2.21-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:949452be657fa16687d0930933f032835951ef0892b37d2d53824d1a84dc97a8"},
+    {file = "nvidia_cudnn_cu12-9.10.2.21-py3-none-win_amd64.whl", hash = "sha256:c6288de7d63e6cf62988f0923f96dc339cea362decb1bf5b3141883392a7d65e"},
 ]
 
 [package.dependencies]
@@ -2021,18 +2594,16 @@ nvidia-cublas-cu12 = "*"
 
 [[package]]
 name = "nvidia-cufft-cu12"
-version = "11.3.0.4"
+version = "11.3.3.83"
 description = "CUFFT native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_cufft_cu12-11.3.3.83-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:848ef7224d6305cdb2a4df928759dca7b1201874787083b6e7550dd6765ce69a"},
+    {file = "nvidia_cufft_cu12-11.3.3.83-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4d2dd21ec0b88cf61b62e6b43564355e5222e4a3fb394cac0db101f2dd0d4f74"},
+    {file = "nvidia_cufft_cu12-11.3.3.83-py3-none-win_amd64.whl", hash = "sha256:7a64a98ef2a7c47f905aaf8931b69a3a43f27c55530c698bb2ed7c75c0b42cb7"},
 ]
 
 [package.dependencies]
@@ -2040,47 +2611,43 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cufile-cu12"
-version = "1.11.1.6"
+version = "1.13.1.3"
 description = "cuFile GPUDirect libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_cufile_cu12-1.13.1.3-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1d069003be650e131b21c932ec3d8969c1715379251f8d23a1860554b1cb24fc"},
+    {file = "nvidia_cufile_cu12-1.13.1.3-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:4beb6d4cce47c1a0f1013d72e02b0994730359e17801d395bdcbf20cfb3bb00a"},
 ]
 
 [[package]]
 name = "nvidia-curand-cu12"
-version = "10.3.7.77"
+version = "10.3.9.90"
 description = "CURAND native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_curand_cu12-10.3.9.90-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:b32331d4f4df5d6eefa0554c565b626c7216f87a06a4f56fab27c3b68a830ec9"},
+    {file = "nvidia_curand_cu12-10.3.9.90-py3-none-win_amd64.whl", hash = "sha256:f149a8ca457277da854f89cf282d6ef43176861926c7ac85b2a0fbd237c587ec"},
 ]
 
 [[package]]
 name = "nvidia-cusolver-cu12"
-version = "11.7.1.2"
+version = "11.7.3.90"
 description = "CUDA solver native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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-    {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:dbbe4fc38ec1289c7e5230e16248365e375c3673c9c8bac5796e2e20db07f56e"},
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+    {file = "nvidia_cusolver_cu12-11.7.3.90-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:db9ed69dbef9715071232caa9b69c52ac7de3a95773c2db65bdba85916e4e5c0"},
+    {file = "nvidia_cusolver_cu12-11.7.3.90-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:4376c11ad263152bd50ea295c05370360776f8c3427b30991df774f9fb26c450"},
+    {file = "nvidia_cusolver_cu12-11.7.3.90-py3-none-win_amd64.whl", hash = "sha256:4a550db115fcabc4d495eb7d39ac8b58d4ab5d8e63274d3754df1c0ad6a22d34"},
 ]
 
 [package.dependencies]
@@ -2090,18 +2657,16 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cusparse-cu12"
-version = "12.5.4.2"
+version = "12.5.8.93"
 description = "CUSPARSE native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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-    {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7556d9eca156e18184b94947ade0fba5bb47d69cec46bf8660fd2c71a4b48b73"},
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+    {file = "nvidia_cusparse_cu12-12.5.8.93-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:9b6c161cb130be1a07a27ea6923df8141f3c295852f4b260c65f18f3e0a091dc"},
+    {file = "nvidia_cusparse_cu12-12.5.8.93-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1ec05d76bbbd8b61b06a80e1eaf8cf4959c3d4ce8e711b65ebd0443bb0ebb13b"},
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 ]
 
 [package.dependencies]
@@ -2109,59 +2674,57 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cusparselt-cu12"
-version = "0.6.3"
+version = "0.7.1"
 description = "NVIDIA cuSPARSELt"
 optional = false
 python-versions = "*"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_cusparselt_cu12-0.7.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f1bb701d6b930d5a7cea44c19ceb973311500847f81b634d802b7b539dc55623"},
+    {file = "nvidia_cusparselt_cu12-0.7.1-py3-none-win_amd64.whl", hash = "sha256:f67fbb5831940ec829c9117b7f33807db9f9678dc2a617fbe781cac17b4e1075"},
 ]
 
 [[package]]
 name = "nvidia-nccl-cu12"
-version = "2.26.2"
+version = "2.27.3"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine != \"aarch64\""
 files = [
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+    {file = "nvidia_nccl_cu12-2.27.3-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:9ddf1a245abc36c550870f26d537a9b6087fb2e2e3d6e0ef03374c6fd19d984f"},
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 ]
 
 [[package]]
 name = "nvidia-nvjitlink-cu12"
-version = "12.6.85"
+version = "12.8.93"
 description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_nvjitlink_cu12-12.8.93-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:81ff63371a7ebd6e6451970684f916be2eab07321b73c9d244dc2b4da7f73b88"},
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 ]
 
 [[package]]
 name = "nvidia-nvtx-cu12"
-version = "12.6.77"
+version = "12.8.90"
 description = "NVIDIA Tools Extension"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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 [package.extras]
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 ]
 
 [package.dependencies]
@@ -2431,6 +3016,25 @@ sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-d
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.9.2)"]
 
+[[package]]
+name = "pandas-ta-classic"
+version = "0.3.14b2"
+description = "An easy to use Python 3 Pandas Extension with 130+ Technical Analysis Indicators. Can be called from a Pandas DataFrame or standalone like TA-Lib. Correlation tested with TA-Lib. This is the classic/community maintained version."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "pandas_ta_classic-0.3.14b2-py3-none-any.whl", hash = "sha256:1945a2d4429819cbe5a3e59a66650a2fa08d4082bce76a1698baaa3d6a0a644d"},
+]
+
+[package.dependencies]
+numpy = ">=2.0.0"
+pandas = ">=2.0.0"
+
+[package.extras]
+dev = ["alphaVantage-api", "matplotlib", "mplfinance", "scipy", "sklearn", "statsmodels", "stochastic", "talib", "tqdm", "vectorbt", "yfinance"]
+test = ["ta-lib"]
+
 [[package]]
 name = "patsy"
 version = "1.0.1"
@@ -2449,6 +3053,17 @@ numpy = ">=1.4"
 [package.extras]
 test = ["pytest", "pytest-cov", "scipy"]
 
+[[package]]
+name = "peewee"
+version = "3.18.2"
+description = "a little orm"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+]
+
 [[package]]
 name = "pillow"
 version = "11.3.0"
@@ -2574,16 +3189,33 @@ tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "ole
 typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
+[[package]]
+name = "platformdirs"
+version = "4.4.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.extras]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.14.1)"]
+
 [[package]]
 name = "plotly"
-version = "6.2.0"
+version = "6.3.0"
 description = "An open-source interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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+    {file = "plotly-6.3.0-py3-none-any.whl", hash = "sha256:7ad806edce9d3cdd882eaebaf97c0c9e252043ed1ed3d382c3e3520ec07806d4"},
+    {file = "plotly-6.3.0.tar.gz", hash = "sha256:8840a184d18ccae0f9189c2b9a2943923fd5cae7717b723f36eef78f444e5a73"},
 ]
 
 [package.dependencies]
@@ -2600,19 +3232,19 @@ kaleido = ["kaleido (>=1.0.0)"]
 
 [[package]]
 name = "polars"
-version = "1.31.0"
+version = "1.33.1"
 description = "Blazingly fast DataFrame library"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "polars-1.33.1-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:3881c444b0f14778ba94232f077a709d435977879c1b7d7bd566b55bd1830bb5"},
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+    {file = "polars-1.33.1-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:444940646e76342abaa47f126c70e3e40b56e8e02a9e89e5c5d1c24b086db58a"},
+    {file = "polars-1.33.1-cp39-abi3-manylinux_2_24_aarch64.whl", hash = "sha256:094a37d06789286649f654f229ec4efb9376630645ba8963b70cb9c0b008b3e1"},
+    {file = "polars-1.33.1-cp39-abi3-win_amd64.whl", hash = "sha256:c9781c704432a2276a185ee25898aa427f39a904fbe8fde4ae779596cdbd7a9e"},
+    {file = "polars-1.33.1-cp39-abi3-win_arm64.whl", hash = "sha256:c3cfddb3b78eae01a218222bdba8048529fef7e14889a71e33a5198644427642"},
+    {file = "polars-1.33.1.tar.gz", hash = "sha256:fa3fdc34eab52a71498264d6ff9b0aa6955eb4b0ae8add5d3cb43e4b84644007"},
 ]
 
 [package.extras]
@@ -2642,6 +3274,31 @@ timezone = ["tzdata ; platform_system == \"Windows\""]
 xlsx2csv = ["xlsx2csv (>=0.8.0)"]
 xlsxwriter = ["xlsxwriter"]
 
+[[package]]
+name = "posthog"
+version = "6.7.6"
+description = "Integrate PostHog into any python application."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "posthog-6.7.6-py3-none-any.whl", hash = "sha256:b09a7e65a042ec416c28874b397d3accae412a80a8b0ef3fa686fbffc99e4d4b"},
+    {file = "posthog-6.7.6.tar.gz", hash = "sha256:ee5c5ad04b857d96d9b7a4f715e23916a2f206bfcf25e5a9d328a3d27664b0d3"},
+]
+
+[package.dependencies]
+backoff = ">=1.10.0"
+distro = ">=1.5.0"
+python-dateutil = ">=2.2"
+requests = ">=2.7,<3.0"
+six = ">=1.5"
+typing-extensions = ">=4.2.0"
+
+[package.extras]
+dev = ["django-stubs", "lxml", "mypy", "mypy-baseline", "packaging", "pre-commit", "pydantic", "ruff", "setuptools", "tomli", "tomli_w", "twine", "types-mock", "types-python-dateutil", "types-requests", "types-setuptools", "types-six", "wheel"]
+langchain = ["langchain (>=0.2.0)"]
+test = ["anthropic", "coverage", "django", "freezegun (==1.5.1)", "google-genai", "langchain-anthropic (>=0.3.15)", "langchain-community (>=0.3.25)", "langchain-core (>=0.3.65)", "langchain-openai (>=0.3.22)", "langgraph (>=0.4.8)", "mock (>=2.0.0)", "openai", "parameterized (>=0.8.1)", "pydantic", "pytest", "pytest-asyncio", "pytest-timeout"]
+
 [[package]]
 name = "propcache"
 version = "0.3.2"
@@ -2750,6 +3407,24 @@ files = [
     {file = "propcache-0.3.2.tar.gz", hash = "sha256:20d7d62e4e7ef05f221e0db2856b979540686342e7dd9973b815599c7057e168"},
 ]
 
+[[package]]
+name = "proto-plus"
+version = "1.26.1"
+description = "Beautiful, Pythonic protocol buffers"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "proto_plus-1.26.1-py3-none-any.whl", hash = "sha256:13285478c2dcf2abb829db158e1047e2f1e8d63a077d94263c2b88b043c75a66"},
+    {file = "proto_plus-1.26.1.tar.gz", hash = "sha256:21a515a4c4c0088a773899e23c7bbade3d18f9c66c73edd4c7ee3816bc96a012"},
+]
+
+[package.dependencies]
+protobuf = ">=3.19.0,<7.0.0"
+
+[package.extras]
+testing = ["google-api-core (>=1.31.5)"]
+
 [[package]]
 name = "protobuf"
 version = "5.29.5"
@@ -2854,6 +3529,177 @@ files = [
 [package.dependencies]
 pyasn1 = ">=0.6.1,<0.7.0"
 
+[[package]]
+name = "pycparser"
+version = "2.23"
+description = "C parser in Python"
+optional = false
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@@ -2899,36 +3745,51 @@ files = [
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@@ -3188,7 +4086,7 @@ numpy = ">=1.25.2,<2.6"
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 [[package]]
 name = "setuptools"
@@ -3225,14 +4123,14 @@ files = [
 
 [[package]]
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-version = "1.1.0"
+version = "1.2.0"
 description = "scikit-learn compatible neural network library for pytorch"
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 python-versions = ">=3.9"
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+test = ["flaky", "pytest (>=3.4)", "pytest-cov"]
+
+[[package]]
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+version = "2.8"
+description = "A modern CSS selector implementation for Beautiful Soup."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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 [[package]]
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 name = "tabulate"
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 [package.dependencies]
@@ -3633,38 +4576,39 @@ filelock = "*"
 fsspec = "*"
 jinja2 = "*"
 networkx = "*"
-nvidia-cublas-cu12 = {version = "12.6.4.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-cupti-cu12 = {version = "12.6.80", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-nvrtc-cu12 = {version = "12.6.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-runtime-cu12 = {version = "12.6.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cudnn-cu12 = {version = "9.5.1.17", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cufft-cu12 = {version = "11.3.0.4", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cufile-cu12 = {version = "1.11.1.6", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-curand-cu12 = {version = "10.3.7.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cusolver-cu12 = {version = "11.7.1.2", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cusparse-cu12 = {version = "12.5.4.2", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cusparselt-cu12 = {version = "0.6.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nccl-cu12 = {version = "2.26.2", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nvjitlink-cu12 = {version = "12.6.85", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nvtx-cu12 = {version = "12.6.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cublas-cu12 = {version = "12.8.4.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-cupti-cu12 = {version = "12.8.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-nvrtc-cu12 = {version = "12.8.93", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-runtime-cu12 = {version = "12.8.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cudnn-cu12 = {version = "9.10.2.21", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cufft-cu12 = {version = "11.3.3.83", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cufile-cu12 = {version = "1.13.1.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-curand-cu12 = {version = "10.3.9.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusolver-cu12 = {version = "11.7.3.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparse-cu12 = {version = "12.5.8.93", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparselt-cu12 = {version = "0.7.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nccl-cu12 = {version = "2.27.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvjitlink-cu12 = {version = "12.8.93", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvtx-cu12 = {version = "12.8.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 sympy = ">=1.13.3"
-triton = {version = "3.3.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+triton = {version = "3.4.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 typing-extensions = ">=4.10.0"
 
 [package.extras]
 opt-einsum = ["opt-einsum (>=3.3)"]
 optree = ["optree (>=0.13.0)"]
+pyyaml = ["pyyaml"]
 
 [[package]]
 name = "torchmetrics"
-version = "1.7.4"
+version = "1.8.2"
 description = "PyTorch native Metrics"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "torchmetrics-1.7.4-py3-none-any.whl", hash = "sha256:9298ad0e893b0cf2956bee95b0f7eecdc65205ab84ddb4f6762eff157c240518"},
-    {file = "torchmetrics-1.7.4.tar.gz", hash = "sha256:506a1a5c7c304cd77ba323ca4b009e46b814fd2be9dcf0f4ccc2e5c0f5b4b0c1"},
+    {file = "torchmetrics-1.8.2-py3-none-any.whl", hash = "sha256:08382fd96b923e39e904c4d570f3d49e2cc71ccabd2a94e0f895d1f0dac86242"},
+    {file = "torchmetrics-1.8.2.tar.gz", hash = "sha256:cf64a901036bf107f17a524009eea7781c9c5315d130713aeca5747a686fe7a5"},
 ]
 
 [package.dependencies]
@@ -3674,15 +4618,16 @@ packaging = ">17.1"
 torch = ">=2.0.0"
 
 [package.extras]
-all = ["SciencePlots (>=2.0.0)", "einops (>=0.7.0)", "gammatone (>=1.0.0)", "ipadic (>=1.0.0)", "librosa (>=0.10.0)", "matplotlib (>=3.6.0)", "mecab-python3 (>=1.0.6)", "mypy (==1.16.1)", "nltk (>3.8.1)", "onnxruntime (>=1.12.0)", "pesq (>=0.0.4)", "piq (<=0.8.0)", "pycocotools (>2.0.0)", "pystoi (>=0.4.0)", "regex (>=2021.9.24)", "requests (>=2.19.0)", "scipy (>1.0.0)", "sentencepiece (>=0.2.0)", "timm (>=0.9.0)", "torch (==2.7.1)", "torch-fidelity (<=0.4.0)", "torch_linear_assignment (>=0.0.2)", "torchaudio (>=2.0.1)", "torchvision (>=0.15.1)", "torchvision (>=0.15.1)", "tqdm (<4.68.0)", "transformers (>=4.43.0)", "transformers (>=4.43.0)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+all = ["SciencePlots (>=2.0.0)", "einops (>=0.7.0)", "einops (>=0.7.0)", "gammatone (>=1.0.0)", "ipadic (>=1.0.0)", "librosa (>=0.10.0)", "matplotlib (>=3.6.0)", "mecab-python3 (>=1.0.6)", "mypy (==1.17.1)", "nltk (>3.8.1)", "onnxruntime (>=1.12.0)", "pesq (>=0.0.4)", "piq (<=0.8.0)", "pycocotools (>2.0.0)", "pystoi (>=0.4.0)", "regex (>=2021.9.24)", "requests (>=2.19.0)", "scipy (>1.0.0)", "sentencepiece (>=0.2.0)", "timm (>=0.9.0)", "torch (==2.8.0)", "torch-fidelity (<=0.4.0)", "torch_linear_assignment (>=0.0.2)", "torchaudio (>=2.0.1)", "torchvision (>=0.15.1)", "torchvision (>=0.15.1)", "tqdm (<4.68.0)", "transformers (>=4.43.0)", "transformers (>=4.43.0)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate", "vmaf-torch (>=1.1.0)"]
 audio = ["gammatone (>=1.0.0)", "librosa (>=0.10.0)", "onnxruntime (>=1.12.0)", "pesq (>=0.0.4)", "pystoi (>=0.4.0)", "requests (>=2.19.0)", "torchaudio (>=2.0.1)"]
 clustering = ["torch_linear_assignment (>=0.0.2)"]
 detection = ["pycocotools (>2.0.0)", "torchvision (>=0.15.1)"]
-dev = ["PyTDC (==0.4.1) ; python_version < \"3.10\" or platform_system == \"Windows\" and python_version < \"3.12\"", "SciencePlots (>=2.0.0)", "aeon (>=1.0.0) ; python_version > \"3.10\"", "bert_score (==0.3.13)", "dists-pytorch (==0.1)", "dython (==0.7.9)", "einops (>=0.7.0)", "fairlearn", "fast-bss-eval (>=0.1.0)", "faster-coco-eval (>=1.6.3)", "gammatone (>=1.0.0)", "huggingface-hub (<0.34)", "ipadic (>=1.0.0)", "jiwer (>=2.3.0)", "kornia (>=0.6.7)", "librosa (>=0.10.0)", "lpips (<=0.1.4)", "matplotlib (>=3.6.0)", "mecab-ko (>=1.0.0,<1.1.0) ; python_version < \"3.12\"", "mecab-ko-dic (>=1.0.0) ; python_version < \"3.12\"", "mecab-python3 (>=1.0.6)", "mir-eval (>=0.6)", "monai (==1.4.0)", "mypy (==1.16.1)", "netcal (>1.0.0)", "nltk (>3.8.1)", "numpy (<2.4.0)", "onnxruntime (>=1.12.0)", "pandas (>1.4.0)", "permetrics (==2.0.0)", "pesq (>=0.0.4)", "piq (<=0.8.0)", "pycocotools (>2.0.0)", "pystoi (>=0.4.0)", "pytorch-msssim (==1.0.0)", "regex (>=2021.9.24)", "requests (>=2.19.0)", "rouge-score (>0.1.0)", "sacrebleu (>=2.3.0)", "scikit-image (>=0.19.0)", "scipy (>1.0.0)", "scipy (>1.0.0)", "sentencepiece (>=0.2.0)", "sewar (>=0.4.4)", "statsmodels (>0.13.5)", "timm (>=0.9.0)", "torch (==2.7.1)", "torch-fidelity (<=0.4.0)", "torch_complex (<0.5.0)", "torch_linear_assignment (>=0.0.2)", "torchaudio (>=2.0.1)", "torchvision (>=0.15.1)", "torchvision (>=0.15.1)", "tqdm (<4.68.0)", "transformers (>=4.43.0)", "transformers (>=4.43.0)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+dev = ["PyTDC (==0.4.1) ; python_version < \"3.10\" or platform_system == \"Windows\" and python_version < \"3.12\"", "SciencePlots (>=2.0.0)", "aeon (>=1.0.0) ; python_version > \"3.10\"", "bert_score (==0.3.13)", "dists-pytorch (==0.1)", "dython (==0.7.9)", "einops (>=0.7.0)", "einops (>=0.7.0)", "fairlearn", "fast-bss-eval (>=0.1.0)", "faster-coco-eval (>=1.6.3)", "gammatone (>=1.0.0)", "huggingface-hub (<0.35)", "ipadic (>=1.0.0)", "jiwer (>=2.3.0)", "kornia (>=0.6.7)", "librosa (>=0.10.0)", "lpips (<=0.1.4)", "matplotlib (>=3.6.0)", "mecab-ko (>=1.0.0,<1.1.0) ; python_version < \"3.12\"", "mecab-ko-dic (>=1.0.0) ; python_version < \"3.12\"", "mecab-python3 (>=1.0.6)", "mir-eval (>=0.6)", "monai (==1.4.0)", "mypy (==1.17.1)", "netcal (>1.0.0)", "nltk (>3.8.1)", "numpy (<2.4.0)", "onnxruntime (>=1.12.0)", "pandas (>1.4.0)", "permetrics (==2.0.0)", "pesq (>=0.0.4)", "piq (<=0.8.0)", "properscoring (==0.1)", "pycocotools (>2.0.0)", "pystoi (>=0.4.0)", "pytorch-msssim (==1.0.0)", "regex (>=2021.9.24)", "requests (>=2.19.0)", "rouge-score (>0.1.0)", "sacrebleu (>=2.3.0)", "scikit-image (>=0.19.0)", "scipy (>1.0.0)", "scipy (>1.0.0)", "sentencepiece (>=0.2.0)", "sewar (>=0.4.4)", "statsmodels (>0.13.5)", "timm (>=0.9.0)", "torch (==2.8.0)", "torch-fidelity (<=0.4.0)", "torch_complex (<0.5.0)", "torch_linear_assignment (>=0.0.2)", "torchaudio (>=2.0.1)", "torchvision (>=0.15.1)", "torchvision (>=0.15.1)", "tqdm (<4.68.0)", "transformers (>=4.43.0)", "transformers (>=4.43.0)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate", "vmaf-torch (>=1.1.0)"]
 image = ["scipy (>1.0.0)", "torch-fidelity (<=0.4.0)", "torchvision (>=0.15.1)"]
 multimodal = ["einops (>=0.7.0)", "piq (<=0.8.0)", "timm (>=0.9.0)", "transformers (>=4.43.0)"]
 text = ["ipadic (>=1.0.0)", "mecab-python3 (>=1.0.6)", "nltk (>3.8.1)", "regex (>=2021.9.24)", "sentencepiece (>=0.2.0)", "tqdm (<4.68.0)", "transformers (>=4.43.0)"]
-typing = ["mypy (==1.16.1)", "torch (==2.7.1)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+typing = ["mypy (==1.17.1)", "torch (==2.8.0)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+video = ["einops (>=0.7.0)", "vmaf-torch (>=1.1.0)"]
 visual = ["SciencePlots (>=2.0.0)", "matplotlib (>=3.6.0)"]
 
 [[package]]
@@ -3753,41 +4698,56 @@ scipy = "*"
 
 [[package]]
 name = "triton"
-version = "3.3.1"
+version = "3.4.0"
 description = "A language and compiler for custom Deep Learning operations"
 optional = false
-python-versions = "*"
+python-versions = "<3.14,>=3.9"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
-    {file = "triton-3.3.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b74db445b1c562844d3cfad6e9679c72e93fdfb1a90a24052b03bb5c49d1242e"},
-    {file = "triton-3.3.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b31e3aa26f8cb3cc5bf4e187bf737cbacf17311e1112b781d4a059353dfd731b"},
-    {file = "triton-3.3.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9999e83aba21e1a78c1f36f21bce621b77bcaa530277a50484a7cb4a822f6e43"},
-    {file = "triton-3.3.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b89d846b5a4198317fec27a5d3a609ea96b6d557ff44b56c23176546023c4240"},
-    {file = "triton-3.3.1-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a3198adb9d78b77818a5388bff89fa72ff36f9da0bc689db2f0a651a67ce6a42"},
-    {file = "triton-3.3.1-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f6139aeb04a146b0b8e0fbbd89ad1e65861c57cfed881f21d62d3cb94a36bab7"},
+    {file = "triton-3.4.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7ff2785de9bc02f500e085420273bb5cc9c9bb767584a4aa28d6e360cec70128"},
+    {file = "triton-3.4.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7b70f5e6a41e52e48cfc087436c8a28c17ff98db369447bcaff3b887a3ab4467"},
+    {file = "triton-3.4.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:31c1d84a5c0ec2c0f8e8a072d7fd150cab84a9c239eaddc6706c081bfae4eb04"},
+    {file = "triton-3.4.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:00be2964616f4c619193cb0d1b29a99bd4b001d7dc333816073f92cf2a8ccdeb"},
+    {file = "triton-3.4.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7936b18a3499ed62059414d7df563e6c163c5e16c3773678a3ee3d417865035d"},
+    {file = "triton-3.4.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:98e5c1442eaeabae2e2452ae765801bd53cd4ce873cab0d1bdd59a32ab2d9397"},
 ]
 
 [package.dependencies]
 setuptools = ">=40.8.0"
 
 [package.extras]
-build = ["cmake (>=3.20)", "lit"]
+build = ["cmake (>=3.20,<4.0)", "lit"]
 tests = ["autopep8", "isort", "llnl-hatchet", "numpy", "pytest", "pytest-forked", "pytest-xdist", "scipy (>=1.7.1)"]
 tutorials = ["matplotlib", "pandas", "tabulate"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.14.1"
+version = "4.15.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"},
-    {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"},
+    {file = "typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"},
+    {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
 ]
 
+[[package]]
+name = "typing-inspection"
+version = "0.4.1"
+description = "Runtime typing introspection tools"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51"},
+    {file = "typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.12.0"
+
 [[package]]
 name = "tzdata"
 version = "2025.2"
@@ -3818,6 +4778,85 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "websockets"
+version = "15.0.1"
+description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d63efaa0cd96cf0c5fe4d581521d9fa87744540d4bc999ae6e08595a1014b45b"},
+    {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ac60e3b188ec7574cb761b08d50fcedf9d77f1530352db4eef1707fe9dee7205"},
+    {file = "websockets-15.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5756779642579d902eed757b21b0164cd6fe338506a8083eb58af5c372e39d9a"},
+    {file = "websockets-15.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0fdfe3e2a29e4db3659dbd5bbf04560cea53dd9610273917799f1cde46aa725e"},
+    {file = "websockets-15.0.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4c2529b320eb9e35af0fa3016c187dffb84a3ecc572bcee7c3ce302bfeba52bf"},
+    {file = "websockets-15.0.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ac1e5c9054fe23226fb11e05a6e630837f074174c4c2f0fe442996112a6de4fb"},
+    {file = "websockets-15.0.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:5df592cd503496351d6dc14f7cdad49f268d8e618f80dce0cd5a36b93c3fc08d"},
+    {file = "websockets-15.0.1-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:0a34631031a8f05657e8e90903e656959234f3a04552259458aac0b0f9ae6fd9"},
+    {file = "websockets-15.0.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:3d00075aa65772e7ce9e990cab3ff1de702aa09be3940d1dc88d5abf1ab8a09c"},
+    {file = "websockets-15.0.1-cp310-cp310-win32.whl", hash = "sha256:1234d4ef35db82f5446dca8e35a7da7964d02c127b095e172e54397fb6a6c256"},
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 ]
 
 [[package]]
@@ -3954,20 +4995,20 @@ files = [
 
 [[package]]
 name = "xgboost"
-version = "3.0.2"
+version = "3.0.5"
 description = "XGBoost Python Package"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -4131,7 +5172,37 @@ protobuf = ">=5.29.1,<7.0.0"
 [package.extras]
 pandas = ["pandas"]
 
+[[package]]
+name = "yfinance"
+version = "0.2.66"
+description = "Download market data from Yahoo! Finance API"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+curl_cffi = ">=0.7"
+frozendict = ">=2.3.4"
+multitasking = ">=0.0.7"
+numpy = ">=1.16.5"
+pandas = ">=1.3.0"
+peewee = ">=3.16.2"
+platformdirs = ">=2.0.0"
+protobuf = ">=3.19.0"
+pytz = ">=2022.5"
+requests = ">=2.31"
+websockets = ">=13.0"
+
+[package.extras]
+nospam = ["requests_cache (>=1.0)", "requests_ratelimiter (>=0.3.1)"]
+repair = ["scipy (>=1.6.3)"]
+
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11.13,<3.12"
-content-hash = "c893ddd1076eaf8b656d7a876a89cc0e653cb41ec5bbbad61899e168674e5b82"
+content-hash = "f5406b316b616a0c3cffadd4273573e0c37fa61e3648c2fbf3e0a9a4b236d6da"
diff --git a/py3.11/pyproject.toml b/py3.11/pyproject.toml
index da9c3e3..81b647e 100644
--- a/py3.11/pyproject.toml
+++ b/py3.11/pyproject.toml
@@ -47,6 +47,7 @@ dependencies = [
   "multidict>=6.6.3,<7.0.0",
   "networkx>=3.5,<4.0.0",
   "numerapi>=2.20.7,<3.0.0",
+  "numerblox>=1.6.1,<2.0.0",
   "numerai-tools (>=0.4.0,<0.5.0)",
   "numpy (>=2.0.0,<3.0.0)",
   "oauthlib>=3.3.1,<4.0.0",
diff --git a/py3.11/requirements.txt b/py3.11/requirements.txt
index 31eeeb9..13c0ce0 100644
--- a/py3.11/requirements.txt
+++ b/py3.11/requirements.txt
@@ -56,6 +56,7 @@ networkx==3.5
 numba==0.61.2
 numerai-tools==0.4.0
 numerapi==2.20.7
+numerblox==1.6.1
 numpy==2.1.3
 nvidia-cublas-cu12==12.6.4.1
 nvidia-cuda-cupti-cu12==12.6.80
diff --git a/py3.12/poetry.lock b/py3.12/poetry.lock
index f3acbd1..d05112a 100644
--- a/py3.12/poetry.lock
+++ b/py3.12/poetry.lock
@@ -26,98 +26,98 @@ files = [
 
 [[package]]
 name = "aiohttp"
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 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
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 [package.dependencies]
@@ -148,6 +148,18 @@ files = [
 frozenlist = ">=1.1.0"
 typing-extensions = {version = ">=4.2", markers = "python_version < \"3.13\""}
 
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
 [[package]]
 name = "astunparse"
 version = "1.6.3"
@@ -196,6 +208,41 @@ docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphi
 tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
 
+[[package]]
+name = "backoff"
+version = "2.2.1"
+description = "Function decoration for backoff and retry"
+optional = false
+python-versions = ">=3.7,<4.0"
+groups = ["main"]
+files = [
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+]
+
+[[package]]
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+version = "4.14.0"
+description = "Screen-scraping library"
+optional = false
+python-versions = ">=3.7.0"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+soupsieve = ">1.2"
+typing-extensions = ">=4.0.0"
+
+[package.extras]
+cchardet = ["cchardet"]
+chardet = ["chardet"]
+charset-normalizer = ["charset-normalizer"]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
 [[package]]
 name = "cachetools"
 version = "5.5.2"
@@ -257,128 +304,212 @@ widget = ["ipython", "ipywidgets (>=7.0,<9.0)", "traitlets"]
 
 [[package]]
 name = "certifi"
-version = "2025.7.14"
+version = "2025.8.3"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
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+]
+
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+name = "cffi"
+version = "2.0.0"
+description = "Foreign Function Interface for Python calling C code."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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 [package.dependencies]
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 ]
 
 [package.dependencies]
-numpy = ">=1.23"
+numpy = ">=1.25"
 
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["bokeh", "contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.15.0)", "types-Pillow"]
+mypy = ["bokeh", "contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.17.0)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
 
+[[package]]
+name = "curl-cffi"
+version = "0.13.0"
+description = "libcurl ffi bindings for Python, with impersonation support."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+certifi = ">=2024.2.2"
+cffi = ">=1.12.0"
+
+[package.extras]
+build = ["cibuildwheel", "wheel"]
+dev = ["charset_normalizer (>=3.3.2,<4.0)", "coverage (>=6.4.1,<7.0)", "cryptography (>=42.0.5,<43.0)", "httpx (==0.23.1)", "mypy (>=1.9.0,<2.0)", "pytest (>=8.1.1,<9.0)", "pytest-asyncio (>=0.23.6,<1.0)", "pytest-trio (>=0.8.0,<1.0)", "ruff (>=0.3.5,<1.0)", "trio (>=0.25.0,<1.0)", "trustme (>=1.1.0,<2.0)", "typing_extensions", "uvicorn (>=0.29.0,<1.0)", "websockets (>=12.0,<13.0)"]
+extra = ["lxml_html_clean", "markdownify (>=1.1.0)", "readability-lxml (>=0.8.1)"]
+test = ["charset_normalizer (>=3.3.2,<4.0)", "cryptography (>=42.0.5,<43.0)", "fastapi (==0.110.0)", "httpx (==0.23.1)", "proxy.py (>=2.4.3,<3.0)", "pytest (>=8.1.1,<9.0)", "pytest-asyncio (>=0.23.6,<1.0)", "pytest-trio (>=0.8.0,<1.0)", "python-multipart (>=0.0.9,<1.0)", "trio (>=0.25.0,<1.0)", "trustme (>=1.1.0,<2.0)", "typing_extensions", "uvicorn (>=0.29.0,<1.0)", "websockets (>=12.0,<13.0)"]
+
 [[package]]
 name = "cycler"
 version = "0.12.1"
@@ -502,6 +678,18 @@ files = [
 docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
 tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
+[[package]]
+name = "distro"
+version = "1.9.0"
+description = "Distro - an OS platform information API"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
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+    {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
+]
+
 [[package]]
 name = "einops"
 version = "0.8.1"
@@ -514,6 +702,21 @@ files = [
     {file = "einops-0.8.1.tar.gz", hash = "sha256:de5d960a7a761225532e0f1959e5315ebeafc0cd43394732f103ca44b9837e84"},
 ]
 
+[[package]]
+name = "eval-type-backport"
+version = "0.2.2"
+description = "Like `typing._eval_type`, but lets older Python versions use newer typing features."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
+[package.extras]
+tests = ["pytest"]
+
 [[package]]
 name = "fickling"
 version = "0.1.4"
@@ -538,83 +741,94 @@ torch = ["torch (>=2.1.0)", "torchvision (>=0.16.1)"]
 
 [[package]]
 name = "filelock"
-version = "3.18.0"
+version = "3.19.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
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-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
-
 [[package]]
 name = "flatbuffers"
-version = "25.2.10"
+version = "25.9.23"
 description = "The FlatBuffers serialization format for Python"
 optional = false
 python-versions = "*"
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-version = "4.59.0"
+version = "4.60.0"
 description = "Tools to manipulate font files"
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 python-versions = ">=3.9"
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 [[package]]
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@@ -746,14 +1009,14 @@ files = [
 
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 [[package]]
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 [package.extras]
 tool = ["click (>=6.0.0)"]
 
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 [[package]]
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 version = "0.2.0"
@@ -861,6 +1239,43 @@ files = [
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 six = "*"
 
+[[package]]
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 [[package]]
 name = "graphviz"
 version = "0.21"
@@ -880,67 +1295,80 @@ test = ["coverage", "pytest (>=7,<8.1)", "pytest-cov", "pytest-mock (>=3)"]
 
 [[package]]
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 python-versions = ">=3.9"
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 ]
 
+[package.dependencies]
+typing-extensions = ">=4.12,<5.0"
+
 [package.extras]
-protobuf = ["grpcio-tools (>=1.73.1)"]
+protobuf = ["grpcio-tools (>=1.75.1)"]
 
 [[package]]
 name = "h5py"
@@ -983,21 +1411,21 @@ numpy = ">=1.19.3"
 
 [[package]]
 name = "hf-xet"
-version = "1.1.5"
+version = "1.1.10"
 description = "Fast transfer of large files with the Hugging Face Hub."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""
 files = [
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 ]
 
 [package.extras]
@@ -1005,20 +1433,20 @@ tests = ["pytest"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.33.4"
+version = "0.35.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
 filelock = "*"
 fsspec = ">=2023.5.0"
-hf-xet = {version = ">=1.1.2,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
+hf-xet = {version = ">=1.1.3,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
 packaging = ">=20.9"
 pyyaml = ">=5.1"
 requests = "*"
@@ -1026,19 +1454,19 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "ty", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
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+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures (<16.0)", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "ty", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
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 hf-transfer = ["hf-transfer (>=0.1.4)"]
 hf-xet = ["hf-xet (>=1.1.2,<2.0.0)"]
 inference = ["aiohttp"]
 mcp = ["aiohttp", "mcp (>=1.8.0)", "typer"]
 oauth = ["authlib (>=1.3.2)", "fastapi", "httpx", "itsdangerous"]
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+quality = ["libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "ruff (>=0.9.0)", "ty"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
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 torch = ["safetensors[torch]", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
@@ -1140,26 +1568,26 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
-version = "1.5.1"
+version = "1.5.2"
 description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [[package]]
 name = "keras"
-version = "3.10.0"
+version = "3.11.3"
 description = "Multi-backend Keras"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -1174,92 +1602,113 @@ rich = "*"
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.8"
+version = "1.4.9"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
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+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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 ]
 
 [[package]]
@@ -1759,14 +2278,14 @@ files = [
 
 [[package]]
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-version = "1.47.1"
+version = "2.5.0"
 description = "Extremely lightweight compatibility layer between dataframe libraries"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 [package.extras]
@@ -1780,7 +2299,7 @@ polars = ["polars (>=0.20.4)"]
 pyarrow = ["pyarrow (>=13.0.0)"]
 pyspark = ["pyspark (>=3.5.0)"]
 pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
-sqlframe = ["sqlframe (>=3.22.0)"]
+sqlframe = ["sqlframe (>=3.22.0,!=3.39.3)"]
 
 [[package]]
 name = "networkx"
@@ -1838,16 +2357,36 @@ files = [
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 numpy = ">=1.24,<2.3"
 
+[[package]]
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+version = "1.0.0"
+description = "era-level data for Numerai"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+pandas = "*"
+pyarrow = "*"
+yfinance = "*"
+
+[package.extras]
+dev = ["black", "isort", "mock", "pytest", "ruff"]
+
 [[package]]
 name = "numerai-tools"
-version = "0.4.0"
+version = "0.4.3"
 description = "A collection of open-source tools to help interact with Numerai, model data, and automate submissions."
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -1855,18 +2394,17 @@ numpy = ">=2.0.0,<3.0.0"
 pandas = ">=2.2.2,<3.0.0"
 scikit-learn = ">=1.5.0,<2.0.0"
 scipy = ">=1.13.0,<2.0.0"
-torch = "*"
 
 [[package]]
 name = "numerapi"
-version = "2.20.7"
+version = "2.20.8"
 description = "Automatically download and upload data for the Numerai machine learning competition"
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
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-    {file = "numerapi-2.20.7.tar.gz", hash = "sha256:94a960e3baa9518747fb833af07d313f27f3b2ae8588c5d306f7ed1ef4142e5f"},
+    {file = "numerapi-2.20.8-py3-none-any.whl", hash = "sha256:0460e301aebe5659d2b082a49ac58db618992d816288dbf809e4c9c3ec807053"},
+    {file = "numerapi-2.20.8.tar.gz", hash = "sha256:25353a1eb53d170944cd6cb9cffcd81d5b38b2b813071f06960c65e13e315376"},
 ]
 
 [package.dependencies]
@@ -1877,6 +2415,39 @@ pytz = "*"
 requests = "*"
 tqdm = ">=4.29.1"
 
+[[package]]
+name = "numerblox"
+version = "1.6.1"
+description = "Solid Numerai Pipelines"
+optional = false
+python-versions = "<4,>=3.10"
+groups = ["main"]
+files = [
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+    {file = "numerblox-1.6.1.tar.gz", hash = "sha256:9e7b86853839580ae8a73f5acd85637cd4f9b74cce07a3b75261c1c607a45fd0"},
+]
+
+[package.dependencies]
+google-cloud-storage = ">=2.11.0"
+joblib = ">=1.3.2"
+matplotlib = ">=3.4.0"
+numerai-era-data = ">=0.1.1"
+numerai-tools = ">=0.2.2"
+numerapi = ">=2.19.1"
+numpy = ">=1.26.3"
+pandas = ">=2.1.1"
+pandas-ta-classic = ">=0.3.14b"
+polars = ">=1.5.0"
+pyarrow = ">=14.0.1"
+python-dateutil = ">=2.8.2"
+scikit-learn = ">=1.6.1"
+scipy = ">=1.10.0"
+tqdm = ">=4.66.1"
+werkzeug = ">=3.0.3"
+
+[package.extras]
+test = ["eod (>=0.2.1,<1.0.0)", "kaggle (>=1.5.16,<2.0.0)", "mkdocs (>=1.5.3,<2.0.0)", "mkdocs-material (>=9.4.2,<10.0.0)", "mkdocstrings-python (>=1.7.1,<2.0.0)", "pytest (>=7.4.2,<8.0.0)", "pytest-cov (>=4.1.0,<5.0.0)", "pytest-mock (>=3.11.1,<4.0.0)", "ruff (>=0.3.0)", "scikit-lego (>=0.9.1)", "xgboost (>=2.0.0)"]
+
 [[package]]
 name = "numpy"
 version = "2.1.3"
@@ -1944,76 +2515,72 @@ files = [
 
 [[package]]
 name = "nvidia-cublas-cu12"
-version = "12.6.4.1"
+version = "12.8.4.1"
 description = "CUBLAS native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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+    {file = "nvidia_cublas_cu12-12.8.4.1-py3-none-win_amd64.whl", hash = "sha256:47e9b82132fa8d2b4944e708049229601448aaad7e6f296f630f2d1a32de35af"},
 ]
 
 [[package]]
 name = "nvidia-cuda-cupti-cu12"
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+version = "12.8.90"
 description = "CUDA profiling tools runtime libs."
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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 ]
 
 [[package]]
 name = "nvidia-cuda-nvrtc-cu12"
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+version = "12.8.93"
 description = "NVRTC native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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+    {file = "nvidia_cuda_nvrtc_cu12-12.8.93-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:fc1fec1e1637854b4c0a65fb9a8346b51dd9ee69e61ebaccc82058441f15bce8"},
+    {file = "nvidia_cuda_nvrtc_cu12-12.8.93-py3-none-win_amd64.whl", hash = "sha256:7a4b6b2904850fe78e0bd179c4b655c404d4bb799ef03ddc60804247099ae909"},
 ]
 
 [[package]]
 name = "nvidia-cuda-runtime-cu12"
-version = "12.6.77"
+version = "12.8.90"
 description = "CUDA Runtime native Libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_cuda_runtime_cu12-12.8.90-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:52bf7bbee900262ffefe5e9d5a2a69a30d97e2bc5bb6cc866688caa976966e3d"},
+    {file = "nvidia_cuda_runtime_cu12-12.8.90-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:adade8dcbd0edf427b7204d480d6066d33902cab2a4707dcfc48a2d0fd44ab90"},
+    {file = "nvidia_cuda_runtime_cu12-12.8.90-py3-none-win_amd64.whl", hash = "sha256:c0c6027f01505bfed6c3b21ec546f69c687689aad5f1a377554bc6ca4aa993a8"},
 ]
 
 [[package]]
 name = "nvidia-cudnn-cu12"
-version = "9.5.1.17"
+version = "9.10.2.21"
 description = "cuDNN runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_cudnn_cu12-9.10.2.21-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:c9132cc3f8958447b4910a1720036d9eff5928cc3179b0a51fb6d167c6cc87d8"},
+    {file = "nvidia_cudnn_cu12-9.10.2.21-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:949452be657fa16687d0930933f032835951ef0892b37d2d53824d1a84dc97a8"},
+    {file = "nvidia_cudnn_cu12-9.10.2.21-py3-none-win_amd64.whl", hash = "sha256:c6288de7d63e6cf62988f0923f96dc339cea362decb1bf5b3141883392a7d65e"},
 ]
 
 [package.dependencies]
@@ -2021,18 +2588,16 @@ nvidia-cublas-cu12 = "*"
 
 [[package]]
 name = "nvidia-cufft-cu12"
-version = "11.3.0.4"
+version = "11.3.3.83"
 description = "CUFFT native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_cufft_cu12-11.3.3.83-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:848ef7224d6305cdb2a4df928759dca7b1201874787083b6e7550dd6765ce69a"},
+    {file = "nvidia_cufft_cu12-11.3.3.83-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4d2dd21ec0b88cf61b62e6b43564355e5222e4a3fb394cac0db101f2dd0d4f74"},
+    {file = "nvidia_cufft_cu12-11.3.3.83-py3-none-win_amd64.whl", hash = "sha256:7a64a98ef2a7c47f905aaf8931b69a3a43f27c55530c698bb2ed7c75c0b42cb7"},
 ]
 
 [package.dependencies]
@@ -2040,47 +2605,43 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cufile-cu12"
-version = "1.11.1.6"
+version = "1.13.1.3"
 description = "cuFile GPUDirect libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_cufile_cu12-1.13.1.3-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1d069003be650e131b21c932ec3d8969c1715379251f8d23a1860554b1cb24fc"},
+    {file = "nvidia_cufile_cu12-1.13.1.3-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:4beb6d4cce47c1a0f1013d72e02b0994730359e17801d395bdcbf20cfb3bb00a"},
 ]
 
 [[package]]
 name = "nvidia-curand-cu12"
-version = "10.3.7.77"
+version = "10.3.9.90"
 description = "CURAND native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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 ]
 
 [[package]]
 name = "nvidia-cusolver-cu12"
-version = "11.7.1.2"
+version = "11.7.3.90"
 description = "CUDA solver native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
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+    {file = "nvidia_cusolver_cu12-11.7.3.90-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:db9ed69dbef9715071232caa9b69c52ac7de3a95773c2db65bdba85916e4e5c0"},
+    {file = "nvidia_cusolver_cu12-11.7.3.90-py3-none-manylinux_2_27_x86_64.whl", hash = "sha256:4376c11ad263152bd50ea295c05370360776f8c3427b30991df774f9fb26c450"},
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 ]
 
 [package.dependencies]
@@ -2090,18 +2651,16 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cusparse-cu12"
-version = "12.5.4.2"
+version = "12.5.8.93"
 description = "CUSPARSE native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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 [package.dependencies]
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 [[package]]
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 [[package]]
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 [package.dependencies]
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 numpy = ">=1.22"
 protobuf = ">=4.25.1"
 typing_extensions = ">=4.7.1"
 
 [package.extras]
-reference = ["Pillow", "google-re2 ; python_version < \"3.13\""]
+reference = ["Pillow"]
 
 [[package]]
 name = "opt-einsum"
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 ]
 
 [package.dependencies]
@@ -2431,6 +3010,25 @@ sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-d
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.9.2)"]
 
+[[package]]
+name = "pandas-ta-classic"
+version = "0.3.14b2"
+description = "An easy to use Python 3 Pandas Extension with 130+ Technical Analysis Indicators. Can be called from a Pandas DataFrame or standalone like TA-Lib. Correlation tested with TA-Lib. This is the classic/community maintained version."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+numpy = ">=2.0.0"
+pandas = ">=2.0.0"
+
+[package.extras]
+dev = ["alphaVantage-api", "matplotlib", "mplfinance", "scipy", "sklearn", "statsmodels", "stochastic", "talib", "tqdm", "vectorbt", "yfinance"]
+test = ["ta-lib"]
+
 [[package]]
 name = "patsy"
 version = "1.0.1"
@@ -2449,6 +3047,17 @@ numpy = ">=1.4"
 [package.extras]
 test = ["pytest", "pytest-cov", "scipy"]
 
+[[package]]
+name = "peewee"
+version = "3.18.2"
+description = "a little orm"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+]
+
 [[package]]
 name = "pillow"
 version = "11.3.0"
@@ -2574,16 +3183,33 @@ tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "ole
 typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
+[[package]]
+name = "platformdirs"
+version = "4.4.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.extras]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.14.1)"]
+
 [[package]]
 name = "plotly"
-version = "6.2.0"
+version = "6.3.0"
 description = "An open-source interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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@@ -2600,19 +3226,19 @@ kaleido = ["kaleido (>=1.0.0)"]
 
 [[package]]
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-version = "1.31.0"
+version = "1.33.1"
 description = "Blazingly fast DataFrame library"
 optional = false
 python-versions = ">=3.9"
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 xlsx2csv = ["xlsx2csv (>=0.8.0)"]
 xlsxwriter = ["xlsxwriter"]
 
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+description = "Integrate PostHog into any python application."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+
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+
 [[package]]
 name = "propcache"
 version = "0.3.2"
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+[[package]]
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+description = "Beautiful, Pythonic protocol buffers"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
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+
+[package.extras]
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+
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 version = "5.29.5"
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 pyasn1 = ">=0.6.1,<0.7.0"
 
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+
+[[package]]
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@@ -2870,14 +3710,14 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
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 [package.extras]
@@ -2898,36 +3738,51 @@ files = [
 [package.dependencies]
 six = ">=1.5"
 
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@@ -3187,7 +4079,7 @@ numpy = ">=1.25.2,<2.6"
 [package.extras]
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+test = ["Cython", "array-api-strict (>=2.3.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest (>=8.0.0)", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "setuptools"
@@ -3224,14 +4116,14 @@ files = [
 
 [[package]]
 name = "skorch"
-version = "1.1.0"
+version = "1.2.0"
 description = "scikit-learn compatible neural network library for pytorch"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
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 [package.dependencies]
@@ -3242,8 +4134,22 @@ tabulate = ">=0.7.7"
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 [package.extras]
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+docs = ["numpydoc", "sphinx", "sphinx_rtd_theme"]
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+test = ["flaky", "pytest (>=3.4)", "pytest-cov"]
+
+[[package]]
+name = "soupsieve"
+version = "2.8"
+description = "A modern CSS selector implementation for Beautiful Soup."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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 [[package]]
 name = "statsmodels"
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 [[package]]
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+version = "2.2.1"
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 python-versions = ">=3.9"
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 [package.dependencies]
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+typing_extensions = ">=4.12.0"
 
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+
+[[package]]
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+optional = false
+python-versions = ">=3.9"
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+
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 [[package]]
 name = "tabulate"
@@ -3594,36 +4531,36 @@ files = [
 
 [[package]]
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 ]
 
 [package.dependencies]
@@ -3631,39 +4568,40 @@ filelock = "*"
 fsspec = "*"
 jinja2 = "*"
 networkx = "*"
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-nvidia-cuda-cupti-cu12 = {version = "12.6.80", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-nvrtc-cu12 = {version = "12.6.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-runtime-cu12 = {version = "12.6.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cudnn-cu12 = {version = "9.5.1.17", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
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-nvidia-cusparselt-cu12 = {version = "0.6.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nccl-cu12 = {version = "2.26.2", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nvjitlink-cu12 = {version = "12.6.85", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nvtx-cu12 = {version = "12.6.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
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+nvidia-cuda-cupti-cu12 = {version = "12.8.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-nvrtc-cu12 = {version = "12.8.93", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-runtime-cu12 = {version = "12.8.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cudnn-cu12 = {version = "9.10.2.21", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cufft-cu12 = {version = "11.3.3.83", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cufile-cu12 = {version = "1.13.1.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-curand-cu12 = {version = "10.3.9.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusolver-cu12 = {version = "11.7.3.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparse-cu12 = {version = "12.5.8.93", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparselt-cu12 = {version = "0.7.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nccl-cu12 = {version = "2.27.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvjitlink-cu12 = {version = "12.8.93", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvtx-cu12 = {version = "12.8.90", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 setuptools = {version = "*", markers = "python_version >= \"3.12\""}
 sympy = ">=1.13.3"
-triton = {version = "3.3.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+triton = {version = "3.4.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 typing-extensions = ">=4.10.0"
 
 [package.extras]
 opt-einsum = ["opt-einsum (>=3.3)"]
 optree = ["optree (>=0.13.0)"]
+pyyaml = ["pyyaml"]
 
 [[package]]
 name = "torchmetrics"
-version = "1.7.4"
+version = "1.8.2"
 description = "PyTorch native Metrics"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -3673,15 +4611,16 @@ packaging = ">17.1"
 torch = ">=2.0.0"
 
 [package.extras]
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 clustering = ["torch_linear_assignment (>=0.0.2)"]
 detection = ["pycocotools (>2.0.0)", "torchvision (>=0.15.1)"]
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 image = ["scipy (>1.0.0)", "torch-fidelity (<=0.4.0)", "torchvision (>=0.15.1)"]
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 text = ["ipadic (>=1.0.0)", "mecab-python3 (>=1.0.6)", "nltk (>3.8.1)", "regex (>=2021.9.24)", "sentencepiece (>=0.2.0)", "tqdm (<4.68.0)", "transformers (>=4.43.0)"]
-typing = ["mypy (==1.16.1)", "torch (==2.7.1)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+typing = ["mypy (==1.17.1)", "torch (==2.8.0)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+video = ["einops (>=0.7.0)", "vmaf-torch (>=1.1.0)"]
 visual = ["SciencePlots (>=2.0.0)", "matplotlib (>=3.6.0)"]
 
 [[package]]
@@ -3752,41 +4691,56 @@ scipy = "*"
 
 [[package]]
 name = "triton"
-version = "3.3.1"
+version = "3.4.0"
 description = "A language and compiler for custom Deep Learning operations"
 optional = false
-python-versions = "*"
+python-versions = "<3.14,>=3.9"
 groups = ["main"]
 markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
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 ]
 
 [package.dependencies]
 setuptools = ">=40.8.0"
 
 [package.extras]
-build = ["cmake (>=3.20)", "lit"]
+build = ["cmake (>=3.20,<4.0)", "lit"]
 tests = ["autopep8", "isort", "llnl-hatchet", "numpy", "pytest", "pytest-forked", "pytest-xdist", "scipy (>=1.7.1)"]
 tutorials = ["matplotlib", "pandas", "tabulate"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.14.1"
+version = "4.15.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+]
+
+[[package]]
+name = "typing-inspection"
+version = "0.4.1"
+description = "Runtime typing introspection tools"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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 ]
 
+[package.dependencies]
+typing-extensions = ">=4.12.0"
+
 [[package]]
 name = "tzdata"
 version = "2025.2"
@@ -3817,6 +4771,85 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "websockets"
+version = "15.0.1"
+description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+]
+
 [[package]]
 name = "werkzeug"
 version = "3.1.3"
@@ -3852,91 +4885,93 @@ test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
 
 [[package]]
 name = "wrapt"
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 [package.extras]
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 python-versions = ">=3.12,<3.13"
-content-hash = "4aea4f062449534f71d7587bc62e04fbe0e21d90d7b03022d0640c0ce331ec4b"
+content-hash = "8bf370083a3511c8923aa0606158a57c3ca34a27c7b27f9e5d4feaf20c7d17ca"
diff --git a/py3.12/pyproject.toml b/py3.12/pyproject.toml
index 77ed737..47e37be 100644
--- a/py3.12/pyproject.toml
+++ b/py3.12/pyproject.toml
@@ -48,6 +48,7 @@ dependencies = [
     "multidict (>=6.6.3,<7.0.0)",
     "networkx (>=3.5,<4.0)",
     "numerapi (>=2.20.7,<3.0.0)",
+    "numerblox>=1.6.1,<2.0.0",
     "numerai-tools (>=0.4.0,<0.5.0)",
     "numpy (>=2.0.0,<3.0.0)",
     "oauthlib (>=3.3.1,<4.0.0)",
diff --git a/py3.12/requirements.txt b/py3.12/requirements.txt
index 0573d5d..53b2bf6 100644
--- a/py3.12/requirements.txt
+++ b/py3.12/requirements.txt
@@ -56,6 +56,7 @@ networkx==3.5
 numba==0.61.2
 numerai-tools==0.4.0
 numerapi==2.20.7
+numerblox==1.6.1
 numpy==2.1.3
 nvidia-cublas-cu12==12.6.4.1
 nvidia-cuda-cupti-cu12==12.6.80
diff --git a/tests/test_predict.py b/tests/test_predict.py
index 1489719..ddfcd83 100644
--- a/tests/test_predict.py
+++ b/tests/test_predict.py
@@ -29,18 +29,28 @@ def test__upload_live_output(self):
         data_dict = {"post": "data"}
         filename_str = "predictions.csv"
 
+        post_calls = []
+        response_statuses = [500, 200]
+
         def check_inputs(post_url, data, files):
             assert post_url == post_url_str
             assert data == data_dict
             assert files == {"file": (filename_str, mock.ANY, "text/csv")}
+            post_calls.append(files["file"][1])
             response_mock = mock.MagicMock()
-            response_mock.status_code = 200
+            response_mock.status_code = response_statuses[len(post_calls) - 1]
             return response_mock
 
         post_mock.side_effect = check_inputs
-        predict.upload_live_output(
-            pd.DataFrame({"column": [1, 2, 3]}),
-            post_url_str,
-            data_dict,
-            filename_str,
-        )
+
+        with mock.patch("predict.time.sleep", return_value=None):
+            predict.upload_live_output(
+                pd.DataFrame({"column": [1, 2, 3]}),
+                post_url_str,
+                data_dict,
+                filename_str,
+            )
+
+        assert len(post_calls) == len(response_statuses)
+        assert all(buffer.seekable() for buffer in post_calls)
+        assert post_calls[0] is not post_calls[1]