Repository: vortico/flama (language: python)

Issue:
Python 3.13
### Summary

Update Python versions support

### Motivation

We need to reflect the current status of Python versions.

### Proposed changes

We need to reflect the current status of Python versions:
- Add compatibility with 3.13
- Drop compatibility with 3.8


Discussion / hints:

Fix patch:
diff --git a/flama/asgi.py b/flama/asgi.py
index b4818df0..e962bdbd 100644
--- a/flama/asgi.py
+++ b/flama/asgi.py
@@ -28,11 +28,19 @@ class URLComponent(Component):
     def resolve(self, scope: types.Scope) -> types.URL:
         host, port = scope.get("server", ["", None])
         scheme = scope.get("scheme", "")
+        path = scope.get("path", "")
+        query = scope.get("query_string", b"").decode()
 
         if (scheme == "http" and port in (80, None)) or (scheme == "https" and port in (443, None)):
             port = None
 
-        return types.URL(f"{scheme}://{host}{f':{port}' if port else ''}{scope.get('raw_path', b'').decode()}")
+        if port:
+            host += f":{port}"
+
+        if query:
+            path += f"?{query}"
+
+        return types.URL(f"{scheme}://{host}{path}")
 
 
 class SchemeComponent(Component):
diff --git a/flama/client.py b/flama/client.py
index 59199f07..056f534d 100644
--- a/flama/client.py
+++ b/flama/client.py
@@ -119,7 +119,7 @@ def __init__(
         self.lifespan = LifespanContextManager(app) if app else None
         self.app = app
 
-        kwargs["app"] = app
+        kwargs.setdefault("transport", httpx.ASGITransport(app=app) if app else None)  # type: ignore
         kwargs.setdefault("base_url", "http://localapp")
         kwargs["headers"] = {"user-agent": f"flama/{importlib.metadata.version('flama')}", **kwargs.get("headers", {})}
 
diff --git a/flama/concurrency.py b/flama/concurrency.py
index 044a9b8f..a7d52079 100644
--- a/flama/concurrency.py
+++ b/flama/concurrency.py
@@ -4,16 +4,6 @@
 import sys
 import typing as t
 
-if sys.version_info < (3, 9):  # PORT: Remove when stop supporting 3.8 # pragma: no cover
-    import contextvars
-
-    async def to_thread(func, /, *args, **kwargs):
-        return await asyncio.get_running_loop().run_in_executor(
-            None, functools.partial(contextvars.copy_context().run, func, *args, **kwargs)
-        )
-
-    asyncio.to_thread = to_thread  # pyright: ignore
-
 if sys.version_info < (3, 10):  # PORT: Remove when stop supporting 3.9 # pragma: no cover
     from typing_extensions import ParamSpec, TypeGuard
 
@@ -39,7 +29,7 @@ def is_async(
     while isinstance(obj, functools.partial):
         obj = obj.func
 
-    return asyncio.iscoroutinefunction(obj) or (callable(obj) and asyncio.iscoroutinefunction(obj.__call__))
+    return asyncio.iscoroutinefunction(obj) or asyncio.iscoroutinefunction(getattr(obj, "__call__"))
 
 
 async def run(
@@ -58,9 +48,7 @@ async def run(
     if is_async(func):
         return await func(*args, **kwargs)
 
-    return t.cast(
-        R, await asyncio.to_thread(func, *args, **kwargs)  # PORT: Remove when stop supporting 3.8 # type: ignore
-    )
+    return t.cast(R, await asyncio.to_thread(func, *args, **kwargs))
 
 
 if sys.version_info < (3, 11):  # PORT: Remove when stop supporting 3.10 # pragma: no cover
diff --git a/flama/exceptions.py b/flama/exceptions.py
index e6097bf0..3e4c8fbb 100644
--- a/flama/exceptions.py
+++ b/flama/exceptions.py
@@ -14,6 +14,8 @@
     "WebSocketException",
     "NotFoundException",
     "MethodNotAllowedException",
+    "FrameworkNotInstalled",
+    "FrameworkVersionWarning",
 ]
 
 
@@ -139,3 +141,15 @@ def __repr__(self) -> str:
         params = ("path", "params", "method", "allowed")
         formatted_params = ", ".join([f"{x}={getattr(self, x)}" for x in params if getattr(self, x)])
         return f"{self.__class__.__name__}({formatted_params})"
+
+
+class FrameworkNotInstalled(Exception):
+    """Cannot find an installed version of the framework."""
+
+    ...
+
+
+class FrameworkVersionWarning(Warning):
+    """Warning for when a framework version does not match."""
+
+    ...
diff --git a/flama/models/models/pytorch.py b/flama/models/models/pytorch.py
index 68c02097..63099e41 100644
--- a/flama/models/models/pytorch.py
+++ b/flama/models/models/pytorch.py
@@ -11,7 +11,8 @@
 
 class PyTorchModel(Model):
     def predict(self, x: t.List[t.List[t.Any]]) -> t.Any:
-        assert torch is not None, "`torch` must be installed to use PyTorchModel."
+        if torch is None:  # noqa
+            raise exceptions.FrameworkNotInstalled("pytorch")
 
         try:
             return self.model(torch.Tensor(x)).tolist()
diff --git a/flama/models/models/sklearn.py b/flama/models/models/sklearn.py
index 0f8ddd88..4cb8d0c6 100644
--- a/flama/models/models/sklearn.py
+++ b/flama/models/models/sklearn.py
@@ -3,9 +3,17 @@
 from flama import exceptions
 from flama.models.base import Model
 
+try:
+    import sklearn  # type: ignore
+except Exception:  # pragma: no cover
+    sklearn = None
+
 
 class SKLearnModel(Model):
     def predict(self, x: t.List[t.List[t.Any]]) -> t.Any:
+        if sklearn is None:  # noqa
+            raise exceptions.FrameworkNotInstalled("scikit-learn")
+
         try:
             return self.model.predict(x).tolist()
         except ValueError as e:
diff --git a/flama/models/models/tensorflow.py b/flama/models/models/tensorflow.py
index c242de77..cfbfb056 100644
--- a/flama/models/models/tensorflow.py
+++ b/flama/models/models/tensorflow.py
@@ -3,6 +3,11 @@
 from flama import exceptions
 from flama.models.base import Model
 
+try:
+    import numpy as np  # type: ignore
+except Exception:  # pragma: no cover
+    np = None
+
 try:
     import tensorflow as tf  # type: ignore
 except Exception:  # pragma: no cover
@@ -11,9 +16,13 @@
 
 class TensorFlowModel(Model):
     def predict(self, x: t.List[t.List[t.Any]]) -> t.Any:
-        assert tf is not None, "`tensorflow` must be installed to use TensorFlowModel."
+        if np is None:  # noqa
+            raise exceptions.FrameworkNotInstalled("numpy")
+
+        if tf is None:  # noqa
+            raise exceptions.FrameworkNotInstalled("tensorflow")
 
         try:
-            return self.model.predict(x).tolist()
+            return self.model.predict(np.array(x)).tolist()
         except (tf.errors.OpError, ValueError):  # type: ignore
             raise exceptions.HTTPException(status_code=400)
diff --git a/flama/resources/crud.py b/flama/resources/crud.py
index ff6c5087..938c2bd7 100644
--- a/flama/resources/crud.py
+++ b/flama/resources/crud.py
@@ -25,8 +25,8 @@ def _add_create(
         async def create(
             self,
             worker: FlamaWorker,
-            resource: types.Schema[rest_schemas.input.schema],
-        ) -> types.Schema[rest_schemas.output.schema]:
+            resource: types.Schema[rest_schemas.input.schema],  # type: ignore
+        ) -> types.Schema[rest_schemas.output.schema]:  # type: ignore
             if resource.get(rest_model.primary_key.name) is None:
                 resource.pop(rest_model.primary_key.name, None)
 
@@ -76,8 +76,8 @@ def _add_retrieve(
         async def retrieve(
             self,
             worker: FlamaWorker,
-            resource_id: rest_model.primary_key.type,
-        ) -> types.Schema[rest_schemas.output.schema]:
+            resource_id: rest_model.primary_key.type,  # type: ignore
+        ) -> types.Schema[rest_schemas.output.schema]:  # type: ignore
             try:
                 async with worker:
                     repository = worker.repositories[self._meta.name]
@@ -118,9 +118,9 @@ def _add_update(
         async def update(
             self,
             worker: FlamaWorker,
-            resource_id: rest_model.primary_key.type,
-            resource: types.Schema[rest_schemas.input.schema],
-        ) -> types.Schema[rest_schemas.output.schema]:
+            resource_id: rest_model.primary_key.type,  # type: ignore
+            resource: types.Schema[rest_schemas.input.schema],  # type: ignore
+        ) -> types.Schema[rest_schemas.output.schema]:  # type: ignore
             resource[rest_model.primary_key.name] = resource_id
             async with worker:
                 try:
@@ -172,9 +172,9 @@ def _add_partial_update(
         async def partial_update(
             self,
             worker: FlamaWorker,
-            resource_id: rest_model.primary_key.type,
-            resource: types.PartialSchema[rest_schemas.input.schema],
-        ) -> types.Schema[rest_schemas.output.schema]:
+            resource_id: rest_model.primary_key.type,  # type: ignore
+            resource: types.PartialSchema[rest_schemas.input.schema],  # type: ignore
+        ) -> types.Schema[rest_schemas.output.schema]:  # type: ignore
             resource[rest_model.primary_key.name] = resource_id
             async with worker:
                 repository = worker.repositories[self._meta.name]
@@ -217,7 +217,7 @@ def _add_delete(
         cls, name: str, verbose_name: str, rest_model: data_structures.Model, **kwargs
     ) -> t.Dict[str, t.Any]:
         @resource_method("/{resource_id}/", methods=["DELETE"], name="delete")
-        async def delete(self, worker: FlamaWorker, resource_id: rest_model.primary_key.type):
+        async def delete(self, worker: FlamaWorker, resource_id: rest_model.primary_key.type):  # type: ignore
             try:
                 async with worker:
                     repository = worker.repositories[self._meta.name]
@@ -258,7 +258,7 @@ async def list(
             order_by: t.Optional[str] = None,
             order_direction: str = "asc",
             **kwargs,
-        ) -> types.Schema[rest_schemas.output.schema]:
+        ) -> types.Schema[rest_schemas.output.schema]:  # type: ignore
             async with worker:
                 repository = worker.repositories[self._meta.name]
                 return [  # type: ignore[return-value]
@@ -295,8 +295,8 @@ def _add_replace(
         async def replace(
             self,
             worker: FlamaWorker,
-            resources: t.List[types.Schema[rest_schemas.input.schema]],
-        ) -> t.List[types.Schema[rest_schemas.output.schema]]:
+            resources: t.List[types.Schema[rest_schemas.input.schema]],  # type: ignore
+        ) -> t.List[types.Schema[rest_schemas.output.schema]]:  # type: ignore
             async with worker:
                 repository = worker.repositories[self._meta.name]
                 await repository.drop()
@@ -338,8 +338,8 @@ def _add_partial_replace(
         async def partial_replace(
             self,
             worker: FlamaWorker,
-            resources: t.List[types.Schema[rest_schemas.input.schema]],
-        ) -> t.List[types.Schema[rest_schemas.output.schema]]:
+            resources: t.List[types.Schema[rest_schemas.input.schema]],  # type: ignore
+        ) -> t.List[types.Schema[rest_schemas.output.schema]]:  # type: ignore
             async with worker:
                 repository = worker.repositories[self._meta.name]
                 await repository.drop(
@@ -375,7 +375,7 @@ class DropMixin:
     @classmethod
     def _add_drop(cls, name: str, verbose_name: str, **kwargs) -> t.Dict[str, t.Any]:
         @resource_method("/", methods=["DELETE"], name="drop")
-        async def drop(self, worker: FlamaWorker) -> types.Schema[schemas.schemas.DropCollection]:
+        async def drop(self, worker: FlamaWorker) -> types.Schema[schemas.schemas.DropCollection]:  # type: ignore
             async with worker:
                 repository = worker.repositories[self._meta.name]
                 result = await repository.drop()
diff --git a/flama/serialize/data_structures.py b/flama/serialize/data_structures.py
index 1c71f06d..3f29a4cd 100644
--- a/flama/serialize/data_structures.py
+++ b/flama/serialize/data_structures.py
@@ -17,8 +17,8 @@
 import weakref
 from pathlib import Path
 
+from flama import exceptions
 from flama.serialize.base import Serializer
-from flama.serialize.exceptions import FrameworkVersionWarning
 from flama.serialize.types import Framework
 
 if sys.version_info < (3, 11):  # PORT: Remove when stop supporting 3.10 # pragma: no cover
@@ -284,7 +284,7 @@ def from_dict(cls, data: t.Dict[str, t.Any], **kwargs) -> "ModelArtifact":
             warnings.warn(
                 f"Model was built using {metadata.framework.lib.value} '{metadata.framework.version}' but detected "
                 f"version '{serializer.version()}' installed. This may cause unexpected behavior.",
-                FrameworkVersionWarning,
+                exceptions.FrameworkVersionWarning,
             )
 
         return cls(model=model, meta=metadata, artifacts=artifacts)
@@ -327,7 +327,7 @@ def dump(
         :param kwargs: Keyword arguments passed to library dump method.
         """
         logger.info("Dump model '%s'", path)
-        with tarfile.open(path, f"w:{Compression[compression].compression_format}") as tar:
+        with tarfile.open(path, f"w:{Compression[compression].compression_format}") as tar:  # type: ignore
             if self.artifacts:
                 for name, path in self.artifacts.items():
                     tar.add(path, f"artifacts/{name}")
diff --git a/flama/serialize/exceptions.py b/flama/serialize/exceptions.py
deleted file mode 100644
index aed00404..00000000
--- a/flama/serialize/exceptions.py
+++ /dev/null
@@ -1,13 +0,0 @@
-__all__ = ["FrameworkNotInstalled", "FrameworkVersionWarning"]
-
-
-class FrameworkNotInstalled(Exception):
-    """Cannot find an installed version of the framework."""
-
-    ...
-
-
-class FrameworkVersionWarning(Warning):
-    """Warning for when a framework version does not match."""
-
-    ...
diff --git a/flama/serialize/serializers/pytorch.py b/flama/serialize/serializers/pytorch.py
index c9ebabe8..fdf5a754 100644
--- a/flama/serialize/serializers/pytorch.py
+++ b/flama/serialize/serializers/pytorch.py
@@ -3,7 +3,8 @@
 import io
 import typing as t
 
-from flama.serialize import exceptions, types
+from flama import exceptions
+from flama.serialize import types
 from flama.serialize.base import Serializer
 
 try:
diff --git a/flama/serialize/serializers/sklearn.py b/flama/serialize/serializers/sklearn.py
index 7639720f..ebcc4c54 100644
--- a/flama/serialize/serializers/sklearn.py
+++ b/flama/serialize/serializers/sklearn.py
@@ -6,7 +6,8 @@
 import typing as t
 import warnings
 
-from flama.serialize import exceptions, types
+from flama import exceptions
+from flama.serialize import types
 from flama.serialize.base import Serializer
 
 if t.TYPE_CHECKING:
diff --git a/flama/serialize/serializers/tensorflow.py b/flama/serialize/serializers/tensorflow.py
index 0b993bb5..5918dee7 100644
--- a/flama/serialize/serializers/tensorflow.py
+++ b/flama/serialize/serializers/tensorflow.py
@@ -1,12 +1,11 @@
 import codecs
 import importlib.metadata
-import io
 import json
-import tarfile
+import tempfile
 import typing as t
-from tempfile import TemporaryDirectory
 
-from flama.serialize import exceptions, types
+from flama import exceptions
+from flama.serialize import types
 from flama.serialize.base import Serializer
 
 try:
@@ -25,22 +24,17 @@ def dump(self, obj: t.Any, **kwargs) -> bytes:
         if tf is None:  # noqa
             raise exceptions.FrameworkNotInstalled("tensorflow")
 
-        buffer = io.BytesIO()
-        with TemporaryDirectory() as saved_model_dir, tarfile.open(fileobj=buffer, mode="w") as model_tar:
-            tf.keras.models.save_model(obj, saved_model_dir)  # type: ignore
-            model_tar.add(saved_model_dir, arcname="")
-        buffer.seek(0)
-        return codecs.encode(buffer.read(), "base64")
+        with tempfile.NamedTemporaryFile(mode="rb", suffix=".keras") as tmp_file:
+            tf.keras.models.save_model(obj, tmp_file.name)  # type: ignore
+            return codecs.encode(tmp_file.read(), "base64")
 
     def load(self, model: bytes, **kwargs) -> t.Any:
         if tf is None:  # noqa
             raise exceptions.FrameworkNotInstalled("tensorflow")
 
-        with TemporaryDirectory() as saved_model_dir, tarfile.open(
-            fileobj=io.BytesIO(codecs.decode(model, "base64")), mode="r:"
-        ) as model_tar:
-            model_tar.extractall(saved_model_dir)
-            return tf.keras.models.load_model(saved_model_dir)  # type: ignore
+        with tempfile.NamedTemporaryFile(mode="wb", suffix=".keras") as tmp_file:
+            tmp_file.write(codecs.decode(model, "base64"))
+            return tf.keras.models.load_model(tmp_file.name)  # type: ignore
 
     def info(self, model: t.Any) -> t.Optional["JSONSchema"]:
         model_info: "JSONSchema" = json.loads(model.to_json())
diff --git a/poetry.lock b/poetry.lock
index eaa78ac3..d2a4cc2c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
@@ -40,18 +40,15 @@ files = [
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
-
 [[package]]
 name = "anyio"
-version = "4.4.0"
+version = "4.6.2.post1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"},
-    {file = "anyio-4.4.0.tar.gz", hash = "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94"},
+    {file = "anyio-4.6.2.post1-py3-none-any.whl", hash = "sha256:6d170c36fba3bdd840c73d3868c1e777e33676a69c3a72cf0a0d5d6d8009b61d"},
+    {file = "anyio-4.6.2.post1.tar.gz", hash = "sha256:4c8bc31ccdb51c7f7bd251f51c609e038d63e34219b44aa86e47576389880b4c"},
 ]
 
 [package.dependencies]
@@ -61,42 +58,31 @@ sniffio = ">=1.1"
 typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (>=0.23)"]
+doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
+trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "apispec"
-version = "6.6.1"
+version = "6.7.0"
 description = "A pluggable API specification generator. Currently supports the OpenAPI Specification (f.k.a. the Swagger specification)."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "apispec-6.6.1-py3-none-any.whl", hash = "sha256:6460315cb38ac6a2ff42d9e2b8dc0435c37d4428d3abeda96ff97b5dc8eb6b94"},
-    {file = "apispec-6.6.1.tar.gz", hash = "sha256:f5caa47cee75fe03b9c50b5594048b4c052eeca2c212e0dac12dbb6175d9a659"},
+    {file = "apispec-6.7.0-py3-none-any.whl", hash = "sha256:7d2f2be3ceb7385eca550e4a2cc1e4d4a640093cc8fe04224301aa395a785b25"},
+    {file = "apispec-6.7.0.tar.gz", hash = "sha256:fa2cf1063bb227ed6f7f66b019f320d7dc0a7cb02acdf166a160e2381f4b2c39"},
 ]
 
 [package.dependencies]
 packaging = ">=21.3"
 
 [package.extras]
-dev = ["apispec[tests]", "pre-commit (>=3.5,<4.0)", "tox"]
-docs = ["apispec[marshmallow]", "pyyaml (==6.0.1)", "sphinx (==7.3.7)", "sphinx-issues (==4.1.0)", "sphinx-rtd-theme (==2.0.0)"]
+dev = ["apispec[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
+docs = ["apispec[marshmallow]", "pyyaml (==6.0.2)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)", "sphinx-rtd-theme (==3.0.1)"]
 marshmallow = ["marshmallow (>=3.18.0)"]
 tests = ["apispec[marshmallow,yaml]", "openapi-spec-validator (==0.7.1)", "pytest"]
 yaml = ["PyYAML (>=3.10)"]
 
-[[package]]
-name = "appnope"
-version = "0.1.4"
-description = "Disable App Nap on macOS >= 10.9"
-optional = false
-python-versions = ">=3.6"
-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 = "asttokens"
 version = "2.4.1"
@@ -130,17 +116,6 @@ files = [
 six = ">=1.6.1,<2.0"
 wheel = ">=0.23.0,<1.0"
 
-[[package]]
-name = "backcall"
-version = "0.2.0"
-description = "Specifications for callback functions passed in to an API"
-optional = false
-python-versions = "*"
-files = [
-    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
-    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
-]
-
 [[package]]
 name = "black"
 version = "23.12.1"
@@ -187,87 +162,91 @@ d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
-[[package]]
-name = "cachetools"
-version = "5.3.3"
-description = "Extensible memoizing collections and decorators"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"},
-    {file = "cachetools-5.3.3.tar.gz", hash = "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"},
-]
-
 [[package]]
 name = "certifi"
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 [package.dependencies]
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 [[package]]
 name = "flatbuffers"
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 [package.extras]
@@ -824,61 +803,70 @@ test = ["objgraph", "psutil"]
 
 [[package]]
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 description = "HTTP/2-based RPC framework"
 optional = false
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 socks = ["socksio (==1.*)"]
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+]
+
+[package.extras]
+test = ["Cython (>=0.29.24)"]
 
 [[package]]
 name = "httpx"
-version = "0.25.2"
+version = "0.27.2"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpx-0.25.2-py3-none-any.whl", hash = "sha256:a05d3d052d9b2dfce0e3896636467f8a5342fb2b902c819428e1ac65413ca118"},
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+    {file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"},
 ]
 
 [package.dependencies]
@@ -1016,16 +1016,17 @@ brotli = ["brotli", "brotlicffi"]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "identify"
-version = "2.6.0"
+version = "2.6.1"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.6.0-py2.py3-none-any.whl", hash = "sha256:e79ae4406387a9d300332b5fd366d8994f1525e8414984e1a59e058b2eda2dd0"},
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+    {file = "identify-2.6.1-py2.py3-none-any.whl", hash = "sha256:53863bcac7caf8d2ed85bd20312ea5dcfc22226800f6d6881f232d861db5a8f0"},
+    {file = "identify-2.6.1.tar.gz", hash = "sha256:91478c5fb7c3aac5ff7bf9b4344f803843dc586832d5f110d672b19aa1984c98"},
 ]
 
 [package.extras]
@@ -1033,33 +1034,40 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 files = [
-    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
-    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
+    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "importlib-metadata"
-version = "8.0.0"
+version = "8.5.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-8.0.0-py3-none-any.whl", hash = "sha256:15584cf2b1bf449d98ff8a6ff1abef57bf20f3ac6454f431736cd3e660921b2f"},
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+    {file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"},
+    {file = "importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7"},
 ]
 
 [package.dependencies]
-zipp = ">=0.5"
+zipp = ">=3.20"
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
@@ -1074,42 +1082,40 @@ files = [
 
 [[package]]
 name = "ipython"
-version = "8.12.3"
+version = "8.18.1"
 description = "IPython: Productive Interactive Computing"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "ipython-8.12.3-py3-none-any.whl", hash = "sha256:b0340d46a933d27c657b211a329d0be23793c36595acf9e6ef4164bc01a1804c"},
-    {file = "ipython-8.12.3.tar.gz", hash = "sha256:3910c4b54543c2ad73d06579aa771041b7d5707b033bd488669b4cf544e3b363"},
+    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
+    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
-backcall = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-pickleshare = "*"
-prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
+prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
 typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
-all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
+test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
 
 [[package]]
 name = "isort"
@@ -1174,15 +1180,25 @@ files = [
 
 [[package]]
 name = "keras"
-version = "2.15.0"
-description = "Deep learning for humans."
+version = "3.6.0"
+description = "Multi-backend Keras."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "keras-2.15.0-py3-none-any.whl", hash = "sha256:2dcc6d2e30cf9c951064b63c1f4c404b966c59caf09e01f3549138ec8ee0dd1f"},
-    {file = "keras-2.15.0.tar.gz", hash = "sha256:81871d298c064dc4ac6b58440fdae67bfcf47c8d7ad28580fab401834c06a575"},
+    {file = "keras-3.6.0-py3-none-any.whl", hash = "sha256:49585e4577f6e86bd890d96dfbcb1890f5bab5967ef831c07fd63f9d86e4bfe9"},
+    {file = "keras-3.6.0.tar.gz", hash = "sha256:405727525a3522ed8f9ec0b46e0667e4c65fcf714a067322c16a00d902ded41d"},
 ]
 
+[package.dependencies]
+absl-py = "*"
+h5py = "*"
+ml-dtypes = "*"
+namex = "*"
+numpy = "*"
+optree = "*"
+packaging = "*"
+rich = "*"
+
 [[package]]
 name = "libclang"
 version = "18.1.1"
@@ -1204,13 +1220,13 @@ files = [
 
 [[package]]
 name = "markdown"
-version = "3.6"
+version = "3.7"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "Markdown-3.6-py3-none-any.whl", hash = "sha256:48f276f4d8cfb8ce6527c8f79e2ee29708508bf4d40aa410fbc3b4ee832c850f"},
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+    {file = "markdown-3.7.tar.gz", hash = "sha256:2ae2471477cfd02dbbf038d5d9bc226d40def84b4fe2986e49b59b6b472bbed2"},
 ]
 
 [package.dependencies]
@@ -1220,93 +1236,118 @@ importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
 docs = ["mdx-gh-links (>=0.2)", "mkdocs (>=1.5)", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-nature (>=0.6)", "mkdocs-section-index", "mkdocstrings[python]"]
 testing = ["coverage", "pyyaml"]
 
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
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+]
+
+[package.dependencies]
+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)"]
+linkify = ["linkify-it-py (>=1,<3)"]
+plugins = ["mdit-py-plugins"]
+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"]
+
 [[package]]
 name = "markupsafe"
-version = "2.1.5"
+version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 name = "marshmallow"
-version = "3.21.3"
+version = "3.23.0"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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-tests = ["pytest", "pytz", "simplejson"]
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+docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.13)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)", "sphinx-version-warning (==1.1.2)"]
+tests = ["pytest", "simplejson"]
 
 [[package]]
 name = "matplotlib-inline"
@@ -1322,36 +1363,48 @@ files = [
 [package.dependencies]
 traitlets = "*"
 
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+description = "Markdown URL utilities"
+optional = false
+python-versions = ">=3.7"
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 name = "ml-dtypes"
-version = "0.3.2"
+version = "0.4.1"
 description = ""
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
 numpy = [
     {version = ">=1.21.2", markers = "python_version >= \"3.10\" and python_version < \"3.11\""},
     {version = ">1.20", markers = "python_version < \"3.10\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
     {version = ">=1.23.3", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
 ]
 
@@ -1386,23 +1439,34 @@ files = [
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 ]
 
+[[package]]
+name = "namex"
+version = "0.0.8"
+description = "A simple utility to separate the implementation of your Python package and its public API surface."
+optional = false
+python-versions = "*"
+files = [
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+]
+
 [[package]]
 name = "networkx"
-version = "3.1"
+version = "3.2.1"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
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-developer = ["mypy (>=1.1)", "pre-commit (>=3.2)"]
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-test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
+default = ["matplotlib (>=3.5)", "numpy (>=1.22)", "pandas (>=1.4)", "scipy (>=1.9,!=1.11.0,!=1.11.1)"]
+developer = ["changelist (==0.4)", "mypy (>=1.1)", "pre-commit (>=3.2)", "rtoml"]
+doc = ["nb2plots (>=0.7)", "nbconvert (<7.9)", "numpydoc (>=1.6)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.14)", "sphinx (>=7)", "sphinx-gallery (>=0.14)", "texext (>=0.6.7)"]
+extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.11)", "sympy (>=1.10)"]
+test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nodeenv"
@@ -1462,56 +1526,61 @@ files = [
 
 [[package]]
 name = "nvidia-cublas-cu12"
-version = "12.1.3.1"
+version = "12.4.5.8"
 description = "CUBLAS native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
 [[package]]
 name = "nvidia-cuda-cupti-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "CUDA profiling tools runtime libs."
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
 [[package]]
 name = "nvidia-cuda-nvrtc-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "NVRTC native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
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+    {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:a961b2f1d5f17b14867c619ceb99ef6fcec12e46612711bcec78eb05068a60ec"},
 ]
 
 [[package]]
 name = "nvidia-cuda-runtime-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "CUDA Runtime native Libraries"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40"},
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+    {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:961fe0e2e716a2a1d967aab7caee97512f71767f852f67432d572e36cb3a11f3"},
+    {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:64403288fa2136ee8e467cdc9c9427e0434110899d07c779f25b5c068934faa5"},
+    {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:09c2e35f48359752dfa822c09918211844a3d93c100a715d79b59591130c5e1e"},
 ]
 
 [[package]]
 name = "nvidia-cudnn-cu12"
-version = "8.9.2.26"
+version = "9.1.0.70"
 description = "cuDNN runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl", hash = "sha256:5ccb288774fdfb07a7e7025ffec286971c06d8d7b4fb162525334616d7629ff9"},
+    {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl", hash = "sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f"},
+    {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-win_amd64.whl", hash = "sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a"},
 ]
 
 [package.dependencies]
@@ -1519,35 +1588,41 @@ nvidia-cublas-cu12 = "*"
 
 [[package]]
 name = "nvidia-cufft-cu12"
-version = "11.0.2.54"
+version = "11.2.1.3"
 description = "CUFFT native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
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+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:5dad8008fc7f92f5ddfa2101430917ce2ffacd86824914c82e28990ad7f00399"},
+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f083fc24912aa410be21fa16d157fed2055dab1cc4b6934a0e03cba69eb242b9"},
+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-win_amd64.whl", hash = "sha256:d802f4954291101186078ccbe22fc285a902136f974d369540fd4a5333d1440b"},
 ]
 
+[package.dependencies]
+nvidia-nvjitlink-cu12 = "*"
+
 [[package]]
 name = "nvidia-curand-cu12"
-version = "10.3.2.106"
+version = "10.3.5.147"
 description = "CURAND native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
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+    {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a88f583d4e0bb643c49743469964103aa59f7f708d862c3ddb0fc07f851e3b8b"},
+    {file = "nvidia_curand_cu12-10.3.5.147-py3-none-win_amd64.whl", hash = "sha256:f307cc191f96efe9e8f05a87096abc20d08845a841889ef78cb06924437f6771"},
 ]
 
 [[package]]
 name = "nvidia-cusolver-cu12"
-version = "11.4.5.107"
+version = "11.6.1.9"
 description = "CUDA solver native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl", hash = "sha256:8a7ec542f0412294b15072fa7dab71d31334014a69f953004ea7a118206fe0dd"},
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+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_aarch64.whl", hash = "sha256:d338f155f174f90724bbde3758b7ac375a70ce8e706d70b018dd3375545fc84e"},
+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_x86_64.whl", hash = "sha256:19e33fa442bcfd085b3086c4ebf7e8debc07cfe01e11513cc6d332fd918ac260"},
+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-win_amd64.whl", hash = "sha256:e77314c9d7b694fcebc84f58989f3aa4fb4cb442f12ca1a9bde50f5e8f6d1b9c"},
 ]
 
 [package.dependencies]
@@ -1557,13 +1632,14 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cusparse-cu12"
-version = "12.1.0.106"
+version = "12.3.1.170"
 description = "CUSPARSE native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl", hash = "sha256:f3b50f42cf363f86ab21f720998517a659a48131e8d538dc02f8768237bd884c"},
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+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_aarch64.whl", hash = "sha256:9d32f62896231ebe0480efd8a7f702e143c98cfaa0e8a76df3386c1ba2b54df3"},
+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ea4f11a2904e2a8dc4b1833cc1b5181cde564edd0d5cd33e3c168eff2d1863f1"},
+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-win_amd64.whl", hash = "sha256:9bc90fb087bc7b4c15641521f31c0371e9a612fc2ba12c338d3ae032e6b6797f"},
 ]
 
 [package.dependencies]
@@ -1571,69 +1647,157 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-nccl-cu12"
-version = "2.18.1"
+version = "2.21.5"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_nccl_cu12-2.18.1-py3-none-manylinux1_x86_64.whl", hash = "sha256:1a6c4acefcbebfa6de320f412bf7866de856e786e0462326ba1bac40de0b5e71"},
+    {file = "nvidia_nccl_cu12-2.21.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:8579076d30a8c24988834445f8d633c697d42397e92ffc3f63fa26766d25e0a0"},
 ]
 
 [[package]]
 name = "nvidia-nvjitlink-cu12"
-version = "12.5.82"
+version = "12.4.127"
 description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_nvjitlink_cu12-12.5.82-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f9b37bc5c8cf7509665cb6ada5aaa0ce65618f2332b7d3e78e9790511f111212"},
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+    {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:06b3b9b25bf3f8af351d664978ca26a16d2c5127dbd53c0497e28d1fb9611d57"},
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 ]
 
 [[package]]
 name = "nvidia-nvtx-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "NVIDIA Tools Extension"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:dc21cf308ca5691e7c04d962e213f8a4aa9bbfa23d95412f452254c2caeb09e5"},
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 ]
 
 [[package]]
-name = "oauthlib"
-version = "3.2.2"
-description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
+name = "opt-einsum"
+version = "3.4.0"
+description = "Path optimization of einsum functions."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 ]
 
-[package.extras]
-rsa = ["cryptography (>=3.0.0)"]
-signals = ["blinker (>=1.4.0)"]
-signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
-
 [[package]]
-name = "opt-einsum"
-version = "3.3.0"
-description = "Optimizing numpys einsum function"
+name = "optree"
+version = "0.13.0"
+description = "Optimized PyTree Utilities."
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 files = [
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 [package.dependencies]
-numpy = ">=1.7"
+typing-extensions = ">=4.5.0"
 
 [package.extras]
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-tests = ["pytest", "pytest-cov", "pytest-pep8"]
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+docs = ["docutils", "jax[cpu]", "numpy", "sphinx", "sphinx-autoapi", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx-copybutton", "sphinx-rtd-theme", "sphinxcontrib-bibtex", "torch"]
+jax = ["jax"]
+lint = ["black", "cpplint", "doc8", "flake8", "flake8-bugbear", "flake8-comprehensions", "flake8-docstrings", "flake8-pyi", "flake8-simplify", "isort", "mypy", "pre-commit", "pydocstyle", "pyenchant", "pylint[spelling]", "ruff", "xdoctest"]
+numpy = ["numpy"]
+test = ["pytest", "pytest-cov", "pytest-xdist"]
+torch = ["torch"]
 
 [[package]]
 name = "packaging"
@@ -1686,32 +1850,21 @@ files = [
 [package.dependencies]
 ptyprocess = ">=0.5"
 
-[[package]]
-name = "pickleshare"
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-description = "Tiny 'shelve'-like database with concurrency support"
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-
 [[package]]
 name = "platformdirs"
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 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
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-type = ["mypy (>=1.8)"]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.11.2)"]
 
 [[package]]
 name = "pluggy"
@@ -1730,13 +1883,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
-version = "3.5.0"
+version = "3.8.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1748,13 +1901,13 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.47"
+version = "3.0.48"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1762,52 +1915,53 @@ wcwidth = "*"
 
 [[package]]
 name = "protobuf"
-version = "4.25.3"
+version = "4.25.5"
 description = ""
 optional = false
 python-versions = ">=3.8"
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+test = ["pytest", "pytest-xdist", "setuptools"]
 
 [[package]]
 name = "ptyprocess"
@@ -1822,43 +1976,18 @@ files = [
 
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 [[package]]
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 version = "2.22"
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 [package.extras]
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 dev = ["twine (>=3.4.1)"]
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 [[package]]
 name = "pytest"
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 [[package]]
@@ -2225,36 +2362,23 @@ socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
-name = "requests-oauthlib"
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-description = "OAuthlib authentication support for Requests."
+name = "rich"
+version = "13.9.3"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
-python-versions = ">=3.4"
+python-versions = ">=3.8.0"
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 [package.dependencies]
-oauthlib = ">=3.0.0"
-requests = ">=2.0.0"
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+pygments = ">=2.13.0,<3.0.0"
+typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
-rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
-
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 [[package]]
 name = "scipy"
@@ -2373,18 +2500,23 @@ test = ["array-api-strict", "asv", "gmpy2", "hypothesis (>=6.30)", "mpmath", "po
 
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 [[package]]
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 ]
 
 [package.dependencies]
@@ -2476,7 +2616,7 @@ aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
 aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
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+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5,!=1.1.10)"]
 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
 mssql-pyodbc = ["pyodbc"]
@@ -2516,13 +2656,13 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "starlette"
-version = "0.37.2"
+version = "0.41.0"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -2534,13 +2674,13 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7
 
 [[package]]
 name = "sympy"
-version = "1.13.0"
+version = "1.13.1"
 description = "Computer algebra system (CAS) in Python"
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 python-versions = ">=3.8"
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 [package.dependencies]
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 [[package]]
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-version = "2.15.2"
+version = "2.17.1"
 description = "TensorBoard lets you watch Tensors Flow"
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 python-versions = ">=3.9"
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 grpcio = ">=1.48.2"
 markdown = ">=2.6.8"
 numpy = ">=1.12.0"
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 setuptools = ">=41.0.0"
 six = ">1.9"
 tensorboard-data-server = ">=0.7.0,<0.8.0"
@@ -2587,138 +2725,94 @@ files = [
 
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-
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 termcolor = ">=1.1.0"
 typing-extensions = ">=3.6.6"
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-
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 [[package]]
 name = "tensorflow-intel"
-version = "2.15.1"
+version = "2.17.0"
 description = "TensorFlow is an open source machine learning framework for everyone."
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
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 grpcio = ">=1.24.3,<2.0"
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 packaging = "*"
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 termcolor = ">=1.1.0"
 typing-extensions = ">=3.6.6"
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+and-cuda = ["nvidia-cublas-cu12 (==12.3.4.1)", "nvidia-cuda-cupti-cu12 (==12.3.101)", "nvidia-cuda-nvcc-cu12 (==12.3.107)", "nvidia-cuda-nvrtc-cu12 (==12.3.107)", "nvidia-cuda-runtime-cu12 (==12.3.101)", "nvidia-cudnn-cu12 (==8.9.7.29)", "nvidia-cufft-cu12 (==11.0.12.1)", "nvidia-curand-cu12 (==10.3.4.107)", "nvidia-cusolver-cu12 (==11.5.4.101)", "nvidia-cusparse-cu12 (==12.2.0.103)", "nvidia-nccl-cu12 (==2.19.3)", "nvidia-nvjitlink-cu12 (==12.3.101)"]
 
 [[package]]
 name = "tensorflow-io-gcs-filesystem"
@@ -2754,13 +2848,13 @@ tensorflow-rocm = ["tensorflow-rocm (>=2.16.0,<2.17.0)"]
 
 [[package]]
 name = "termcolor"
-version = "2.4.0"
+version = "2.5.0"
 description = "ANSI color formatting for output in terminal"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
@@ -2790,42 +2884,39 @@ files = [
 
 [[package]]
 name = "tomli"
-version = "2.0.1"
+version = "2.0.2"
 description = "A lil' TOML parser"
 optional = false
-python-versions = ">=3.7"
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 ]
 
 [[package]]
 name = "torch"
-version = "2.1.2"
+version = "2.5.0"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 optional = false
 python-versions = ">=3.8.0"
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 ]
 
 [package.dependencies]
@@ -2833,24 +2924,26 @@ filelock = "*"
 fsspec = "*"
 jinja2 = "*"
 networkx = "*"
-nvidia-cublas-cu12 = {version = "12.1.3.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-cupti-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-nvrtc-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-runtime-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cudnn-cu12 = {version = "8.9.2.26", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cufft-cu12 = {version = "11.0.2.54", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-curand-cu12 = {version = "10.3.2.106", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cusolver-cu12 = {version = "11.4.5.107", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cusparse-cu12 = {version = "12.1.0.106", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nccl-cu12 = {version = "2.18.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nvtx-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-sympy = "*"
-triton = {version = "2.1.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-typing-extensions = "*"
-
-[package.extras]
-dynamo = ["jinja2"]
+nvidia-cublas-cu12 = {version = "12.4.5.8", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-cupti-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-nvrtc-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-runtime-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cudnn-cu12 = {version = "9.1.0.70", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cufft-cu12 = {version = "11.2.1.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-curand-cu12 = {version = "10.3.5.147", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusolver-cu12 = {version = "11.6.1.9", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparse-cu12 = {version = "12.3.1.170", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nccl-cu12 = {version = "2.21.5", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvjitlink-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvtx-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+setuptools = {version = "*", markers = "python_version >= \"3.12\""}
+sympy = {version = "1.13.1", markers = "python_version >= \"3.9\""}
+triton = {version = "3.1.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.13\""}
+typing-extensions = ">=4.8.0"
+
+[package.extras]
 opt-einsum = ["opt-einsum (>=3.3)"]
+optree = ["optree (>=0.12.0)"]
 
 [[package]]
 name = "traitlets"
@@ -2869,27 +2962,24 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "triton"
-version = "2.1.0"
+version = "3.1.0"
 description = "A language and compiler for custom Deep Learning operations"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
 filelock = "*"
 
 [package.extras]
-build = ["cmake (>=3.18)", "lit"]
-tests = ["autopep8", "flake8", "isort", "numpy", "pytest", "scipy (>=1.7.1)"]
+build = ["cmake (>=3.20)", "lit"]
+tests = ["autopep8", "flake8", "isort", "llnl-hatchet", "numpy", "pytest", "scipy (>=1.7.1)"]
 tutorials = ["matplotlib", "pandas", "tabulate"]
 
 [[package]]
@@ -2920,13 +3010,13 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "2.2.2"
+version = "2.2.3"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -2937,13 +3027,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.30.1"
+version = "0.32.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2963,57 +3053,64 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 
 [[package]]
 name = "uvloop"
-version = "0.19.0"
+version = "0.21.0"
 description = "Fast implementation of asyncio event loop on top of libuv"
 optional = false
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 [package.dependencies]
@@ -3125,94 +3230,108 @@ files = [
 
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 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = false
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+type = ["pytest-mypy"]
 
 [[package]]
 name = "zope-event"
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+    {file = "zope.interface-7.1.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2a29ac607e970b5576547f0e3589ec156e04de17af42839eedcf478450687317"},
+    {file = "zope.interface-7.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:a14c9decf0eb61e0892631271d500c1e306c7b6901c998c7035e194d9150fdd1"},
+    {file = "zope_interface-7.1.0.tar.gz", hash = "sha256:3f005869a1a05e368965adb2075f97f8ee9a26c61898a9e52a9764d93774f237"},
 ]
 
 [package.dependencies]
 setuptools = "*"
 
 [package.extras]
-docs = ["Sphinx", "repoze.sphinx.autointerface", "sphinx-rtd-theme"]
-test = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
-testing = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
+docs = ["Sphinx", "furo", "repoze.sphinx.autointerface"]
+test = ["coverage[toml]", "zope.event", "zope.testing"]
+testing = ["coverage[toml]", "zope.event", "zope.testing"]
 
 [extras]
 client = ["httpx"]
@@ -3414,5 +3534,5 @@ typesystem = ["typesystem"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.8,<3.13"
-content-hash = "685e249f0feb4cee69639d74d2611c8fd594ab84d1832a0080c7fb56415c32c0"
+python-versions = ">=3.9,<3.14"
+content-hash = "e26cf9fec62daadc80b08771862f90aaad70a180d0c349f992c485e835b0c15d"
diff --git a/pyproject.toml b/pyproject.toml
index 88ae1e8a..33bb473c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,10 +32,10 @@ include = ["flama/py.typed", "flama/templates/**/*"]
 exclude = []
 
 [tool.poetry.dependencies]
-python = ">=3.8,<3.13"
-starlette = ">=0.31.0,<1.0.0"
+python = ">=3.9,<3.14"
+starlette = ">=0.31,<1.0.0"
 click = "^8.1"
-uvicorn = { version = ">=0.23.2,<1.0.0", extras = ["standard"] }
+uvicorn = { version = ">=0.23,<1.0.0", extras = ["standard"] }
 Jinja2 = "^3.1.2"
 pyyaml = "^6.0"
 typing-extensions = { version = "^4.4", python = "<3.10" }
@@ -44,7 +44,7 @@ marshmallow = { version = "^3.0", optional = true }
 apispec = { version = "^6.0", optional = true }
 typesystem = { version = "^0.4.1", optional = true }
 SQLAlchemy = { version = "^2.0", extras = ["asyncio"], optional = true }
-httpx = { version = "^0.25", optional = true}
+httpx = { version = ">=0.25,<1.0.0", optional = true}
 
 [tool.poetry.extras]
 pydantic = ["pydantic"]
@@ -71,13 +71,12 @@ ruff = "^0.0.292"
 black = "^23.9"
 pre-commit = "^3.4"
 python-multipart = "^0.0.6"
-uvicorn = { version = ">=0.23.2,<1.0.0", extras = ["standard"] }
-httpx = "^0.25"
+httpx = ">=0.25,<1.0.0"
 aiosqlite = ">=0.19.0,<1.0.0"
 Faker = "^8.2"
 SQLAlchemy = { version = "^2.0", extras = ["asyncio"] }
 gevent = "^23.9.1"
-pyright = "^1.1.370"
+pyright = "^1.1.386"
 
 [tool.poetry.group.schemas]
 optional = true
@@ -91,10 +90,10 @@ typesystem = "^0.4"
 [tool.poetry.group.ml]
 optional = true
 
-[tool.poetry.group.ml.dependencies]
-scikit-learn = { version = "~1.3.2", python = ">=3.9" }
-tensorflow-cpu = { version = "~2.15.0", platform = "linux", python = ">=3.9,<3.12" }
-torch = { version = "~2.1.2", python = ">=3.8,<3.12"}
+[tool.poetry.group.ml.dependencies]  # Only testable on linux and before 3.13, because numpy old versions are not providing binaries
+scikit-learn = { version = "~1.5.2", platform = "linux", python = ">=3.9,<3.13" }
+tensorflow-cpu = { version = "~2.17.0", platform = "linux", python = ">=3.9,<3.13" }
+torch = { version = "~2.5.0", platform = "linux", python = ">=3.9,<3.13" }
 
 [tool.black]
 line-length = 120
diff --git a/scripts/docker_push b/scripts/docker_push
index 5de8181c..5c87d610 100755
--- a/scripts/docker_push
+++ b/scripts/docker_push
@@ -2,7 +2,7 @@
 set -e
 
 LINUX_VERSIONS=("slim")
-PYTHON_VERSIONS=("3.8" "3.9" "3.10" "3.11", "3.12")
+PYTHON_VERSIONS=("3.9" "3.10" "3.11" "3.12" "3.13")
 SCHEMA_LIBS=("pydantic" "marshmallow" "typesystem")
 
 DEFAULT_LINUX="slim"


Test patch:
diff --git a/.github/workflows/test_and_publish.yaml b/.github/workflows/test_and_publish.yaml
index 5980b7ad..b6d26cf5 100644
--- a/.github/workflows/test_and_publish.yaml
+++ b/.github/workflows/test_and_publish.yaml
@@ -13,7 +13,7 @@ on:
 
 env:
   DEFAULT_LINUX: "slim"
-  DEFAULT_PYTHON: "3.12"
+  DEFAULT_PYTHON: "3.13"
   DEFAULT_SCHEMAS: "pydantic"
 
 jobs:
@@ -22,7 +22,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python: [ "3.8", "3.9", "3.10", "3.11", "3.12" ]
+        python: [ "3.9", "3.10", "3.11", "3.12", "3.13" ]
     container:
       image: python:${{ matrix.python }}
     steps:
@@ -101,7 +101,7 @@ jobs:
     strategy:
       matrix:
         linux: ["slim"]
-        python: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+        python: ["3.9", "3.10", "3.11", "3.12", "3.13"]
         schemas: ["pydantic", "marshmallow", "typesystem"]
     steps:
       - name: Check out the repo
diff --git a/.github/workflows/test_pull_request_branch.yaml b/.github/workflows/test_pull_request_branch.yaml
index b1816e9b..dc417bb4 100644
--- a/.github/workflows/test_pull_request_branch.yaml
+++ b/.github/workflows/test_pull_request_branch.yaml
@@ -10,7 +10,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+        python: ["3.9", "3.10", "3.11", "3.12", "3.13"]
     container:
       image: python:${{ matrix.python }}
     steps:
diff --git a/tests/authentication/test_components.py b/tests/authentication/test_components.py
index f4460a57..0f6c89da 100644
--- a/tests/authentication/test_components.py
+++ b/tests/authentication/test_components.py
@@ -35,16 +35,18 @@ def access_token(token: authentication.AccessToken):
             return token.asdict()
 
     @pytest.mark.parametrize(
-        ["params", "status_code", "result"],
+        ["headers", "cookies", "status_code", "result"],
         (
             pytest.param(
-                {"headers": {"access_token": f"Bearer {TOKEN.decode()}"}},
+                {"access_token": f"Bearer {TOKEN.decode()}"},
+                None,
                 200,
                 {"header": {"alg": "HS256", "typ": "JWT"}, "payload": {"data": {"foo": "bar"}, "iat": 0}},
                 id="headers",
             ),
             pytest.param(
-                {"headers": {"access_token": "token"}},
+                {"access_token": "token"},
+                None,
                 400,
                 {
                     "detail": {
@@ -57,7 +59,8 @@ def access_token(token: authentication.AccessToken):
                 id="header_wrong_format",
             ),
             pytest.param(
-                {"headers": {"access_token": "Foo token"}},
+                {"access_token": "Foo token"},
+                None,
                 400,
                 {
                     "detail": {
@@ -70,23 +73,24 @@ def access_token(token: authentication.AccessToken):
                 id="header_wrong_prefix",
             ),
             pytest.param(
-                {"cookies": {"access_token": TOKEN.decode()}},
+                None,
+                {"access_token": TOKEN.decode()},
                 200,
                 {"header": {"alg": "HS256", "typ": "JWT"}, "payload": {"data": {"foo": "bar"}, "iat": 0}},
                 id="cookies",
             ),
             pytest.param(
-                {},
+                None,
+                None,
                 401,
                 {"detail": "Unauthorized", "error": "HTTPException", "status_code": 401},
                 id="unauthorized",
             ),
             pytest.param(
+                None,
                 {
-                    "cookies": {
-                        "access_token": "eyJhbGciOiAiSFMyNTYiLCAidHlwIjogIkpXVCJ9.eyJkYXRhIjogeyJmb28iOiAiYmFyI"
-                        "n0sICJpYXQiOiAwfQ==.0000",
-                    }
+                    "access_token": "eyJhbGciOiAiSFMyNTYiLCAidHlwIjogIkpXVCJ9.eyJkYXRhIjogeyJmb28iOiAiYmFyI"
+                    "n0sICJpYXQiOiAwfQ==.0000",
                 },
                 401,
                 {
@@ -102,8 +106,10 @@ def access_token(token: authentication.AccessToken):
             ),
         ),
     )
-    async def test_injection(self, client, status_code, result, params):
-        response = await client.request("get", "/", **params)
+    async def test_injection(self, client, status_code, result, headers, cookies):
+        client.headers = headers
+        client.cookies = cookies
+        response = await client.request("get", "/")
 
         assert response.status_code == status_code
         assert response.json() == result
@@ -117,16 +123,18 @@ def refresh_token(token: authentication.RefreshToken):
             return token.asdict()
 
     @pytest.mark.parametrize(
-        ["params", "status_code", "result"],
+        ["headers", "cookies", "status_code", "result"],
         (
             pytest.param(
-                {"headers": {"refresh_token": f"Bearer {TOKEN.decode()}"}},
+                {"refresh_token": f"Bearer {TOKEN.decode()}"},
+                None,
                 200,
                 {"header": {"alg": "HS256", "typ": "JWT"}, "payload": {"data": {"foo": "bar"}, "iat": 0}},
                 id="headers",
             ),
             pytest.param(
-                {"headers": {"refresh_token": "token"}},
+                {"refresh_token": "token"},
+                None,
                 400,
                 {
                     "detail": {
@@ -139,7 +147,8 @@ def refresh_token(token: authentication.RefreshToken):
                 id="header_wrong_format",
             ),
             pytest.param(
-                {"headers": {"refresh_token": "Foo token"}},
+                {"refresh_token": "Foo token"},
+                None,
                 400,
                 {
                     "detail": {
@@ -152,23 +161,24 @@ def refresh_token(token: authentication.RefreshToken):
                 id="header_wrong_prefix",
             ),
             pytest.param(
-                {"cookies": {"refresh_token": TOKEN.decode()}},
+                None,
+                {"refresh_token": TOKEN.decode()},
                 200,
                 {"header": {"alg": "HS256", "typ": "JWT"}, "payload": {"data": {"foo": "bar"}, "iat": 0}},
                 id="cookies",
             ),
             pytest.param(
-                {},
+                None,
+                None,
                 401,
                 {"detail": "Unauthorized", "error": "HTTPException", "status_code": 401},
                 id="unauthorized",
             ),
             pytest.param(
+                None,
                 {
-                    "cookies": {
-                        "refresh_token": "eyJhbGciOiAiSFMyNTYiLCAidHlwIjogIkpXVCJ9.eyJkYXRhIjogeyJmb28iOiAiYmFyI"
-                        "n0sICJpYXQiOiAwfQ==.0000",
-                    }
+                    "refresh_token": "eyJhbGciOiAiSFMyNTYiLCAidHlwIjogIkpXVCJ9.eyJkYXRhIjogeyJmb28iOiAiYmFyI"
+                    "n0sICJpYXQiOiAwfQ==.0000",
                 },
                 401,
                 {
@@ -184,8 +194,10 @@ def refresh_token(token: authentication.RefreshToken):
             ),
         ),
     )
-    async def test_injection(self, client, status_code, result, params):
-        response = await client.request("get", "/", **params)
+    async def test_injection(self, client, status_code, result, headers, cookies):
+        client.headers = headers
+        client.cookies = cookies
+        response = await client.request("get", "/")
 
         assert response.status_code == status_code
         assert response.json() == result
diff --git a/tests/authentication/test_middlewares.py b/tests/authentication/test_middlewares.py
index 60dcc8b6..0684eb46 100644
--- a/tests/authentication/test_middlewares.py
+++ b/tests/authentication/test_middlewares.py
@@ -105,7 +105,9 @@ def cookies(self, request):
         indirect=["headers", "cookies"],
     )
     async def test_request(self, client, path, headers, cookies, status_code, result):
-        response = await client.request("get", path, headers=headers, cookies=cookies)
+        client.headers = headers
+        client.cookies = cookies
+        response = await client.request("get", path)
 
         assert response.status_code == status_code
         assert response.json() == result
diff --git a/tests/conftest.py b/tests/conftest.py
index b4c2d47e..821e5e74 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -197,7 +197,7 @@ def _sklearn_pipeline(self):
     def _tensorflow(self):
         model = tf.keras.models.Sequential(
             [
-                tf.keras.layers.Flatten(input_shape=(2,)),
+                tf.keras.Input((2,)),
                 tf.keras.layers.Dense(10, activation="tanh"),
                 tf.keras.layers.Dense(1, activation="sigmoid"),
             ]
diff --git a/tests/schemas/conftest.py b/tests/schemas/conftest.py
index 40be108a..99b93643 100644
--- a/tests/schemas/conftest.py
+++ b/tests/schemas/conftest.py
@@ -66,7 +66,7 @@ def bar_optional_schema(app, foo_schema):
         schema = type(
             "BarOptional",
             (marshmallow.Schema,),
-            {"foo": marshmallow.fields.Nested(child_schema(), required=False, default=None, allow_none=True)},
+            {"foo": marshmallow.fields.Nested(child_schema(), required=False, dump_default=None, allow_none=True)},
         )
         name = "abc.BarOptional"
     else:
diff --git a/tests/schemas/test_data_structures.py b/tests/schemas/test_data_structures.py
index 0c8594ce..94b62eab 100644
--- a/tests/schemas/test_data_structures.py
+++ b/tests/schemas/test_data_structures.py
@@ -115,6 +115,8 @@ def schema_type(self, app, request, foo_schema, bar_schema, bar_optional_schema,
         elif request.param == "list_of_schema":
             return t.List[types.Schema[foo_schema.schema]] if inspect.isclass(foo_schema.schema) else foo_schema.schema
         elif request.param == "schema_partial":
+            if app.schema.schema_library.lib in (typesystem,):
+                pytest.skip("Library does not support optional partial schemas")
             return types.PartialSchema[foo_schema.schema]
         elif request.param == "schema_nested":
             return types.Schema[bar_schema.schema]
diff --git a/tests/test_asgi.py b/tests/test_asgi.py
index e38f1abb..4bfc7554 100644
--- a/tests/test_asgi.py
+++ b/tests/test_asgi.py
@@ -395,7 +395,8 @@ async def test_cookies(self, client, path, method, cookies, expected):
         cookies_jar = http.cookiejar.CookieJar()
         for cookie in cookies:
             cookies_jar.set_cookie(cookie)
-        response = await client.request(method, path, cookies=cookies_jar)
+        client.cookies = cookies_jar
+        response = await client.request(method, path)
         response_json = response.json()
 
         assert response_json == expected